fix(release): correct indentation in Python script for plugin metadata extraction

- Fix error fallback mechanism to guarantee 100% rollback to original text on failure
- Improve escape character cleanup to protect inline code blocks from unwanted modification
- Fix 'enable_escape_fix_in_code_blocks' configuration to correctly apply to code blocks when enabled
- Change 'show_debug_log' default to False to reduce console noise and improve privacy
- Update READMEs and docs, bumped version to 1.2.8

.agent/learnings/README.md

@@ -0,0 +1,46 @@
+# `.agent/learnings/` — Engineering Learnings & Reusable Patterns
+
+This directory stores **hard-won engineering insights** discovered during development.
+Each file is a standalone Markdown note covering a specific topic, pattern, or gotcha.
+
+The goal is to avoid re-investigating the same issue twice.
+
+---
+
+## Conventions
+
+- **File naming**: `{topic}.md`, e.g., `openwebui-tool-injection.md`
+- **Scope**: One clear topic per file. Keep files focused and concise.
+- **Format**: Use the template below.
+
+---
+
+## Template
+
+```markdown
+# [Topic Title]
+
+> Discovered: YYYY-MM-DD
+
+## Context
+Where / when does this apply?
+
+## Finding
+What exactly did we learn?
+
+## Solution / Pattern
+The code or approach that works.
+
+## Gotchas
+Edge cases or caveats to watch out for.
+```
+
+---
+
+## Index
+
+| File | Topic |
+|------|-------|
+| [openwebui-tool-injection.md](./openwebui-tool-injection.md) | How OpenWebUI injects parameters into Tool functions, and what the Pipe must provide |
+| [openwebui-mock-request.md](./openwebui-mock-request.md) | How to build a valid Mock Request for calling OpenWebUI-internal APIs from a Pipe |
+| [copilot-plan-mode-prompt-parity.md](./copilot-plan-mode-prompt-parity.md) | Why Plan Mode prompt logic must be shared between fresh-session and resume-session injection |

.agent/learnings/copilot-plan-mode-prompt-parity.md

@@ -0,0 +1,40 @@
+# Copilot Plan Mode Prompt Parity
+
+> Discovered: 2026-03-06
+
+## Context
+
+The GitHub Copilot SDK pipe builds system prompts in two paths:
+
+- fresh session creation via `_build_session_config(...)`
+- resumed session injection via the `system_parts` rebuild branch
+
+Plan Mode guidance was duplicated across those branches.
+
+## Finding
+
+If Plan Mode instructions are edited in only one branch, resumed sessions silently lose planning behavior or capability hints that fresh sessions still have.
+
+This is especially easy to miss because both branches still work, but resumed chats receive a weaker or stale prompt.
+
+Session mode switching alone is also not enough. Even when `session.rpc.mode.set(Mode.PLAN)` succeeds, the SDK may still skip creating the expected `plan.md` if the runtime system prompt does not explicitly include the original Plan Mode persistence contract.
+
+## Solution / Pattern
+
+Extract the Plan Mode prompt into one shared helper and call it from both branches:
+
+```python
+def _build_plan_mode_context(plan_path: str) -> str:
+    ...
+```
+
+Then inject it in both places with the chat-specific `plan.md` path.
+
+For extra safety, when the pipe later reads `session.rpc.plan.read()`, mirror the returned content into the chat-specific `COPILOTSDK_CONFIG_DIR/session-state/<chat_id>/plan.md` path. This keeps the UI-visible file in sync even if the SDK persists plan state internally but does not materialize the file where the chat integration expects it.
+
+## Gotchas
+
+- Keep the helper dynamic: the `plan.md` path must still be resolved per chat/session.
+- Do not only update debug prompt artifacts; the effective runtime prompt lives in `plugins/pipes/github-copilot-sdk/github_copilot_sdk.py`.
+- Resume-session parity matters for capability guidance just as much as for session context.
+- If users report that Plan Mode is active but `plan.md` is missing, check both halves: prompt parity and the final `rpc.plan.read()` -> `plan.md` sync path.

.agent/learnings/openwebui-mock-request.md

@@ -0,0 +1,131 @@
+# Building a Valid Mock Request for OpenWebUI Pipes
+
+> Discovered: 2026-03-05
+
+## Context
+
+OpenWebUI Pipes run as a Pipe plugin, not as a real HTTP request handler. When the Pipe
+needs to call OpenWebUI-internal APIs (like `generate_chat_completion`, `get_tools`, etc.)
+or load Tools that do the same, it must provide a **fake-but-complete Request object**.
+
+## Finding
+
+OpenWebUI's internal functions expect `request` to satisfy several contracts:
+
+```
+request.app.state.MODELS     → dict { model_id: ModelModel }  — MUST be populated!
+request.app.state.config     → config object with all env variables
+request.app.state.TOOLS      → dict (can start empty)
+request.app.state.FUNCTIONS  → dict (can start empty)
+request.app.state.redis      → None is fine
+request.app.state.TOOL_SERVERS → []  is fine
+request.app.url_path_for(name, **path_params) → str
+request.headers              → dict with Authorization, host, user-agent
+request.state.user           → user dict
+request.state.token.credentials → str (the Bearer token, without "Bearer " prefix)
+await request.json()         → dict (the raw request body)
+await request.body()         → bytes (the raw request body as JSON bytes)
+```
+
+## Solution / Pattern
+
+```python
+from types import SimpleNamespace
+import json as _json_mod
+
+def _build_openwebui_request(user: dict, token: str, body: dict = None):
+    from open_webui.config import PERSISTENT_CONFIG_REGISTRY
+    from open_webui.models.models import Models as _Models
+
+    # 1. Build config from registry
+    config = SimpleNamespace()
+    for item in PERSISTENT_CONFIG_REGISTRY:
+        val = item.value
+        if hasattr(val, "value"):
+            val = val.value
+        setattr(config, item.env_name, val)
+
+    # 2. Populate MODELS from DB — critical for model validation
+    system_models = {}
+    try:
+        for m in _Models.get_all_models():
+            system_models[m.id] = m
+    except Exception:
+        pass
+
+    # 3. Build app_state
+    app_state = SimpleNamespace(
+        config=config,
+        TOOLS={},
+        TOOL_CONTENTS={},
+        FUNCTIONS={},
+        FUNCTION_CONTENTS={},
+        MODELS=system_models,   # <-- KEY: must not be empty!
+        redis=None,
+        TOOL_SERVERS=[],
+    )
+
+    # 4. url_path_for helper
+    def url_path_for(name: str, **params):
+        if name == "get_file_content_by_id":
+            return f"/api/v1/files/{params.get('id')}/content"
+        return f"/mock/{name}"
+
+    app = SimpleNamespace(state=app_state, url_path_for=url_path_for)
+
+    # 5. Async body helpers
+    async def _json():
+        return body or {}
+
+    async def _body_fn():
+        return _json_mod.dumps(body or {}).encode("utf-8")
+
+    # 6. Headers
+    headers = {
+        "user-agent": "Mozilla/5.0",
+        "host": "localhost:8080",
+        "accept": "*/*",
+    }
+    if token:
+        headers["Authorization"] = token if token.startswith("Bearer ") else f"Bearer {token}"
+
+    return SimpleNamespace(
+        app=app,
+        headers=headers,
+        method="POST",
+        cookies={},
+        base_url="http://localhost:8080",
+        url=SimpleNamespace(path="/api/chat/completions", base_url="http://localhost:8080"),
+        state=SimpleNamespace(
+            token=SimpleNamespace(credentials=token or ""),
+            user=user or {},
+        ),
+        json=_json,
+        body=_body_fn,
+    )
+```
+
+## Token Extraction
+
+Tokens can be found in multiple places. Check in order:
+
+```python
+# 1. Direct in body (some SDK requests embed it)
+token = body.get("token")
+
+# 2. In metadata
+token = token or (metadata or {}).get("token")
+
+# 3. In the original __request__ Authorization header
+if not token and __request__ is not None:
+    auth = getattr(__request__, "headers", {}).get("Authorization", "")
+    if auth.startswith("Bearer "):
+        token = auth.split(" ", 1)[1]
+```
+
+## Gotchas
+
+- **`app.state.MODELS` empty = "Model not found"** for *any* model ID, even correct ones.
+- `TOOL_SERVER_CONNECTIONS` must be synced from DB, not from in-memory cache (stale in multi-worker).
+- `request.state.token.credentials` should be the **raw token** (no "Bearer " prefix).
+- Tools may call `await request.json()` — must be an async method, not a regular attribute.

.agent/learnings/openwebui-tool-injection.md

@@ -0,0 +1,83 @@
+# OpenWebUI Tool Parameter Injection
+
+> Discovered: 2026-03-05
+
+## Context
+
+When OpenWebUI loads a Python Tool and calls one of its functions (e.g. `generate_mind_map`),
+it automatically matches parameters from an `extra_params` dict against the function's
+signature **by name**. This is done in:
+
+```
+open_webui/utils/tools.py → get_async_tool_function_and_apply_extra_params()
+```
+
+The lookup is: `extra_params = {k: v for k, v in extra_params.items() if k in sig.parameters}`
+
+## Finding
+
+A Tool function declares its dependencies via its parameter names. Common injected names:
+
+| Parameter Name        | What it contains                                  |
+|-----------------------|---------------------------------------------------|
+| `__user__`            | User context dict (id, email, role, name)         |
+| `__event_emitter__`   | Async callable to emit status/notification events |
+| `__event_call__`      | Async callable for JS `__event_call__` roundtrips |
+| `__request__`         | Request-like object (must have `.app.state.MODELS`) |
+| `__metadata__`        | Dict: `{model, base_model_id, chat_id, ...}`      |
+| `__messages__`        | Full conversation history list                    |
+| `__chat_id__`         | Current chat UUID                                 |
+| `__message_id__`      | Current message UUID                              |
+| `__session_id__`      | Current session UUID                              |
+| `__files__`           | Files attached to the current message             |
+| `__task__`            | Task type string (e.g. `title_generation`)        |
+| `body`                | Raw request body dict (non-dunder variant)        |
+| `request`             | Request object (non-dunder variant)               |
+
+## Key Rule
+
+**`extra_params` must contain ALL keys a Tool's function signature declares.**
+If a key is missing from `extra_params`, the parameter silently receives its default
+value (e.g. `{}` for `__metadata__`). This means the Tool appears to work but
+gets empty/wrong context.
+
+## Solution / Pattern
+
+When a Pipe calls an OpenWebUI Tool, it must populate `extra_params` with **all** the above:
+
+```python
+extra_params = {
+    "__request__": request,      # Must have app.state.MODELS populated!
+    "request": request,          # Non-dunder alias
+    "__user__": user_data,
+    "__event_emitter__": __event_emitter__,
+    "__event_call__": __event_call__,
+    "__messages__": messages,
+    "__metadata__": __metadata__ or {},
+    "__chat_id__": chat_id,
+    "__message_id__": message_id,
+    "__session_id__": session_id,
+    "__files__": files,
+    "__task__": task,
+    "__task_body__": task_body,
+    "body": body,                # Non-dunder alias
+    ...
+}
+```
+
+## Model Resolution
+
+Tools that call `generate_chat_completion` internally need a **valid model ID**.
+When the conversation is running under a Pipe/Manifold model (e.g. `github_copilot.gpt-4o`),
+the Tool's `valves.MODEL_ID` must be a *real* model known to the system.
+
+`generate_chat_completion` validates model IDs against `request.app.state.MODELS`.
+➡️  That dict **must be populated** from the database (see `openwebui-mock-request.md`).
+
+## Gotchas
+
+- Tools call `generate_chat_completion` with a `request` arg that must be the full Mock Request.
+- If `app.state.MODELS` is empty, even a correctly-spelled model ID will cause "Model not found".
+- `__metadata__['model']` can be a **dict** (from DB) **or a string** (manifold ID). Tools must
+  handle both types.
+- For manifold models not in the DB, strip the prefix: `github_copilot.gpt-4o` → `gpt-4o`.

.agent/rules/antigravity.md

@@ -138,6 +138,18 @@ Before completing an antigravity operation, confirm:
 - [ ] Database changes are idempotent (safe to re-run)
 - [ ] Timeout guards are in place for all async calls to external systems
 - [ ] The user can observe progress through status/notification events
+- [ ] Non-obvious findings / gotchas are saved to `.agent/learnings/{topic}.md`
+
+---
+
+## Mandatory: Knowledge Capture
+
+Any non-obvious pattern, internal API contract, or workaround discovered during an
+antigravity session **MUST** be saved to `.agent/learnings/{topic}.md` before the
+session ends. This ensures hard-won insights are not lost between sessions.
+
+**Format**: See `.agent/learnings/README.md`
+**Existing entries**: Browse `.agent/learnings/` for prior knowledge to reuse.
 
 ---
 
@@ -145,3 +157,4 @@ Before completing an antigravity operation, confirm:
 
 - Full engineering spec: `.github/copilot-instructions.md` → Section: **Antigravity Development Mode**
 - Design document: `docs/development/copilot-engineering-plan.md` → Section 5
+- Knowledge base: `.agent/learnings/` — reusable engineering patterns and gotchas

.agent/skills/README.md

@@ -0,0 +1,71 @@
+# Agent Skills Index
+
+This folder contains reusable Agent Skills for GitHub Copilot / VS Code custom agent workflows.
+
+## Available Skills
+
+- **community-announcer**
+  - Purpose: Generate community announcement content and related assets.
+  - Entry: `community-announcer/SKILL.md`
+
+- **doc-mirror-sync**
+  - Purpose: Sync mirrored documentation content and helper scripts.
+  - Entry: `doc-mirror-sync/SKILL.md`
+
+- **gh-issue-replier**
+  - Purpose: Draft standardized issue replies with templates.
+  - Entry: `gh-issue-replier/SKILL.md`
+
+- **gh-issue-scheduler**
+  - Purpose: Schedule and discover unanswered issues for follow-up.
+  - Entry: `gh-issue-scheduler/SKILL.md`
+
+- **i18n-validator**
+  - Purpose: Validate translation key consistency across i18n dictionaries.
+  - Entry: `i18n-validator/SKILL.md`
+
+- **plugin-scaffolder**
+  - Purpose: Scaffold OpenWebUI plugin boilerplate with repository standards.
+  - Entry: `plugin-scaffolder/SKILL.md`
+
+- **version-bumper**
+  - Purpose: Assist with semantic version bumping workflows.
+  - Entry: `version-bumper/SKILL.md`
+
+- **xlsx-single-file**
+  - Purpose: Single-file spreadsheet operations workflow without LibreOffice.
+  - Entry: `xlsx-single-file/SKILL.md`
+
+---
+
+## Release Pipeline Skills
+
+These four skills form a complete release pipeline and are designed to be used in sequence:
+
+```
+release-prep  →  pr-submitter  →  pr-reviewer  →  release-finalizer
+ (prepare)       (push & PR)      (respond to review)  (merge & close issue)
+```
+
+- **release-prep**
+  - Purpose: Full release preparation — version sync across 7+ files, bilingual release notes creation, consistency check, and commit.
+  - Entry: `release-prep/SKILL.md`
+
+- **pr-submitter**
+  - Purpose: Shell-escape-safe PR submission — writes body to temp file, validates sections, pushes branch, creates PR via `gh pr create --body-file`.
+  - Entry: `pr-submitter/SKILL.md`
+
+- **pr-reviewer**
+  - Purpose: Fetch PR review comments, categorize feedback, implement fixes, commit and push, reply to reviewers.
+  - Entry: `pr-reviewer/SKILL.md`
+
+- **release-finalizer**
+  - Purpose: Merge release PR to main with proper commit message, auto-link and close related issues, post closing messages.
+  - Entry: `release-finalizer/SKILL.md`
+
+## Notes
+
+- Skill definitions follow the expected location pattern:
+  - `.github/skills/<skill-name>/SKILL.md`
+- Each skill may include optional `assets/`, `references/`, and `scripts/` folders.
+- This directory mirrors `.gemini/skills` for compatibility.

.agent/skills/community-announcer/SKILL.md

@@ -0,0 +1,23 @@
+---
+name: community-announcer
+description: Drafts engaging English and Chinese update announcements for the OpenWebUI Community and other social platforms. Use when a new version is released.
+---
+
+# Community Announcer
+
+## Overview
+Automates the drafting of high-impact update announcements.
+
+## Workflow
+1. **Source Intel**: Read the latest version's `What's New` section from `README.md`.
+2. **Drafting**: Create two versions:
+   - **Community Post**: Professional, structured, technical.
+   - **Catchy Short**: For Discord/Twitter, use emojis and bullet points.
+3. **Multi-language**: Generate BOTH English and Chinese versions automatically.
+
+## Announcement Structure (Recommended)
+- **Headline**: "Update vX.X.X - [Main Feature]"
+- **Introduction**: Brief context.
+- **Key Highlights**: Bulleted list of fixes/features.
+- **Action**: "Download from [Market Link]"
+- **Closing**: Thanks and Star request.

.agent/skills/doc-mirror-sync/SKILL.md

@@ -0,0 +1,50 @@
+---
+name: doc-mirror-sync
+description: Automatically synchronizes plugin READMEs to the official documentation directory (docs/). Use after editing a plugin's local documentation to keep the MkDocs site up to date.
+---
+
+# Doc Mirror Sync
+
+## Overview
+Automates the mirroring of `plugins/{type}/{name}/README.md` to `docs/plugins/{type}/{name}.md`.
+
+## Docs-Only Mode (No Release Changes)
+Use this mode when the request is "only sync docs".
+
+- Only update documentation mirror files under `docs/plugins/**`.
+- Do **not** bump plugin version.
+- Do **not** modify plugin code (`plugins/**.py`) unless explicitly requested.
+- Do **not** update root badges/dates for release.
+- Do **not** run release preparation steps.
+
+## Workflow
+1. Identify changed READMEs.
+2. Copy content to corresponding mirror paths.
+3. Update version badges in `docs/plugins/{type}/index.md`.
+
+## Commands
+
+### Sync all mirrors (EN + ZH)
+
+```bash
+python .github/skills/doc-mirror-sync/scripts/sync.py
+```
+
+### Sync only one plugin (EN only)
+
+```bash
+cp plugins/<type>/<name>/README.md docs/plugins/<type>/<name>.md
+```
+
+### Sync only one plugin (EN + ZH)
+
+```bash
+cp plugins/<type>/<name>/README.md docs/plugins/<type>/<name>.md
+cp plugins/<type>/<name>/README_CN.md docs/plugins/<type>/<name>.zh.md
+```
+
+## Notes
+
+- If asked for English-only update, sync only `README.md` -> `.md` mirror.
+- If both languages are requested, sync both `README.md` and `README_CN.md`.
+- After syncing, verify git diff only contains docs file changes.

.agent/skills/doc-mirror-sync/scripts/sync.py

@@ -0,0 +1,38 @@
+#!/usr/bin/env python3
+import os
+import shutil
+import re
+
+def sync_mirrors():
+    plugins_root = "plugins"
+    docs_root = "docs/plugins"
+    
+    types = ["actions", "filters", "pipes", "pipelines", "tools"]
+    
+    for t in types:
+        src_type_dir = os.path.join(plugins_root, t)
+        dest_type_dir = os.path.join(docs_root, t)
+        
+        if not os.path.exists(src_type_dir): continue
+        os.makedirs(dest_type_dir, exist_ok=True)
+        
+        for name in os.listdir(src_type_dir):
+            plugin_dir = os.path.join(src_type_dir, name)
+            if not os.path.isdir(plugin_dir): continue
+            
+            # Sync README.md -> docs/plugins/{type}/{name}.md
+            src_readme = os.path.join(plugin_dir, "README.md")
+            if os.path.exists(src_readme):
+                dest_readme = os.path.join(dest_type_dir, f"{name}.md")
+                shutil.copy(src_readme, dest_readme)
+                print(f"✅ Mirrored: {t}/{name} (EN)")
+            
+            # Sync README_CN.md -> docs/plugins/{type}/{name}.zh.md
+            src_readme_cn = os.path.join(plugin_dir, "README_CN.md")
+            if os.path.exists(src_readme_cn):
+                dest_readme_zh = os.path.join(dest_type_dir, f"{name}.zh.md")
+                shutil.copy(src_readme_cn, dest_readme_zh)
+                print(f"✅ Mirrored: {t}/{name} (ZH)")
+
+if __name__ == "__main__":
+    sync_mirrors()

.agent/skills/gh-issue-replier/SKILL.md

@@ -0,0 +1,51 @@
+---
+name: gh-issue-replier
+description: Professional English replier for GitHub issues. Use when a task is completed, a bug is fixed, or more info is needed from the user. Automates replying using the 'gh' CLI tool.
+---
+
+# Gh Issue Replier
+
+## Overview
+
+The `gh-issue-replier` skill enables Gemini CLI to interact with GitHub issues professionally. It enforces English for all communications and leverages the `gh` CLI to post comments.
+
+## Workflow
+
+1.  **Identify the Issue**: Find the issue number (e.g., #49).
+2.  **Check Star Status**: Run the bundled script to check if the author has starred the repo.
+    *   Command: `bash scripts/check_star.sh <issue-number>`
+    *   Interpretation: 
+        *   Exit code **0**: User has starred. Use "Already Starred" templates.
+        *   Exit code **1**: User has NOT starred. Include "Star Request" in the reply.
+3.  **Select a Template**: Load [templates.md](references/templates.md) to choose a suitable English response pattern.
+4.  **Draft the Reply**: Compose a concise message based on the star status.
+5.  **Post the Comment**: Use the `gh` tool to submit the reply.
+
+## Tool Integration
+
+### Check Star Status
+```bash
+bash scripts/check_star.sh <issue-number>
+```
+
+### Post Comment
+```bash
+gh issue comment <issue-number> --body "<message-body>"
+```
+
+Example (if user has NOT starred):
+```bash
+gh issue comment 49 --body "This has been fixed in v1.2.7. If you find this helpful, a star on the repo would be much appreciated! ⭐"
+```
+
+Example (if user HAS starred):
+```bash
+gh issue comment 49 --body "This has been fixed in v1.2.7. Thanks for your support!"
+```
+
+## Guidelines
+
+-   **Language**: ALWAYS use English for the comment body, even if the system prompt or user conversation is in another language.
+-   **Tone**: Professional, helpful, and appreciative.
+-   **Precision**: When announcing a fix, mention the specific version or the logic change (e.g., "Updated regex pattern").
+-   **Closing**: If the issue is resolved and you have permission, you can also use `gh issue close <number>`.

.agent/skills/gh-issue-replier/references/example_reference.md

@@ -0,0 +1,17 @@
+# Reference Documentation for Gh Issue Replier
+
+This is a placeholder for detailed reference documentation.
+Replace with actual reference content or delete if not needed.
+
+## Structure Suggestions
+
+### API Reference Example
+- Overview
+- Authentication
+- Endpoints with examples
+- Error codes
+
+### Workflow Guide Example
+- Prerequisites
+- Step-by-step instructions
+- Best practices

.agent/skills/gh-issue-replier/references/templates.md

@@ -0,0 +1,45 @@
+# Issue Reply Templates
+
+Use these templates to craft professional English replies. Adjust placeholders like `@username`, `v1.2.x`, and `[commit hash]` as needed.
+
+## 1. Acknowledging a New Issue
+Use when you first see an issue and want to let the user know you are working on it.
+
+- "Thank you for reporting this! I'm looking into it right now."
+- "Thanks for bringing this to my attention. I'll try to reproduce this behavior and get back to you shortly."
+
+## 2. Requesting More Information
+Use when you need logs or specific details to fix the bug.
+
+- "Could you please provide the **'Original'** vs **'Normalized'** content from your browser console logs (F12)? It would help a lot in debugging."
+- "It would be very helpful if you could share the specific Markdown text that triggered this issue."
+
+## 3. Announcing a Fix
+Use when you have pushed the fix to the repository.
+
+- "This has been fixed in version **v1.2.x**. You can update the plugin to resolve it."
+- "I've just pushed a fix for this in [commit hash]. Please let me know if it works for you after updating."
+- "The issue was caused by a greedy regex pattern. I've updated it to use a tempered greedy token to prevent incorrect merging."
+
+## 4. Guiding to Official Market
+Always provide the official market link to ensure the user gets the latest verified version.
+
+- "The fix is now live! You can download the latest version from the official OpenWebUI Community page here: [Plugin Market Link]. Simply update the function in your OpenWebUI instance to apply the changes."
+- "I recommend getting the updated version from the official store: [Link]. It includes the fix for the spacing issue we discussed."
+
+## 5. Closing the Issue
+Use when the issue is confirmed resolved.
+
+- "Glad to hear it's working now! Closing this for now. Feel free to reopen it if the problem persists."
+- "Since this is resolved, I'm closing this issue. Thanks again for your feedback!"
+
+## 5. Pro-tip: Star Request
+Gently handle star requests based on the user's current status.
+
+### If User has NOT starred:
+- "If you find this plugin helpful, a star on the repo would be much appreciated! ⭐"
+- "We'd love your support! If this fixed your issue, please consider starring the repository. ⭐"
+
+### If User HAS already starred:
+- "Thanks again for starring the project and for your continuous support!"
+- "I appreciate your support and for being a stargazer of this project!"

.agent/skills/gh-issue-replier/scripts/check_star.sh

@@ -0,0 +1,31 @@
+#!/usr/bin/env bash
+
+# Robust Star Checker v2
+# Usage: ./check_star.sh <issue_number>
+
+ISSUE_NUM=$1
+if [ -z "$ISSUE_NUM" ]; then exit 2; fi
+
+# 1. Get Repo and Author info
+REPO_FULL=$(gh repo view --json owner,name -q ".owner.login + \"/\" + .name")
+USER_LOGIN=$(gh issue view "$ISSUE_NUM" --json author -q ".author.login")
+
+# 2. Use GraphQL for high precision (Detects stars even when REST 404s)
+IS_STARRED=$(gh api graphql -f query='
+query($owner:String!, $repo:String!, $user:String!) {
+  repository(owner:$owner, name:$repo) {
+    stargazers(query:$user, first:1) {
+      nodes {
+        login
+      }
+    }
+  }
+}' -f owner="${REPO_FULL%/*}" -f repo="${REPO_FULL#*/}" -f user="$USER_LOGIN" -q ".data.repository.stargazers.nodes[0].login")
+
+if [ "$IS_STARRED" == "$USER_LOGIN" ]; then
+    echo "Confirmed: @$USER_LOGIN HAS starred $REPO_FULL. ⭐"
+    exit 0
+else
+    echo "Confirmed: @$USER_LOGIN has NOT starred $REPO_FULL."
+    exit 1
+fi

.agent/skills/gh-issue-scheduler/SKILL.md

@@ -0,0 +1,42 @@
+---
+name: gh-issue-scheduler
+description: Finds all open GitHub issues that haven't been replied to by the owner, summarizes them, and generates a solution plan. Use when the user wants to audit pending tasks or plan maintenance work.
+---
+
+# Gh Issue Scheduler
+
+## Overview
+
+The `gh-issue-scheduler` skill helps maintainers track community feedback by identifying unaddressed issues and drafting actionable technical plans to resolve them.
+
+## Workflow
+
+1.  **Identify Unanswered Issues**: Run the bundled script to fetch issues without owner replies.
+    *   Command: `bash scripts/find_unanswered.sh`
+2.  **Analyze and Summarize**: For each identified issue, summarize the core problem and the user's intent.
+3.  **Generate Solution Plans**: Draft a technical "Action Plan" for each issue, including:
+    *   **Root Cause Analysis** (if possible)
+    *   **Proposed Fix/Implementation**
+    *   **Verification Strategy**
+4.  **Present to User**: Display a structured report of all pending issues and their respective plans.
+
+## Tool Integration
+
+### Find Unanswered Issues
+```bash
+bash scripts/find_unanswered.sh
+```
+
+## Report Format
+
+When presenting the summary, use the following Markdown structure:
+
+### 📋 Unanswered Issues Audit
+
+#### Issue #[Number]: [Title]
+- **Author**: @username
+- **Summary**: Concise description of the problem.
+- **Action Plan**:
+    1. Step 1 (e.g., Investigate file X)
+    2. Step 2 (e.g., Apply fix Y)
+    3. Verification (e.g., Run test Z)

.agent/skills/gh-issue-scheduler/scripts/find_unanswered.sh

@@ -0,0 +1,42 @@
+#!/usr/bin/env bash
+
+# Fetch all open issues and filter for those without responses from the owner/collaborators.
+# Uses 'gh' CLI.
+
+REPO_FULL=$(gh repo view --json owner,name -q ".owner.login + "/" + .name")
+OWNER=${REPO_FULL%/*}
+
+# 1. Get all open issues
+OPEN_ISSUES=$(gh issue list --state open --json number,title,author,createdAt --limit 100)
+
+echo "Analysis for repository: $REPO_FULL"
+echo "------------------------------------"
+
+# Process each issue
+echo "$OPEN_ISSUES" | jq -c '.[]' | while read -r issue; do
+    NUMBER=$(echo "$issue" | jq -r '.number')
+    TITLE=$(echo "$issue" | jq -r '.title')
+    AUTHOR=$(echo "$issue" | jq -r '.author.login')
+    
+    # Check comments for owner responses
+    # We look for comments where the author is the repo owner
+    COMMENTS=$(gh issue view "$NUMBER" --json comments -q ".comments[].author.login" 2>/dev/null)
+    
+    HAS_OWNER_REPLY=false
+    for COMMENT_AUTHOR in $COMMENTS; do
+        if [ "$COMMENT_AUTHOR" == "$OWNER" ]; then
+            HAS_OWNER_REPLY=true
+            break
+        fi
+    done
+    
+    if [ "$HAS_OWNER_REPLY" == "false" ]; then
+        echo "ISSUE_START"
+        echo "ID: $NUMBER"
+        echo "Title: $TITLE"
+        echo "Author: $AUTHOR"
+        echo "Description:"
+        gh issue view "$NUMBER" --json body -q ".body"
+        echo "ISSUE_END"
+    fi
+done

.agent/skills/i18n-validator/SKILL.md

@@ -0,0 +1,14 @@
+---
+name: i18n-validator
+description: Validates multi-language consistency in the TRANSLATIONS dictionary of a plugin. Use to check if any language keys are missing or if translations need updating.
+---
+
+# I18n Validator
+
+## Overview
+Ensures all 12 supported languages (en-US, zh-CN, etc.) have aligned translation keys.
+
+## Features
+- Detects missing keys in non-English dictionaries.
+- Suggests translations using the core AI engine.
+- Validates the `fallback_map` for variant redirects.

.agent/skills/i18n-validator/scripts/validate_i18n.py

@@ -0,0 +1,54 @@
+#!/usr/bin/env python3
+import sys
+import ast
+import os
+
+def check_i18n(file_path):
+    if not os.path.exists(file_path):
+        print(f"Error: File not found {file_path}")
+        return
+    
+    with open(file_path, 'r', encoding='utf-8') as f:
+        tree = ast.parse(f.read())
+    
+    translations = {}
+    for node in tree.body:
+        if isinstance(node, ast.Assign):
+            for target in node.targets:
+                if isinstance(target, ast.Name) and target.id == "TRANSLATIONS":
+                    translations = ast.literal_eval(node.value)
+                    break
+    
+    if not translations:
+        print("⚠️ No TRANSLATIONS dictionary found.")
+        return
+
+    # Base keys from English
+    base_lang = "en-US"
+    if base_lang not in translations:
+        print(f"❌ Error: {base_lang} missing in TRANSLATIONS.")
+        return
+    
+    base_keys = set(translations[base_lang].keys())
+    print(f"🔍 Analyzing {file_path}...")
+    print(f"Standard keys ({len(base_keys)}): {', '.join(sorted(base_keys))}
+")
+
+    for lang, keys in translations.items():
+        if lang == base_lang: continue
+        lang_keys = set(keys.keys())
+        missing = base_keys - lang_keys
+        extra = lang_keys - base_keys
+        
+        if missing:
+            print(f"❌ {lang}: Missing {len(missing)} keys: {', '.join(missing)}")
+        if extra:
+            print(f"⚠️ {lang}: Has {len(extra)} extra keys: {', '.join(extra)}")
+        if not missing and not extra:
+            print(f"✅ {lang}: Aligned.")
+
+if __name__ == "__main__":
+    if len(sys.argv) < 2:
+        print("Usage: validate_i18n.py <path_to_plugin.py>")
+        sys.exit(1)
+    check_i18n(sys.argv[1])

.agent/skills/plugin-scaffolder/SKILL.md

@@ -0,0 +1,19 @@
+---
+name: plugin-scaffolder
+description: Generates a standardized single-file i18n Python plugin template based on project standards. Use when starting a new plugin development to skip boilerplate writing.
+---
+
+# Plugin Scaffolder
+
+## Overview
+Generates compliant OpenWebUI plugin templates with built-in i18n, common utility methods, and required docstring fields.
+
+## Usage
+1. Provide the **Plugin Name** and **Type** (action/filter/pipe).
+2. The skill will generate the `.py` file and the bilingual `README` files.
+
+## Template Standard
+- `Valves(BaseModel)` with `UPPER_SNAKE_CASE`
+- `_get_user_context` with JS fallback and timeout
+- `_emit_status` and `_emit_debug_log` methods
+- Standardized docstring metadata

.agent/skills/plugin-scaffolder/assets/README_template.md

@@ -0,0 +1,34 @@
+# {{TITLE}}
+
+**Author:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **Version:** 0.1.0 | **Project:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **License:** MIT
+
+{{DESCRIPTION}}
+
+## 🔥 What's New in v0.1.0
+
+* Initial release of {{TITLE}}.
+
+## 🌐 Multilingual Support
+
+Supports automatic interface and status switching for the following languages:
+`English`, `简体中文`, `繁體中文 (香港)`, `繁體中文 (台灣)`, `한국어`, `日本語`, `Français`, `Deutsch`, `Español`, `Italiano`, `Tiếng Việt`, `Bahasa Indonesia`.
+
+## ✨ Core Features
+
+* Feature 1
+* Feature 2
+
+## How to Use 🛠️
+
+1. Install the plugin in Open WebUI.
+2. Configure settings in Valves.
+
+## Configuration (Valves) ⚙️
+
+| Parameter | Default | Description |
+| :--- | :--- | :--- |
+| `priority` | `50` | Execution priority. |
+
+## ⭐ Support
+
+If this plugin has been useful, a star on [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) is a big motivation for me. Thank you for the support.

.agent/skills/plugin-scaffolder/assets/template.py

@@ -0,0 +1,80 @@
+"""
+title: {{TITLE}}
+author: Fu-Jie
+author_url: https://github.com/Fu-Jie/openwebui-extensions
+funding_url: https://github.com/open-webui
+version: 0.1.0
+description: {{DESCRIPTION}}
+"""
+
+import asyncio
+import logging
+import json
+from typing import Optional, Dict, Any, List, Callable, Awaitable
+from pydantic import BaseModel, Field
+from fastapi import Request
+
+# Configure logging
+logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s")
+logger = logging.getLogger(__name__)
+
+TRANSLATIONS = {
+    "en-US": {"status_starting": "Starting {{TITLE}}..."},
+    "zh-CN": {"status_starting": "正在启动 {{TITLE}}..."},
+    "zh-HK": {"status_starting": "正在啟動 {{TITLE}}..."},
+    "zh-TW": {"status_starting": "正在啟動 {{TITLE}}..."},
+    "ko-KR": {"status_starting": "{{TITLE}} 시작 중..."},
+    "ja-JP": {"status_starting": "{{TITLE}} を起動中..."},
+    "fr-FR": {"status_starting": "Démarrage de {{TITLE}}..."},
+    "de-DE": {"status_starting": "{{TITLE}} wird gestartet..."},
+    "es-ES": {"status_starting": "Iniciando {{TITLE}}..."},
+    "it-IT": {"status_starting": "Avvio di {{TITLE}}..."},
+    "vi-VN": {"status_starting": "Đang khởi động {{TITLE}}..."},
+    "id-ID": {"status_starting": "Memulai {{TITLE}}..."},
+}
+
+class {{CLASS_NAME}}:
+    class Valves(BaseModel):
+        priority: int = Field(default=50, description="Priority level (lower = earlier).")
+        show_status: bool = Field(default=True, description="Show status updates in UI.")
+
+    def __init__(self):
+        self.valves = self.Valves()
+        self.fallback_map = {
+            "zh": "zh-CN", "en": "en-US", "ko": "ko-KR", "ja": "ja-JP",
+            "fr": "fr-FR", "de": "de-DE", "es": "es-ES", "it": "it-IT",
+            "vi": "vi-VN", "id": "id-ID"
+        }
+
+    def _get_translation(self, lang: str, key: str, **kwargs) -> str:
+        target_lang = lang
+        if target_lang not in TRANSLATIONS:
+            base = target_lang.split("-")[0]
+            target_lang = self.fallback_map.get(base, "en-US")
+        
+        lang_dict = TRANSLATIONS.get(target_lang, TRANSLATIONS["en-US"])
+        text = lang_dict.get(key, TRANSLATIONS["en-US"].get(key, key))
+        return text.format(**kwargs) if kwargs else text
+
+    async def _get_user_context(self, __user__: Optional[dict], __event_call__: Optional[Callable] = None, __request__: Optional[Request] = None) -> dict:
+        user_data = __user__ if isinstance(__user__, dict) else {}
+        user_language = user_data.get("language", "en-US")
+        if __event_call__:
+            try:
+                js = "try { return (document.documentElement.lang || localStorage.getItem('locale') || navigator.language || 'en-US'); } catch (e) { return 'en-US'; }"
+                frontend_lang = await asyncio.wait_for(__event_call__({"type": "execute", "data": {"code": js}}), timeout=2.0)
+                if frontend_lang: user_language = frontend_lang
+            except: pass
+        return {"user_language": user_language}
+
+    async def {{METHOD_NAME}}(self, body: dict, __user__: Optional[dict] = None, __event_emitter__=None, __event_call__=None, __request__: Optional[Request] = None) -> dict:
+        if self.valves.show_status and __event_emitter__:
+            user_ctx = await self._get_user_context(__user__, __event_call__, __request__)
+            msg = self._get_translation(user_ctx["user_language"], "status_starting")
+            await __event_emitter__({"type": "status", "data": {"description": msg, "done": False}})
+        
+        # Implement core logic here
+        
+        if self.valves.show_status and __event_emitter__:
+            await __event_emitter__({"type": "status", "data": {"description": "Done", "done": True}})
+        return body

.agent/skills/plugin-scaffolder/assets/template.py.j2

@@ -0,0 +1,80 @@
+"""
+title: {{TITLE}}
+author: Fu-Jie
+author_url: https://github.com/Fu-Jie/openwebui-extensions
+funding_url: https://github.com/open-webui
+version: 0.1.0
+description: {{DESCRIPTION}}
+"""
+
+import asyncio
+import logging
+import json
+from typing import Optional, Dict, Any, List, Callable, Awaitable
+from pydantic import BaseModel, Field
+from fastapi import Request
+
+# Configure logging
+logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s")
+logger = logging.getLogger(__name__)
+
+TRANSLATIONS = {
+    "en-US": {"status_starting": "Starting {{TITLE}}..."},
+    "zh-CN": {"status_starting": "正在启动 {{TITLE}}..."},
+    "zh-HK": {"status_starting": "正在啟動 {{TITLE}}..."},
+    "zh-TW": {"status_starting": "正在啟動 {{TITLE}}..."},
+    "ko-KR": {"status_starting": "{{TITLE}} 시작 중..."},
+    "ja-JP": {"status_starting": "{{TITLE}} を起動中..."},
+    "fr-FR": {"status_starting": "Démarrage de {{TITLE}}..."},
+    "de-DE": {"status_starting": "{{TITLE}} wird gestartet..."},
+    "es-ES": {"status_starting": "Iniciando {{TITLE}}..."},
+    "it-IT": {"status_starting": "Avvio di {{TITLE}}..."},
+    "vi-VN": {"status_starting": "Đang khởi động {{TITLE}}..."},
+    "id-ID": {"status_starting": "Memulai {{TITLE}}..."},
+}
+
+class {{CLASS_NAME}}:
+    class Valves(BaseModel):
+        priority: int = Field(default=50, description="Priority level (lower = earlier).")
+        show_status: bool = Field(default=True, description="Show status updates in UI.")
+
+    def __init__(self):
+        self.valves = self.Valves()
+        self.fallback_map = {
+            "zh": "zh-CN", "en": "en-US", "ko": "ko-KR", "ja": "ja-JP",
+            "fr": "fr-FR", "de": "de-DE", "es": "es-ES", "it": "it-IT",
+            "vi": "vi-VN", "id": "id-ID"
+        }
+
+    def _get_translation(self, lang: str, key: str, **kwargs) -> str:
+        target_lang = lang
+        if target_lang not in TRANSLATIONS:
+            base = target_lang.split("-")[0]
+            target_lang = self.fallback_map.get(base, "en-US")
+        
+        lang_dict = TRANSLATIONS.get(target_lang, TRANSLATIONS["en-US"])
+        text = lang_dict.get(key, TRANSLATIONS["en-US"].get(key, key))
+        return text.format(**kwargs) if kwargs else text
+
+    async def _get_user_context(self, __user__: Optional[dict], __event_call__: Optional[Callable] = None, __request__: Optional[Request] = None) -> dict:
+        user_data = __user__ if isinstance(__user__, dict) else {}
+        user_language = user_data.get("language", "en-US")
+        if __event_call__:
+            try:
+                js = "try { return (document.documentElement.lang || localStorage.getItem('locale') || navigator.language || 'en-US'); } catch (e) { return 'en-US'; }"
+                frontend_lang = await asyncio.wait_for(__event_call__({"type": "execute", "data": {"code": js}}), timeout=2.0)
+                if frontend_lang: user_language = frontend_lang
+            except: pass
+        return {"user_language": user_language}
+
+    async def {{METHOD_NAME}}(self, body: dict, __user__: Optional[dict] = None, __event_emitter__=None, __event_call__=None, __request__: Optional[Request] = None) -> dict:
+        if self.valves.show_status and __event_emitter__:
+            user_ctx = await self._get_user_context(__user__, __event_call__, __request__)
+            msg = self._get_translation(user_ctx["user_language"], "status_starting")
+            await __event_emitter__({"type": "status", "data": {"description": msg, "done": False}})
+        
+        # Implement core logic here
+        
+        if self.valves.show_status and __event_emitter__:
+            await __event_emitter__({"type": "status", "data": {"description": "Done", "done": True}})
+        return body

.agent/skills/plugin-scaffolder/scripts/scaffold.py

@@ -0,0 +1,66 @@
+#!/usr/bin/env python3
+import sys
+import os
+
+
+def scaffold(p_type, p_name, title, desc):
+    target_dir = f"plugins/{p_type}/{p_name}"
+    os.makedirs(target_dir, exist_ok=True)
+
+    class_name = (
+        "Action"
+        if p_type == "actions"
+        else (
+            "Filter"
+            if p_type == "filters"
+            else "Tools" if p_type == "tools" else "Pipe"
+        )
+    )
+    method_name = (
+        "action"
+        if p_type == "actions"
+        else (
+            "outlet"
+            if p_type == "filters"
+            else "execute" if p_type == "tools" else "pipe"
+        )
+    )
+
+    replacements = {
+        "{{TITLE}}": title,
+        "{{DESCRIPTION}}": desc,
+        "{{CLASS_NAME}}": class_name,
+        "{{METHOD_NAME}}": method_name,
+    }
+
+    # Files to generate
+    templates = [
+        ("assets/template.py.j2", f"{p_name}.py"),
+        ("assets/README_template.md", "README.md"),
+        ("assets/README_template.md", "README_CN.md"),
+    ]
+
+    # Path relative to skill root
+    skill_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+
+    for t_path, t_name in templates:
+        template_file = os.path.join(skill_root, t_path)
+        if not os.path.exists(template_file):
+            print(f"⚠️ Warning: Template not found {template_file}")
+            continue
+
+        with open(template_file, "r") as f:
+            content = f.read()
+        for k, v in replacements.items():
+            content = content.replace(k, v)
+
+        with open(os.path.join(target_dir, t_name), "w") as f:
+            f.write(content)
+        print(f"✅ Generated: {target_dir}/{t_name}")
+
+
+if __name__ == "__main__":
+    if len(sys.argv) < 5:
+        print("Usage: scaffold.py <type> <name> <title> <desc>")
+        sys.exit(1)
+    scaffold(sys.argv[1], sys.argv[2], sys.argv[3], sys.argv[4])

.agent/skills/pr-reviewer/SKILL.md

@@ -0,0 +1,180 @@
+---
+name: pr-reviewer
+description: Fetches PR review comments, analyzes requested changes, implements fixes, commits and pushes the resolution. Use after a reviewer has left comments on an open PR to close the feedback loop efficiently.
+---
+
+# PR Reviewer
+
+## Overview
+
+This skill automates the response cycle for code review. When a reviewer leaves comments on a Pull Request, this skill fetches all pending feedback, categorizes issues by severity, implements fixes, and submits a follow-up commit with appropriate review response comments.
+
+## Prerequisites
+
+- An open PR exists with pending review comments
+- The local branch matches the PR's head branch
+- `gh` CLI is authenticated
+
+---
+
+## Workflow
+
+### Step 1 — Fetch Review State
+
+Retrieve all review comments and overall review status:
+
+```bash
+# Get overall review decisions
+PAGER=cat GH_PAGER=cat gh pr view <PR-NUMBER> --json reviews,reviewDecision,headRefName \
+  --jq '{decision: .reviewDecision, reviews: [.reviews[] | {author: .author.login, state: .state, body: .body}]}'
+
+# Get inline code comments (specific line comments)
+PAGER=cat GH_PAGER=cat gh api repos/Fu-Jie/openwebui-extensions/pulls/<PR-NUMBER>/comments \
+  --jq '[.[] | {path: .path, line: .line, body: .body, author: .user.login, id: .id}]'
+
+# Get general issue comments
+PAGER=cat GH_PAGER=cat gh issue view <PR-NUMBER> --comments --json comments \
+  --jq '[.comments[] | {author: .author.login, body: .body}]'
+```
+
+Confirm the current local branch matches the PR head:
+```bash
+git branch --show-current
+```
+If mismatched, checkout the correct branch first.
+
+### Step 2 — Categorize Review Feedback
+
+Group feedback into categories:
+
+| Category | Examples | Action |
+|----------|---------|--------|
+| **Code Bug** | Logic error, incorrect variable, broken condition | Fix code immediately |
+| **Style / Formatting** | Indentation, naming convention, missing blank line | Fix code |
+| **Documentation** | Missing i18n key, wrong version in README, typo | Fix docs |
+| **Design Question** | Suggestion to restructure, alternative approach | Discuss with user before implementing |
+| **Nitpick / Optional** | Minor style preferences reviewer marked as optional | Fix if quick; document if skipped |
+| **Blocking** | Reviewer explicitly blocks merge | Must fix before proceeding |
+
+Present the full categorized list to the user and confirm the resolution plan.
+
+### Step 3 — Implement Fixes
+
+For each accepted fix:
+
+1. Read the affected file at the commented line for context:
+   ```bash
+   sed -n '<line-5>,<line+10>p' <file-path>
+   ```
+2. Apply the fix using appropriate file edit tools
+3. After editing, verify the specific area looks correct
+
+**For code changes that might affect behavior:**
+- Check if tests exist: `ls tests/test_*.py`
+- If tests exist, run them: `python -m pytest tests/ -v`
+
+**For documentation fixes:**
+- If modifying README.md, check if `docs/` mirror needs the same fix
+- Apply the same fix to both locations
+
+### Step 4 — Run Consistency Checks
+
+After all fixes are applied:
+
+```bash
+# Version consistency (if any version files were touched)
+python3 scripts/check_version_consistency.py
+
+# Quick syntax check for Python files
+python3 -m py_compile plugins/{type}/{name}/{name}.py && echo "✅ Syntax OK"
+```
+
+### Step 5 — Stage and Commit
+
+Create a new commit (do NOT amend if the branch has already been pushed, to avoid force-push):
+
+```bash
+git add -A
+git status
+```
+
+Draft a Conventional Commits message for the fixup:
+
+Format: `fix(scope): address review feedback`
+
+Body should list what was fixed, referencing reviewer concerns:
+```
+fix(github-copilot-sdk): address review feedback from @reviewer
+
+- Fix X per review comment on line Y of file Z
+- Update README to clarify auth requirement
+- Correct edge case in _parse_mcp_servers logic
+```
+
+```bash
+git commit -m "<fixup commit message>"
+```
+
+### Step 6 — Push the Fix Commit
+
+```bash
+git push origin $(git branch --show-current)
+```
+
+**Force-push policy:**
+- Use `git push` (non-force) by default
+- Only use `git push --force-with-lease` if:
+  1. The user explicitly requests it, AND
+  2. The only change is an amended commit squash (cosmetic, no logic change)
+  3. Never use `--force` (without `--lease`)
+
+### Step 7 — Respond to Reviewers
+
+For each addressed review comment, post a reply:
+
+```bash
+# Reply to inline comment
+gh api repos/Fu-Jie/openwebui-extensions/pulls/<PR-NUMBER>/comments/<COMMENT-ID>/replies \
+  -X POST -f body="Fixed in commit <SHORT-SHA>. <Brief explanation of what was changed.>"
+
+# General comment to summarize all fixes
+gh issue comment <PR-NUMBER> --body "All review feedback addressed in commit <SHORT-SHA>:
+- Fixed: <item 1>
+- Fixed: <item 2>
+Ready for re-review. 🙏"
+```
+
+### Step 8 — Re-Request Review (Optional)
+
+If the reviewer had submitted a `CHANGES_REQUESTED` review, request a new review after fixes:
+
+```bash
+PAGER=cat GH_PAGER=cat gh api repos/Fu-Jie/openwebui-extensions/pulls/<PR-NUMBER>/requested_reviewers \
+  -X POST -f reviewers[]='<reviewer-login>'
+```
+
+---
+
+## Decision Guide
+
+### When NOT to implement a suggestion immediately
+
+- **Design questions**: "Should this be a separate class?" — Present to user for decision
+- **Optional nitpicks**: Reviewer marked as `nit:` — Ask user if they want to include it
+- **Large refactors**: If fix would require changing >50 lines, propose a separate follow-up issue instead
+
+### When to ask the user before proceeding
+
+- Any fix involving behavioral changes to plugin logic
+- Renaming Valve keys (breaking change — requires migration notes)
+- Changes that affect the bilingual release notes already committed
+
+---
+
+## Anti-Patterns to Avoid
+
+- ❌ Do NOT `git commit --amend` on a pushed commit without user approval for force-push
+- ❌ Do NOT silently skip a reviewer's comment; always acknowledge it (implement or explain why not)
+- ❌ Do NOT use `--force` (only `--force-with-lease` when absolutely necessary)
+- ❌ Do NOT make unrelated changes in the fixup commit; keep scope focused on review feedback
+- ❌ Do NOT respond to reviewer comments in Chinese if the PR language context is English

.agent/skills/pr-submitter/SKILL.md

@@ -0,0 +1,194 @@
+---
+name: pr-submitter
+description: Submits a feature branch as a Pull Request with a validated, properly formatted bilingual PR body. Handles shell-escape-safe body writing via temp files. Use after release-prep has committed all changes.
+---
+
+# PR Submitter
+
+## Overview
+
+This skill handles the final step of pushing a feature branch and creating a validated Pull Request on GitHub. Its primary purpose is to avoid the shell-escaping pitfalls (backticks, special characters in `gh pr create --body`) by always writing the PR body to a **temp file** first.
+
+## Prerequisites
+
+- All changes are committed (use `release-prep` skill first)
+- The `gh` CLI is authenticated (`gh auth status`)
+- Current branch is NOT `main` or `master`
+
+---
+
+## Workflow
+
+### Step 0 — Initialize Temp Directory (Project-Based)
+
+For all temporary files, use the project's `.temp/` directory instead of system `/tmp`:
+
+```bash
+# Create temp directory if it doesn't exist
+mkdir -p .temp
+```
+
+**Why**: All temporary files stay within the project workspace, avoiding system `/tmp` pollution and better aligning with OpenWebUI workspace isolation principles.
+
+### Step 1 — Pre-Flight Checks
+
+Run these checks before any push:
+
+```bash
+# 1. Confirm not on protected branch
+git branch --show-current
+
+# 2. Verify there are commits to push
+git log origin/$(git branch --show-current)..HEAD --oneline 2>/dev/null || echo "No remote tracking branch yet"
+
+# 3. Check gh CLI auth
+gh auth status
+```
+
+If any check fails, stop and report clearly.
+
+### Step 2 — Collect PR Metadata
+
+Gather:
+- **PR Title**: Must follow Conventional Commits format, English only (e.g., `feat(github-copilot-sdk): release v0.8.0 with conditional tool filtering`)
+- **Target base branch**: Default is `main`
+- **Plugin name + version** (to build body sections)
+- **Key changes** (reuse from release-prep or the latest What's New section)
+
+### Step 3 — Build PR Body File (Shell-Escape-Safe)
+
+**Always write the body to a temp file in `.temp/` directory.** Never embed multi-line markdown with special characters directly in a shell command.
+
+```bash
+cat > .temp/pr_body.md << 'HEREDOC'
+## Summary
+
+Brief one-sentence description of what this PR accomplishes.
+
+## Changes
+
+### New Features
+- Feature 1 description
+- Feature 2 description
+
+### Bug Fixes
+- Fix 1 description
+
+## Plugin Version
+- `PluginName` bumped to `vX.X.X`
+
+## Documentation
+- README.md / README_CN.md updated
+- docs/ mirrors synced
+
+## Testing
+- [ ] Tested locally in OpenWebUI
+- [ ] i18n validated (all language keys present)
+- [ ] Version consistency check passed (`python3 scripts/check_version_consistency.py`)
+
+---
+
+## 变更摘要（中文）
+
+简要描述本次 PR 的改动内容。
+
+### 新功能
+- 功能1描述
+- 功能2描述
+
+### 问题修复
+- 修复1描述
+HEREDOC
+```
+
+**Critical rules for the body file:**
+- Use `<< 'HEREDOC'` (quoted heredoc) to prevent variable expansion
+- Keep all backticks literal — they are safe inside a heredoc
+- Paths like `/api/v1/files/` are safe too since heredoc doesn't interpret them as commands
+
+### Step 4 — Validate PR Body
+
+Before submitting, verify the body file contains expected sections:
+
+```bash
+# Check key sections exist
+grep -q "## Summary" .temp/pr_body.md && echo "✅ Summary" || echo "❌ Summary missing"
+grep -q "## Changes" .temp/pr_body.md && echo "✅ Changes" || echo "❌ Changes missing"
+grep -q "## 变更摘要" .temp/pr_body.md && echo "✅ CN Section" || echo "❌ CN Section missing"
+
+# Preview the body
+cat .temp/pr_body.md
+```
+
+Ask the user to confirm the body content before proceeding.
+
+### Step 5 — Push Branch
+
+```bash
+git push -u origin $(git branch --show-current)
+```
+
+If push is rejected (non-fast-forward), report to user and ask whether to force-push. **Do NOT force-push without explicit confirmation.**
+
+### Step 6 — Create Pull Request
+
+```bash
+gh pr create \
+  --base main \
+  --head $(git branch --show-current) \
+  --title "<PR title from Step 2>" \
+  --body-file .temp/pr_body.md
+```
+
+Always use `--body-file`, never `--body` with inline markdown.
+
+### Step 7 — Verify PR Creation
+
+```bash
+PAGER=cat GH_PAGER=cat gh pr view --json number,url,title,body --jq '{number: .number, url: .url, title: .title, body_preview: .body[:200]}'
+```
+
+Confirm:
+- PR number and URL
+- Title matches intended Conventional Commits format
+- Body preview includes key sections (not truncated/corrupted)
+
+If the body appears corrupted (empty sections, missing backtick content), use edit:
+
+```bash
+gh pr edit <PR-NUMBER> --body-file /tmp/pr_body.md
+```
+
+### Step 8 — Cleanup
+
+```bash
+rm -f .temp/pr_body.md
+```
+
+**Note**: The `.temp/` directory itself is preserved for reuse; only the individual PR body file is deleted. To fully clean up: `rm -rf .temp/`
+
+Report final PR URL to the user.
+
+---
+
+## Shell-Escape Safety Rules
+
+| Risk | Safe Approach |
+|------|--------------|
+| Backticks in `--body` | Write to file, use `--body-file` |
+| Paths like `/api/...` | Safe in heredoc; risky in inline `--body` |
+| Newlines in `--body` | File-based only |
+| `$variable` expansion | Use `<< 'HEREDOC'` (quoted) |
+| Double quotes in body | Safe in heredoc file |
+| Temp file storage | Use `.temp/` dir, not `/tmp` |
+| Cleanup after use | Always delete temp file (keep dir) |
+
+---
+
+## Anti-Patterns to Avoid
+
+- ❌ Never use `--body "..."` with multi-line content directly in shell command
+- ❌ Never interpolate variables directly into heredoc without quoting the delimiter
+- ❌ Never force-push (`--force`) without explicit user confirmation
+- ❌ Never target `main` as the source branch (only as base)
+- ❌ Never skip the body validation step — a PR with empty body is worse than a delayed PR

.agent/skills/release-finalizer/SKILL.md

@@ -0,0 +1,208 @@
+---
+name: release-finalizer
+description: Merges a release PR, associates it with resolved issues, replies to issue reporters, and closes issues. Use after PR review is complete and ready for merge. Closes the release cycle.
+---
+
+# Release Finalizer
+
+## Overview
+
+This skill completes the final step of the release cycle: merging the release PR to `main`, replying to all related issues with solutions, and automatically closing them using GitHub's issue linking mechanism.
+
+## Prerequisites
+
+- The PR is in `OPEN` state and ready to merge
+- All status checks have passed (CI green)
+- All review feedback has been addressed
+- The PR relates to one or more GitHub issues (either in PR description or through commits)
+
+---
+
+## Workflow
+
+### Step 1 — Pre-Merge Verification
+
+Verify that the PR is ready:
+
+```bash
+PAGER=cat GH_PAGER=cat gh pr view <PR-NUMBER> --json state,statusCheckRollup,reviewDecision
+```
+
+Checklist:
+- ✅ `state` is `OPEN`
+- ✅ `statusCheckRollup` all have `conclusion: SUCCESS`
+- ✅ `reviewDecision` is `APPROVED` or empty (no blocking reviews)
+
+If any check fails, **do NOT merge**. Report the issue to the user.
+
+### Step 2 — Identify Related Issues
+
+Issues can be linked to a PR in multiple ways. Check the PR description and commit messages for keywords:
+
+```bash
+PAGER=cat GH_PAGER=cat gh pr view <PR-NUMBER> --json body,commits
+```
+
+Look for patterns like:
+- `Closes #XX`, `Fixes #XX`, `Resolves #XX` (in description or commit bodies)
+- `#XX` mentioned as "related to" or "addresses"
+
+**Manual input**: If issue links are not in the PR, ask the user which issue(s) this PR resolves.
+
+Extract all issue numbers into a list: `[#48, #52, ...]`
+
+### Step 3 — Select Merge Strategy
+
+Offer the user three options:
+
+| Strategy | Git Behavior | Use Case |
+|----------|-------------|----------|
+| **Squash** | All commits squashed into one commit on main | Clean history, recommended for release PRs |
+| **Rebase** | Linear history, no merge commit | Preserve commit granularity |
+| **Merge** | Merge commit created | Preserve full PR context |
+
+**Recommendation for release PRs**: Use `--squash` to create a single clean commit.
+
+If user doesn't specify, default to `--squash`.
+
+### Step 4 — Prepare Merge Commit Message
+
+If using `--squash`, craft a single comprehensive commit message:
+
+**Format** (Conventional Commits + Github linking):
+```
+type(scope): description
+
+- Bullet point 1
+- Bullet point 2
+
+Closes #48
+Closes #52
+```
+
+The `Closes #XX` keyword tells GitHub to automatically close those issues when the commit lands on `main`.
+
+Example:
+```
+feat(pipes,filters): release Copilot SDK Pipe v0.8.0 and Files Filter v0.1.3
+
+- Implement P1~P4 conditional tool filtering system
+- Fix file publishing reliability across all storage backends
+- Add strict file URL validation
+- Update bilingual documentation
+
+Closes #48
+```
+
+### Step 5 — Execute Merge
+
+```bash
+gh pr merge <PR-NUMBER> \
+  --squash \
+  --delete-branch \
+  -m "type(scope): description" \
+  -b "- Bullet 1\n- Bullet 2\n\nCloses #48"
+```
+
+**Key flags:**
+- `--squash`: Squash commits (recommended for releases)
+- `--delete-branch`: Delete the feature branch after merge
+- `-m`: Commit subject
+- `-b`: Commit body (supports `\n` for newlines)
+
+Confirm the merge is successful; GitHub will automatically close related issues with `Closes #XX` keyword.
+
+### Step 6 — Verify Auto-Close
+
+GitHub automatically closes issues when a commit with `Closes #XX` lands on the default branch (`main`).
+
+To verify:
+```bash
+PAGER=cat GH_PAGER=cat gh issue view <ISSUE-NUMBER> --json state
+```
+
+Should show `state: CLOSED`.
+
+### Step 7 — Post Closing Message (Optional but Recommended)
+
+For better UX, manually post a summary comment to **each issue** before it auto-closes (since auto-close happens silently):
+
+```bash
+gh issue comment <ISSUE-NUMBER> --body "
+This has been fixed in PR #<PR-NUMBER>, which is now merged to main.
+
+**Solution Summary:**
+- <Key fix 1>
+- <Key fix 2>
+
+The fix will be available in the next plugin release. Thank you for reporting! ⭐
+"
+```
+
+### Step 8 — (Optional) Regenerate Release Notes
+
+If the merge revealed any final tweaks to release notes:
+
+```bash
+# Re-export release notes from merged commit
+git log --oneline -1 <merged-commit-sha>
+```
+
+If needed, create a follow-up PR with doc polish (do NOT force-push the merged commit).
+
+---
+
+## Merge Strategy Decision Tree
+
+```
+Is this a patch/hotfix release?
+├─ YES → Use --squash
+└─ NO → Multi-feature release?
+     ├─ YES → Use --squash (cleaner history)
+     └─ NO → Preserve detail? 
+          ├─ YES → Use --rebase
+          └─ NO → Use --merge (preserve PR context)
+```
+
+---
+
+## Issue Auto-Close Keywords
+
+These keywords in commit/PR messages will auto-close issues when merged to `main`:
+
+- `Closes #XX`
+- `Fixes #XX`
+- `Resolves #XX`
+- `close #XX` (case-insensitive)
+- `fix #XX`
+- `resolve #XX`
+
+**Important**: The keyword must be on the **final commit that lands on** `main`. For squash merges, it must be in the squash commit message body.
+
+---
+
+## Anti-Patterns to Avoid
+
+- ❌ Do NOT merge if any status checks are PENDING or FAILED
+- ❌ Do NOT merge if there are blocking reviews (reviewDecision: `CHANGES_REQUESTED`)
+- ❌ Do NOT merge without verifying the Conventional Commits format in the merge message
+- ❌ Do NOT merge without including `Closes #XX` keywords for all related issues
+- ❌ Do NOT assume issues will auto-close silently — post a courtesy comment first
+- ❌ Do NOT delete the branch if it might be needed for cherry-pick or hotfixes later
+
+---
+
+## Troubleshooting
+
+### Issue did not auto-close after merge
+- Verify the `Closes #XX` keyword is in the **final commit message** (use `git log` to check)
+- Ensure the commit is on the `main` branch
+- GitHub sometimes takes a few seconds to process; refresh the issue page
+
+### Multiple issues to close
+- List all in separate `Closes #XX` lines in the commit body
+- Each one will be independently auto-closed
+
+### Want to close issue without merge?
+- Use `gh issue close <ISSUE-NUMBER>` manually
+- Only recommended if the PR was manually reverted or deemed invalid

.agent/skills/release-prep/SKILL.md

@@ -0,0 +1,157 @@
+---
+name: release-prep
+description: Orchestrates the full release preparation flow for a plugin — version sync across 7+ files, bilingual release notes creation, and commit message drafting. Use before submitting a PR. Does NOT push or create a PR; that is handled by pr-submitter.
+---
+
+# Release Prep
+
+## Overview
+
+This skill drives the complete pre-PR release pipeline. It enforces the repository rule that every release must synchronize the version number and changelog across **at least 7 locations** before a commit is created.
+
+## Scope
+
+This skill covers:
+1. Version sync (delegates detail to `version-bumper` if needed)
+2. Bilingual release notes file creation
+3. 7-location consistency verification
+4. Conventional Commits message drafting
+5. `git add -A && git commit` execution
+
+It **stops before** `git push` or `gh pr create`. Use the `pr-submitter` skill for those steps.
+
+### Temporary File Convention
+
+Any temporary files created during release prep (e.g., draft changelogs) must:
+- Be written to the project's `.temp/` directory, **NOT** system `/tmp`
+- Be cleaned up before commit using `rm -f .temp/file_name`
+- Never be committed to git (add `.temp/` to `.gitignore`)
+
+---
+
+## Workflow
+
+### Step 1 — Collect Release Info
+
+Ask the user (or infer from current state) the following:
+- **Plugin name** and **type** (actions / filters / pipes / tools)
+- **New version number** (e.g., `0.8.0`)
+- **Key changes** in English and Chinese (1-5 bullet points each)
+
+If a `What's New` section already exists in README.md, extract it as the source of truth.
+
+### Step 2 — Sync Version Across 7 Locations
+
+Verify AND update the version string in all of the following. Mark each as ✅ or ❌:
+
+| # | File | Location |
+|---|------|----------|
+| 1 | `plugins/{type}/{name}/{name}.py` | `version:` in docstring |
+| 2 | `plugins/{type}/{name}/README.md` | `**Version:** x.x.x` metadata line |
+| 3 | `plugins/{type}/{name}/README_CN.md` | `**Version:** x.x.x` metadata line |
+| 4 | `docs/plugins/{type}/{name}.md` | `**Version:** x.x.x` metadata line |
+| 5 | `docs/plugins/{type}/{name}.zh.md` | `**Version:** x.x.x` metadata line |
+| 6 | `docs/plugins/{type}/index.md` | version badge for this plugin |
+| 7 | `docs/plugins/{type}/index.zh.md` | version badge for this plugin |
+
+Additionally update the root-level **updated date badge** in:
+- `README.md` — `![updated](https://img.shields.io/badge/YYYY--MM--DD-gray?style=flat)`
+- `README_CN.md` — same badge format
+
+Use today's date (`YYYY-MM-DD`) for the badge.
+
+### Step 3 — Update What's New (All 4 Doc Files)
+
+The `What's New` / `最新更新` section must contain **only the most recent release's changes**. Previous entries should be removed from this section (they live in CHANGELOG or release notes files).
+
+Update these 4 files' `What's New` / `最新更新` block consistently:
+- `plugins/{type}/{name}/README.md`
+- `plugins/{type}/{name}/README_CN.md`
+- `docs/plugins/{type}/{name}.md`
+- `docs/plugins/{type}/{name}.zh.md`
+
+### Step 4 — Create Bilingual Release Notes Files
+
+Create two versioned release notes files:
+
+**Path**: `plugins/{type}/{name}/v{version}.md`
+**Path**: `plugins/{type}/{name}/v{version}_CN.md`
+
+#### Required Sections
+
+Each file must include:
+1. **Title**: `# v{version} Release Notes` (EN) / `# v{version} 版本发布说明` (CN)
+2. **Overview**: One paragraph summarizing this release
+3. **New Features** / **新功能**: Bulleted list of features
+4. **Bug Fixes** / **问题修复**: Bulleted list of fixes
+5. **Migration Notes** / **迁移说明**: Breaking changes or Valve key renames (omit section if none)
+6. **Companion Plugins** / **配套插件** (optional): If a companion plugin was updated
+
+If a release notes file already exists for this version, update it rather than creating a new one.
+
+#### Full Coverage Rule (Mandatory)
+
+Release notes must cover **all updates in the current release scope** and not only headline features.
+
+Minimum required coverage in both EN/CN files:
+- New features and capability enhancements
+- Bug fixes and reliability fixes
+- Documentation/README/doc-mirror updates that affect user understanding or usage
+- Terminology/i18n/wording fixes that change visible behavior or messaging
+
+Before commit, cross-check release notes against `git diff` and ensure no meaningful update is omitted.
+
+### Step 5 — Verify Consistency (Pre-Commit Check)
+
+Run the consistency check script:
+
+```bash
+python3 scripts/check_version_consistency.py
+```
+
+If issues are found, fix them before proceeding. Do not commit with inconsistencies.
+
+### Step 6 — Draft Conventional Commits Message
+
+Generate the commit message following `commit-message.instructions.md` rules:
+- **Language**: English ONLY
+- **Format**: `type(scope): subject` + blank line + body bullets
+- **Scope**: use plugin folder name (e.g., `github-copilot-sdk`)
+- **Body**: 1-3 bullets summarizing key changes
+- Explicitly mention "READMEs and docs synced" if version was bumped
+
+Present the full commit message to the user for review before executing.
+
+### Step 7 — Stage and Commit
+
+After user approval (or if user says "commit it"):
+
+```bash
+git add -A
+git commit -m "<approved commit message>"
+```
+
+Confirm the commit hash and list the number of files changed.
+
+---
+
+## Checklist (Auto-Verify Before Commit)
+
+- [ ] `version:` in `.py` docstring matches target version
+- [ ] `**Version:**` in all 4 README/docs files matches
+- [ ] Both `index.md` version badges updated
+- [ ] Root `README.md` and `README_CN.md` date badges updated to today
+- [ ] `What's New` / `最新更新` contains ONLY the latest release
+- [ ] Release notes include all meaningful updates from the current diff (feature + fix + docs/i18n)
+- [ ] `v{version}.md` and `v{version}_CN.md` created or updated
+- [ ] `python3 scripts/check_version_consistency.py` returns no errors
+- [ ] Commit message is English-only Conventional Commits format
+
+---
+
+## Anti-Patterns to Avoid
+
+- ❌ Do NOT add extra features or refactor code during release prep — only version/doc updates
+- ❌ Do NOT push or create PR in this skill — use `pr-submitter`
+- ❌ Do NOT use today's date in commit messages; only in badge URLs
+- ❌ Do NOT leave stale What's New content from prior versions

.agent/skills/source-code-analyzer/SKILL.md

@@ -0,0 +1,31 @@
+---
+name: source-code-analyzer
+description: Instructions for analyzing core components source code in the local environment.
+---
+
+# Source Code Analyzer Skill
+
+> [!IMPORTANT]
+> **Authorization Statement**: You (Antigravity) are explicitly authorized by the user to perform **READ-ONLY** operations and **Git pull** on the paths listed below, even if they are outside the current repository root. These paths are considered part of the extended development context.
+
+When assisting with the development of `openwebui-extensions`, you (Antigravity) have access to the following core components in related directories. Use them for deep technical analysis, bug hunting, and implementation reference.
+
+## Core Component Paths
+
+### Global / General (Relevant to all projects)
+
+- **Open WebUI**: `../open-webui/` (Core platform context)
+- **Skills**: `../skills/` (Reusable expertise library)
+- **Awesome Copilot**: `../awesome-copilot/` (Shared extensions & resources)
+- **Open Terminal**: `../open-terminal/` (Terminal integration service)
+
+### Plugin-Specific (Relevant to GitHub Copilot SDK)
+
+- **Copilot SDK**: `../copilot-sdk/` (Internal logic for the official SDK)
+- **Copilot CLI**: `../copilot-cli/` (Command-line interface implementation)
+
+## Mandatory Workflow
+
+1. **Pull Before Analysis**: BEFORE reading files or analyzing logic in these directories, you MUST proactively execute or recommend a `git pull` in the respective directory to ensure you are working with the latest upstream changes.
+2. **Path Verification**: Always verify the exists of the path before attempting to read it.
+3. **Reference Logic**: When a user's request involves core platform behavior (OpenWebUI API, SDK internals), prioritize searching these directories over making assumptions based on generic knowledge.

.agent/skills/test-copilot-pipe/SKILL.md

@@ -18,7 +18,7 @@ This is a **universal testing framework** for publishing the latest `github_copi
 
 | Attribute | Fixed Value |
 |------|--------|
-| **Deployment Script** | `/Users/fujie/app/python/oui/openwebui-extensions/scripts/update_pipe.py` |
+| **Deployment Script** | `/Users/fujie/app/python/oui/openwebui-extensions/scripts/deploy_pipe.py` |
 | **Python Path** | `/opt/homebrew/Caskroom/miniconda/base/envs/ai/bin/python3` |
 | **Test URL** | `http://localhost:3003/?model=github_copilot_official_sdk_pipe.github_copilot_sdk-gpt-4.1` |
 
@@ -36,11 +36,11 @@ Example: *Modified tool calling logic -> Test prompt should trigger a specific t
 Use the `run_command` tool to execute the fixed update task:
 
 ```bash
-/opt/homebrew/Caskroom/miniconda/base/envs/ai/bin/python3 /Users/fujie/app/python/oui/openwebui-extensions/scripts/update_pipe.py
+/opt/homebrew/Caskroom/miniconda/base/envs/ai/bin/python3 /Users/fujie/app/python/oui/openwebui-extensions/scripts/deploy_pipe.py
 ```
 
-> **Mechanism**: `update_pipe.py` automatically loads the API Key from `scripts/.env` in the same directory.
-> **Verification**: Look for `✅ Successfully updated... version X.X.X`. If a 401 error occurs, remind the user to generate a new API Key in OpenWebUI and update `.env`.
+> **Mechanism**: `deploy_pipe.py` automatically loads the API Key from `scripts/.env` in the same directory.
+> **Verification**: Look for `✅ Successfully updated... version X.X.X` or `✅ Successfully created...`. If a 401 error occurs, remind the user to generate a new API Key in OpenWebUI and update `.env`.
 
 ### Step 3: Verify via Browser Subagent (Verify)
 

.agent/skills/version-bumper/SKILL.md

@@ -0,0 +1,26 @@
+---
+name: version-bumper
+description: Automates version upgrades and changelog synchronization across 7+ files (Code, READMEs, Docs). Use when a plugin is ready for release to ensure version consistency.
+---
+
+# Version Bumper
+
+## Overview
+This skill ensures that every version upgrade is synchronized across the entire repository, following the strict "Documentation Sync" rule in GEMINI.md.
+
+## Workflow
+1. **Prepare Info**: Gather the new version number and brief changelogs in both English and Chinese.
+2. **Auto-Patch**: The skill will help you identify and update:
+   - `plugins/.../name.py` (docstring version)
+   - `plugins/.../README.md` (metadata & What's New)
+   - `plugins/.../README_CN.md` (metadata & 最新更新)
+   - `docs/plugins/...md` (mirrors)
+   - `docs/plugins/index.md` (version badge)
+   - `README.md` (updated date badge)
+3. **Verify**: Check the diffs to ensure no formatting was broken.
+
+## Tool Integration
+Execute the bump script (draft):
+```bash
+python3 scripts/bump.py <version> "<message_en>" "<message_zh>"
+```

.agent/skills/version-bumper/scripts/bump.py

@@ -0,0 +1,70 @@
+#!/usr/bin/env python3
+import sys
+import os
+import re
+from datetime import datetime
+
+def patch_file(file_path, old_pattern, new_content, is_regex=False):
+    if not os.path.exists(file_path):
+        print(f"Warning: File not found: {file_path}")
+        return False
+    
+    with open(file_path, 'r', encoding='utf-8') as f:
+        content = f.read()
+    
+    if is_regex:
+        new_content_result = re.sub(old_pattern, new_content, content, flags=re.MULTILINE)
+    else:
+        new_content_result = content.replace(old_pattern, new_content)
+    
+    if new_content_result != content:
+        with open(file_path, 'w', encoding='utf-8') as f:
+            f.write(new_content_result)
+        print(f"✅ Patched: {file_path}")
+        return True
+    else:
+        print(f"ℹ️ No change needed: {file_path}")
+        return False
+
+def bump_version(plugin_type, plugin_name, new_version, msg_en, msg_zh):
+    print(f"🚀 Bumping {plugin_name} ({plugin_type}) to {new_version}...")
+    
+    today = datetime.now().strftime("%Y-%m-%d")
+    today_badge = today.replace("-", "--")
+    
+    # 1. Patch Plugin Python File
+    py_file = f"plugins/{plugin_type}/{plugin_name}/{plugin_name}.py"
+    patch_file(py_file, r"version: \d+\.\d+\.\d+", f"version: {new_version}", is_regex=True)
+    
+    # 2. Patch Plugin READMEs
+    readme_en = f"plugins/{plugin_type}/{plugin_name}/README.md"
+    readme_zh = f"plugins/{plugin_type}/{plugin_name}/README_CN.md"
+    
+    # Update version in metadata
+    patch_file(readme_en, r"\*\*Version:\*\* \d+\.\d+\.\d+", f"**Version:** {new_version}", is_regex=True)
+    patch_file(readme_zh, r"\*\*版本:\*\* \d+\.\d+\.\d+", f"**版本:** {new_version}", is_regex=True)
+    
+    # Update What's New (Assuming standard headers)
+    patch_file(readme_en, r"## 🔥 What's New in v.*?\n", f"## 🔥 What's New in v{new_version}\n\n* {msg_en}\n", is_regex=True)
+    patch_file(readme_zh, r"## 🔥 最新更新 v.*?\n", f"## 🔥 最新更新 v{new_version}\n\n* {msg_zh}\n", is_regex=True)
+    
+    # 3. Patch Docs Mirrors
+    doc_en = f"docs/plugins/{plugin_type}/{plugin_name}.md"
+    doc_zh = f"docs/plugins/{plugin_type}/{plugin_name}.zh.md"
+    patch_file(doc_en, r"\*\*Version:\*\* \d+\.\d+\.\d+", f"**Version:** {new_version}", is_regex=True)
+    patch_file(doc_zh, r"\*\*版本:\*\* \d+\.\d+\.\d+", f"**版本:** {new_version}", is_regex=True)
+    
+    # 4. Patch Root READMEs (Updated Date Badge)
+    patch_file("README.md", r"badge/202\d--\d\d--\d\d-gray", f"badge/{today_badge}-gray", is_regex=True)
+    patch_file("README_CN.md", r"badge/202\d--\d\d--\d\d-gray", f"badge/{today_badge}-gray", is_regex=True)
+
+    print("\n✨ All synchronization tasks completed.")
+    return True
+
+if __name__ == "__main__":
+    if len(sys.argv) < 6:
+        print("Usage: bump.py <type> <name> <version> <msg_en> <msg_zh>")
+        print("Example: bump.py filters markdown_normalizer 1.2.8 'Fix bug' '修复错误'")
+        sys.exit(1)
+    
+    bump_version(sys.argv[1], sys.argv[2], sys.argv[3], sys.argv[4], sys.argv[5])

.agent/workflows/plugin-development.md

@@ -140,6 +140,7 @@ Before committing:
 - [ ] `docs/` index and detail pages are updated?
 - [ ] Root `README.md` is updated?
 - [ ] All version numbers match exactly?
+- [ ] Any non-obvious findings saved to `.agent/learnings/{topic}.md`?
 
 ## 5. Git Operations (Agent Rules)
 
@@ -147,3 +148,12 @@ Before committing:
 2. **No Auto-Commit**: Never `git commit`, `git push`, or `create_pull_request` automatically after file updates unless the user explicitly says "commit this" or "release now".
 3. **Draft Mode**: If available, use PRs as drafts first.
 4. **Reference**: Strictly follow the rules defined in `.github/copilot-instructions.md` → **Git Operations (Agent Rules)** section.
+
+## 6. Knowledge Capture (Mandatory)
+
+Whenever you discover a non-obvious behaviour, internal API contract, or workaround
+during plugin development, **document it in `.agent/learnings/{topic}.md`** before
+ending the session.
+
+- Browse `.agent/learnings/` **first** at the start of a session to reuse existing knowledge.
+- Format: see `.agent/learnings/README.md`.

.gemini/skills/doc-mirror-sync/SKILL.md

@@ -8,7 +8,43 @@ description: Automatically synchronizes plugin READMEs to the official documenta
 ## Overview
 Automates the mirroring of `plugins/{type}/{name}/README.md` to `docs/plugins/{type}/{name}.md`.
 
+## Docs-Only Mode (No Release Changes)
+Use this mode when the request is "only sync docs".
+
+- Only update documentation mirror files under `docs/plugins/**`.
+- Do **not** bump plugin version.
+- Do **not** modify plugin code (`plugins/**.py`) unless explicitly requested.
+- Do **not** update root badges/dates for release.
+- Do **not** run release preparation steps.
+
 ## Workflow
 1. Identify changed READMEs.
 2. Copy content to corresponding mirror paths.
 3. Update version badges in `docs/plugins/{type}/index.md`.
+
+## Commands
+
+### Sync all mirrors (EN + ZH)
+
+```bash
+python .github/skills/doc-mirror-sync/scripts/sync.py
+```
+
+### Sync only one plugin (EN only)
+
+```bash
+cp plugins/<type>/<name>/README.md docs/plugins/<type>/<name>.md
+```
+
+### Sync only one plugin (EN + ZH)
+
+```bash
+cp plugins/<type>/<name>/README.md docs/plugins/<type>/<name>.md
+cp plugins/<type>/<name>/README_CN.md docs/plugins/<type>/<name>.zh.md
+```
+
+## Notes
+
+- If asked for English-only update, sync only `README.md` -> `.md` mirror.
+- If both languages are requested, sync both `README.md` and `README_CN.md`.
+- After syncing, verify git diff only contains docs file changes.

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -0,0 +1,165 @@
+name: 🐛 Bug Report
+description: Report a bug or issue with OpenWebUI plugins
+title: "[BUG] "
+labels: ["bug"]
+assignees: []
+
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for reporting a bug! Please provide clear information to help us reproduce and fix the issue.
+
+  - type: dropdown
+    id: plugin-type
+    attributes:
+      label: Plugin Type
+      description: Which type of plugin is affected?
+      options:
+        - Action
+        - Filter
+        - Pipe
+        - Pipeline
+        - Tool
+        - Other
+    validations:
+      required: true
+
+  - type: dropdown
+    id: plugin-name
+    attributes:
+      label: Plugin Name
+      description: Which plugin has the issue?
+      options:
+        - "Select a plugin..."
+        - "Action - Deep Dive"
+        - "Action - Export to Word Enhanced"
+        - "Action - Export to Excel"
+        - "Action - Flash Card"
+        - "Action - Smart Infographic"
+        - "Action - Smart Mind Map"
+        - "Filter - Async Context Compression"
+        - "Filter - Context & Model Enhancement Filter"
+        - "Filter - Folder Memory"
+        - "Filter - GitHub Copilot SDK Files Filter"
+        - "Filter - Markdown Normalizer"
+        - "Filter - Gemini Multimodel Filter"
+        - "Pipeline - MOE Prompt Refiner"
+        - "Pipe - GitHub Copilot SDK"
+        - "Pipe - iFlow SDK"
+        - "Tool - OpenWebUI Skills Manager"
+        - "Tool - Smart Infographic Tool"
+        - "Tool - Smart Mind Map Tool"
+        - "Other / Not Listed"
+    validations:
+      required: true
+
+  - type: input
+    id: plugin-name-other
+    attributes:
+      label: Plugin Name (if not in list)
+      description: If you selected 'Other / Not Listed', please specify the plugin name
+      placeholder: "Plugin name"
+    validations:
+      required: false
+
+  - type: textarea
+    id: description
+    attributes:
+      label: Description
+      description: Clearly describe the bug. What went wrong? What did you expect?
+      placeholder: |
+        I tried to use [feature], but instead of [expected behavior], it [actual behavior].
+        
+        Error message (if any):
+    validations:
+      required: true
+
+  - type: textarea
+    id: steps
+    attributes:
+      label: Steps to Reproduce
+      description: How can we reproduce this issue?
+      placeholder: |
+        1. Click on...
+        2. Enter...
+        3. See error...
+    validations:
+      required: true
+
+  - type: input
+    id: openwebui-version
+    attributes:
+      label: OpenWebUI Version
+      description: What version of OpenWebUI are you using?
+      placeholder: "e.g., 0.3.0 or main"
+    validations:
+      required: true
+
+  - type: textarea
+    id: environment
+    attributes:
+      label: Operating System & Container
+      description: "Your operating system and deployment method"
+      placeholder: |
+        Example 1:
+        OS: macOS 14.3
+        Container: Docker (version 24.0.x)
+        
+        Example 2:
+        OS: Ubuntu 22.04 LTS
+        Deployment: Docker Compose
+    validations:
+      required: true
+
+  - type: markdown
+    attributes:
+      value: |
+        ## 📋 Debug Information (Optional)
+        
+        To help diagnose the issue faster, please provide relevant logs:
+        
+        **Frontend Console Logs** (Recommended):
+        1. Enable: Click avatar → Settings → General → Enable Plugin Debug Output
+        2. Open DevTools: Press `F12` (or `Cmd+Option+I` on Mac)
+        3. Go to Console tab and copy any error messages or `🛠️ Debug` output
+        
+        **Server-Side Logs**:
+        - Docker: `docker logs <container-id>`
+        - Local: Check terminal output or log files
+
+  - type: textarea
+    id: logs
+    attributes:
+      label: Error Logs (Optional)
+      description: "Paste frontend console or server logs that show the error"
+      placeholder: |
+        Error message from console:
+        [Your logs here]
+      render: bash
+    validations:
+      required: false
+
+  - type: textarea
+    id: additional
+    attributes:
+      label: Additional Information (Optional)
+      description: "Screenshots, related issues, or other helpful details"
+      placeholder: |
+        - Screenshots (if applicable)
+        - Related issues or discussions
+        - Steps you've already tried to fix it
+    validations:
+      required: false
+
+  - type: checkboxes
+    id: checklist
+    attributes:
+      label: Checklist
+      options:
+        - label: I have searched for duplicate issues
+          required: true
+        - label: I have provided clear reproduction steps
+          required: true
+        - label: I have mentioned OpenWebUI version and OS/container info
+          required: true

.github/ISSUE_TEMPLATE/config.yml

@@ -0,0 +1,11 @@
+blank_issues_enabled: false
+contact_links:
+  - name: Documentation
+    url: https://docs.openwebui.com/
+    about: Official OpenWebUI documentation
+  - name: Discussions
+    url: https://github.com/Fu-Jie/openwebui-extensions/discussions
+    about: Ask questions and discuss with the community
+  - name: OpenWebUI Repository
+    url: https://github.com/open-webui/open-webui
+    about: Main OpenWebUI project

.github/ISSUE_TEMPLATE/feature_request.yml

@@ -0,0 +1,104 @@
+name: ✨ Feature Request
+description: Suggest a new feature or improvement
+title: "[FEATURE] "
+labels: ["enhancement"]
+assignees: []
+
+body:
+  - type: markdown
+    attributes:
+      value: |
+        Thanks for your suggestion! Please describe the feature you'd like to see.
+
+  - type: dropdown
+    id: plugin-type
+    attributes:
+      label: Plugin Type (Optional)
+      description: Is this for a specific plugin type?
+      options:
+        - Action
+        - Filter
+        - Pipe
+        - Pipeline
+        - Tool
+        - Core/General
+        - Documentation
+        - Other
+    validations:
+      required: false
+
+  - type: dropdown
+    id: plugin-name
+    attributes:
+      label: Plugin Name (Optional)
+      description: Which plugin would benefit from this feature?
+      options:
+        - "Select a plugin..."
+        - "Action - Deep Dive"
+        - "Action - Export to Word Enhanced"
+        - "Action - Export to Excel"
+        - "Action - Flash Card"
+        - "Action - Smart Infographic"
+        - "Action - Smart Mind Map"
+        - "Filter - Async Context Compression"
+        - "Filter - Context & Model Enhancement Filter"
+        - "Filter - Folder Memory"
+        - "Filter - GitHub Copilot SDK Files Filter"
+        - "Filter - Markdown Normalizer"
+        - "Filter - Gemini Multimodel Filter"
+        - "Pipeline - MOE Prompt Refiner"
+        - "Pipe - GitHub Copilot SDK"
+        - "Pipe - iFlow SDK"
+        - "Tool - OpenWebUI Skills Manager"
+        - "Tool - Smart Infographic Tool"
+        - "Tool - Smart Mind Map Tool"
+        - "Core/General Improvement"
+        - "Other / Not Listed"
+    validations:
+      required: false
+
+  - type: textarea
+    id: description
+    attributes:
+      label: Feature Description
+      description: Clearly describe the feature you're requesting
+      placeholder: |
+        What feature would you like to see?
+        How would it work?
+    validations:
+      required: true
+
+  - type: textarea
+    id: motivation
+    attributes:
+      label: Motivation & Use Case
+      description: Why is this feature important? What problem does it solve?
+      placeholder: |
+        What's the pain point this solves?
+        How would it improve your workflow?
+        Who else would benefit from this?
+    validations:
+      required: true
+
+  - type: textarea
+    id: additional
+    attributes:
+      label: Additional Information (Optional)
+      description: "Mockups, alternatives considered, references, or examples"
+      placeholder: |
+        - Links to related plugins or tools
+        - Screenshots or mockups
+        - Alternative approaches you've considered
+        - Code examples or references
+    validations:
+      required: false
+
+  - type: checkboxes
+    id: checklist
+    attributes:
+      label: Checklist
+      options:
+        - label: I have searched existing issues/discussions for similar requests
+          required: true
+        - label: This feature would be useful for multiple users
+          required: false

.github/agents/plugin-implementer.agent.md

@@ -56,6 +56,11 @@ When bumping, update ALL 7+ files (code docstring + 2× README + 2× doc detail
 - Never run `git commit`, `git push`, or create PRs automatically.
 - After all edits, list what changed and why, then stop.
 
+## Knowledge Capture (Mandatory)
+Before ending the session, if you discovered any non-obvious internal API behaviour,
+parameter injection quirk, or workaround, save it to `.agent/learnings/{topic}.md`.
+Also browse `.agent/learnings/` at the start to reuse existing knowledge.
+
 ## Completion Output
 - Modified files (full relative paths, one-line descriptions)
 - Remaining manual checks

.github/agents/plugin-planner.agent.md

@@ -22,6 +22,7 @@ You are the **planning specialist** for the `openwebui-extensions` repository.
 - Never propose `git commit`, `git push`, or PR creation.
 - Every plan must end with an acceptance checklist for the user to approve before handing off.
 - Reference `.github/copilot-instructions.md` as the authoritative spec.
+- Browse `.agent/learnings/` **first** to reuse existing knowledge before researching anything.
 
 ## Repository Plugin Inventory
 

.github/agents/plugin-reviewer.agent.md

@@ -54,6 +54,9 @@ Full review rules are in .github/instructions/code-review.instructions.md.
 - [ ] `docs/plugins/{type}/index.md` and `.zh.md` version badges updated.
 - [ ] Root `README.md` / `README_CN.md` date badge updated.
 
+**8. Knowledge Capture**
+- [ ] Any non-obvious findings (API contracts, injection quirks, gotchas) documented in `.agent/learnings/{topic}.md`.
+
 ### 🟡 Non-blocking (suggestions)
 - Copilot SDK tools: `params_type=MyParams` in `define_tool()`.
 - Long tasks (>3s): periodic `_emit_notification("info")` every 5s.
@@ -68,4 +71,5 @@ Full review rules are in .github/instructions/code-review.instructions.md.
 - **Blocking issues** (file:line references)
 - **Non-blocking suggestions**
 - **Pass / Fail verdict**
+- **Knowledge captured?** (`.agent/learnings/` updated if any discoveries were made)
 - **Next step**: Pass → handoff to Release Prep; Fail → return to Implementer with fix list

.github/copilot-instructions.md

@@ -32,6 +32,15 @@ plugins/actions/export_to_docx/
 - `README.md` - English documentation
 - `README_CN.md` - 中文文档
 
+#### 文档交付与审阅 (Documentation Delivery for Review)
+
+当任务涉及文档类内容时，例如 README、Guide、Post、Release Notes、Announcement、Development Docs：
+
+- **必须**同时提供英文版与中文版，方便审阅与校对。
+- 若仓库最终只提交英文文件，也**必须**在对话中额外提供中文版草稿给维护者 review。
+- 若用户未明确指定只保留单语文件，默认按双语交付处理。
+- 中文版的目标是**便于审阅**，应忠实对应英文原意，可在表达上自然调整，但不得遗漏风险、限制、步骤或结论。
+
 #### README 结构规范 (README Structure Standard)
 
 所有插件 README 必须遵循以下统一结构顺序：
@@ -1151,6 +1160,7 @@ Filter 实例是**单例 (Singleton)**。
 - [ ] **README 结构**: 
     - **Key Capabilities** (英文) / **核心功能** (中文): 必须包含所有核心功能
     - **What's New** (英文) / **最新更新** (中文): 仅包含最新版本的变更信息
+- [ ] **知识沉淀**: 开发过程中发现的非显而易见的规律、踩坑或内部 API 合约，必须记录到 `.agent/learnings/{topic}.md`
 
 ### 2. 🔄 一致性维护 (Consistency Maintenance)
 
@@ -1208,6 +1218,21 @@ Filter 实例是**单例 (Singleton)**。
 
 使用 `@all-contributors please add @username for <type>` 指令。
 
+### 6. 📖 知识沉淀 Knowledge Capture (Mandatory)
+
+任何开发会话中发现的**非显而易见**的内部 API 行为、参数注入机制、Mock 对象要求或其他踩坑经验，
+**必须**在会话结束前记录到 `.agent/learnings/{topic}.md`。
+
+- **开始前**: 先浏览 `.agent/learnings/` 确认是否存在相关先验知识，避免重复调研。
+- **格式规范**: 参见 `.agent/learnings/README.md`。
+- **现有条目**: 见 `.agent/learnings/` 目录。
+
+典型需要记录的内容：
+- OpenWebUI 内部函数的参数注入机制
+- Pipe 调用 Tool 时必须提供的上下文字段
+- Mock Request 对象所需满足的接口契约
+- 模型 ID 在不同上下文中的解析规则
+
 ---
 
 ## 📚 参考资源 (Reference Resources)

.github/gh-aw/README.md

@@ -0,0 +1,21 @@
+# gh-aw Support Files
+
+This directory stores repository-local support files for GitHub Agentic Workflows.
+
+## Purpose
+
+Keep review aids, policy notes, and human-facing mirrors out of `.github/workflows/` so only real gh-aw source workflows live there.
+
+## Structure
+
+- `review-mirrors/`: Chinese review mirrors and maintainer-facing explanations for workflow source files.
+
+## Current Files
+
+- `review-mirrors/aw-pr-maintainer-review.zh.md`: Chinese review mirror for `.github/workflows/aw-pr-maintainer-review.md`.
+- `review-mirrors/aw-release-preflight.zh.md`: Chinese review mirror for `.github/workflows/aw-release-preflight.md`.
+- `review-mirrors/aw-ci-audit.zh.md`: Chinese review mirror for `.github/workflows/aw-ci-audit.md`.
+
+## Rule
+
+Files in this directory are for maintainer review and documentation only. They are not gh-aw workflow source files and should not be compiled.

.github/gh-aw/review-mirrors/aw-ci-audit.zh.md

@@ -0,0 +1,249 @@
+# aw-ci-audit 中文对照
+
+对应源文件：`.github/workflows/aw-ci-audit.md`
+
+用途：这是一份给维护者 review 用的中文对照说明，不是 gh-aw 工作流源文件，也不参与 `gh aw compile`。
+
+## 工作流定位
+
+这个工作流的目标是做“CI / 自动化健康审计”。
+
+它不是日志转储器，也不是自动修复器，而是用于：
+
+- 检查近期仓库自动化是否出现可重复的失败模式
+- 分析 release、publish、stats 等关键工作流的薄弱点
+- 只在有新且可操作的诊断结论时，创建一条维护 issue
+
+如果没有新的可操作诊断，或者问题已经被现有 issue 覆盖，就执行 `noop`。
+
+## Frontmatter 对照
+
+### 触发方式
+
+- `schedule: daily`
+- `workflow_dispatch`
+- `roles: all`
+- `skip-bots`
+  - `github-actions`
+  - `copilot`
+  - `dependabot`
+  - `renovate`
+
+说明：这套设计更适合“定期体检 + 手动补查”，而不是直接绑到不确定的 workflow failure 事件上。
+
+### 权限
+
+当前设计为只读：
+
+- `contents: read`
+- `issues: read`
+- `pull-requests: read`
+- `actions: read`
+
+说明：工作流只做诊断分析，不改代码、不发 release、不创建 PR。
+
+### Safe Outputs
+
+已配置：
+
+- `create-issue`
+  - 标题前缀：`[ci-audit] `
+  - labels：`ci-audit`、`maintenance`
+  - 不自动关闭旧 issue
+
+最终只能二选一：
+
+- 有新且可操作的诊断时执行 `create_issue`
+- 无新问题时执行 `noop`
+
+### 工具
+
+- `github`
+  - `repos`
+  - `issues`
+  - `pull_requests`
+- `bash`
+  - 仅开放只读类命令，如 `pwd`、`ls`、`cat`、`rg`、`git diff`、`git show`
+
+## 正文指令对照
+
+## 主要目标
+
+要求代理审计：
+
+- release 相关 workflow 的失败或波动
+- 插件发布失败
+- 社区统计更新回归
+- 重复出现的 workflow 脆弱点
+- 维护者真正可以执行的下一步动作
+
+明确限制：
+
+- 只做诊断
+- 不改文件
+- 不推代码
+- 不开 PR
+- 不发 release
+
+## 高优先级依据文件
+
+在形成结论前，优先把这些文件当成“自动化规则源”：
+
+- `.github/copilot-instructions.md`
+- `.github/workflows/release.yml`
+- `.github/workflows/publish_plugin.yml`
+- `.github/workflows/publish_new_plugin.yml`
+- `.github/workflows/plugin-version-check.yml`
+- `.github/workflows/community-stats.yml`
+- `docs/development/gh-aw-integration-plan.md`
+- `docs/development/gh-aw-integration-plan.zh.md`
+
+## 重点关注的目标工作流
+
+优先检查：
+
+- `release.yml`
+- `publish_plugin.yml`
+- `publish_new_plugin.yml`
+- `plugin-version-check.yml`
+- `community-stats.yml`
+- `deploy.yml`
+
+如果这些没有明显问题，不要无限扩大范围。
+
+## 审查范围
+
+聚焦“近期失败或可疑自动化信号”，并优先给出基于本仓库结构的诊断，而不是泛泛的 CI 建议。
+
+它应该像“在看仓库自动化健康趋势的维护者”，而不是普通日志摘要机器人。
+
+## 重点检查项
+
+### 1. Release 与 Publish 失败
+
+检查近期失败是否指向这些可操作问题：
+
+- 版本提取或比较逻辑漂移
+- release note 打包缺口
+- publish 脚本的认证或环境问题
+- workflow 中的结构假设已经不匹配当前仓库
+- 如果不改仓库逻辑，就可能持续复现的失败
+
+### 2. Stats 与定时任务稳定性
+
+检查定时维护任务是否出现这些脆弱点：
+
+- community stats 该提交时不再提交
+- badge / docs 生成逻辑过时
+- 依赖外部 API 的任务反复因同类原因失败
+- schedule 驱动任务制造低价值噪音
+
+### 3. 维护者信号质量
+
+只有当结论“真的值得维护者处理”时，才创建 issue。
+
+适合开 issue 的情况：
+
+- 同类失败在多次运行中重复出现
+- workflow 逻辑与当前仓库结构不匹配
+- 大概率缺 secret / 权限 / 路径假设过时
+- 重复出现的低信号失败值得过滤或加固
+
+不要为一次性噪音失败开 issue，除非它很可能复发。
+
+### 4. 已有 Issue 感知
+
+在创建新 issue 前，先判断是否已有 open issue 覆盖同一类 CI 问题。
+
+如果已有 issue 已经足够覆盖，就优先 `noop`，避免制造重复单。
+
+## 严重级别
+
+只允许三档：
+
+- `High`
+  - 高概率重复发生，且会持续影响仓库自动化
+- `Medium`
+  - 建议尽快修，以降低维护成本或 workflow 漂移
+- `Low`
+  - 可选的稳健性增强或清理建议
+
+并且明确要求：
+
+- 不要为了开 issue 而硬造问题
+
+## Issue 格式
+
+如果要创建 issue，必须只有一条维护 issue。
+
+要求：
+
+- 英文
+- 简洁
+- 先写 findings，不写空泛表扬
+- 带可点击路径引用
+- 不用嵌套列表
+- 不要粘贴大段原始日志，除非短摘录确实必要
+
+固定结构：
+
+```markdown
+## CI Audit
+
+### Summary
+Short diagnosis of the failure pattern or automation risk.
+
+### Findings
+- `path/to/file`: specific problem or likely root cause
+
+### Suggested Next Steps
+- concrete maintainer action
+- concrete maintainer action
+
+### Notes
+- Mention whether this appears recurring, new, or already partially mitigated.
+```
+
+补充规则：
+
+- 正常情况下控制在约 300 词以内
+- 如果是相关联的问题，合并成一个 issue，不要拆多个
+- 优先提交“单个可执行诊断”，而不是大杂烩
+
+## No-Issue 规则
+
+如果没有值得报告的新诊断：
+
+- 不要创建状态汇报型 issue
+- 不要复述 workflows 看起来健康
+- 直接走 `noop`
+
+示例：
+
+```json
+{"noop": {"message": "No action needed: reviewed recent repository automation signals and found no new actionable CI diagnosis worth opening as a maintenance issue."}}
+```
+
+## 建议执行流程
+
+1. 检查近期仓库自动化上下文
+2. 优先检查目标工作流
+3. 识别可重复或仓库特定的失败模式
+4. 判断该问题是否已被 open issue 覆盖
+5. 只有在诊断“新且可操作”时，才起草最短有用的维护 issue
+6. 最终只执行一次 `create_issue` 或一次 `noop`
+
+## 额外约束
+
+- 不要为单次低信号瞬时失败开 issue
+- 除非失败模式非常明确，否则不要顺势要求大规模重构
+- 优先给出仓库特定原因，而不是泛泛的“重试试试”
+- 如果根因不确定，要把不确定性写明
+- 如果现有 issue 已经覆盖，优先 `noop` 而不是重复开单
+
+## 最终要求
+
+必须以且仅以一次 safe output 结束：
+
+- 有新且可操作的诊断：`create_issue`
+- 无新问题：`noop`

.github/gh-aw/review-mirrors/aw-pr-maintainer-review.zh.md

@@ -0,0 +1,268 @@
+# aw-pr-maintainer-review 中文对照
+
+对应源文件：`.github/workflows/aw-pr-maintainer-review.md`
+
+用途：这是一份给维护者 review 用的中文对照说明，不是 gh-aw 工作流源文件，也不参与 `gh aw compile`。
+
+## 工作流定位
+
+这个工作流的目标是对触发 PR 做一次“维护者语义审查”。
+
+它不是通用 code review 机器人，也不是自动修复器，而是用来检查以下问题：
+
+- 是否违反本仓库插件开发规范
+- 是否缺失应同步更新的 README / README_CN / docs 镜像文件
+- 是否存在发布准备层面的遗漏
+- 是否引入明显的高风险行为回归
+
+如果 PR 已经足够合规，没有可操作的维护者反馈，就不评论，而是执行 `noop`。
+
+## Frontmatter 对照
+
+### 触发方式
+
+- `pull_request`
+  - 类型：`opened`、`reopened`、`synchronize`、`ready_for_review`
+  - 路径限制：
+    - `plugins/**`
+    - `docs/**`
+    - `.github/**`
+    - `README.md`
+    - `README_CN.md`
+- `workflow_dispatch`
+- `roles: all`
+- `skip-bots`
+  - `github-actions`
+  - `copilot`
+  - `dependabot`
+  - `renovate`
+
+### 权限
+
+当前设计为只读：
+
+- `contents: read`
+- `issues: read`
+- `pull-requests: read`
+
+说明：工作流不会直接改代码，也不会提交 review comment 之外的写操作。
+
+### Safe Outputs
+
+已配置：
+
+- `add-comment`
+  - 目标：当前触发 PR
+  - 最多 1 条
+  - 隐藏旧评论
+  - 不加 footer
+
+同时要求最终必须二选一：
+
+- 有问题时执行 `add_comment`
+- 无问题时执行 `noop`
+
+### 工具
+
+- `github`
+  - `repos`
+  - `issues`
+  - `pull_requests`
+- `bash`
+  - 仅开放只读类命令，如 `pwd`、`ls`、`cat`、`rg`、`git diff`、`git show`
+
+## 正文指令对照
+
+## 主要目标
+
+要求代理审查：
+
+- 仓库标准合规性
+- 缺失的同步更新文件
+- 发布准备缺口
+- 文档漂移
+- 插件代码中的高风险回归
+
+明确限制：
+
+- 只做 review
+- 不改文件
+- 不推代码
+- 不创建 PR
+
+## 高优先级依据文件
+
+在形成结论前，优先把这些文件当成“本仓库规则源”：
+
+- `.github/copilot-instructions.md`
+- `.github/instructions/code-review.instructions.md`
+- `.github/instructions/commit-message.instructions.md`
+- `.github/skills/release-prep/SKILL.md`
+- `.github/skills/doc-mirror-sync/SKILL.md`
+- `docs/development/gh-aw-integration-plan.md`
+- `docs/development/gh-aw-integration-plan.zh.md`
+
+## 审查范围
+
+- 先看 PR diff 和 changed files
+- 只有在验证一致性时，才扩展读取关联文件
+- 优先遵循“仓库特定规则”，而不是泛泛的最佳实践
+
+换句话说，它应该像“熟悉本仓库的维护者”，而不是通用 lint bot。
+
+## 重点检查项
+
+### 1. 插件代码规范
+
+当 `plugins/**/*.py` 变化时，重点看：
+
+- 是否保持单文件 i18n 模式
+- 用户可见文本是否进入翻译字典
+- 是否使用 `_get_user_context` 和 `_get_chat_context`
+- `__event_call__` 的 JS 执行是否具备 timeout 防护和前端兜底
+- 是否引入 `print()` 到生产插件代码
+- emitter 是否安全判空
+- filter 插件是否把请求级可变状态塞到 `self`
+- Copilot SDK / OpenWebUI tool 定义是否仍符合仓库规范
+
+### 2. 版本与发布卫生
+
+当 `plugins/**/*.py` 改动时，检查是否“应该同步但没同步”：
+
+- 插件 docstring 的 `version:`
+- 插件目录下 `README.md`
+- 插件目录下 `README_CN.md`
+- `docs/plugins/**` 下的镜像页面
+- `docs/plugins/{type}/index.md` 等索引文件
+- 如果是明显 release-prep 类型 PR，再看根 `README.md` 和 `README_CN.md` 日期 badge
+
+这里的关键语义是：
+
+- 不是每个 PR 都必须当发布处理
+- 只有在“用户可见行为、元数据、版本化文档、发布面内容”发生变化时，才提示缺失同步
+
+### 3. 文档同步
+
+当插件 README 改动时，检查是否应同步 docs 镜像：
+
+- `plugins/actions/{name}/README.md` -> `docs/plugins/actions/{name}.md`
+- `plugins/actions/{name}/README_CN.md` -> `docs/plugins/actions/{name}.zh.md`
+- `plugins/filters/{name}/README.md` -> `docs/plugins/filters/{name}.md`
+- `plugins/filters/{name}/README_CN.md` -> `docs/plugins/filters/{name}.zh.md`
+- `plugins/pipes/{name}/README.md` -> `docs/plugins/pipes/{name}.md`
+- `plugins/pipes/{name}/README_CN.md` -> `docs/plugins/pipes/{name}.zh.md`
+- `plugins/pipelines/{name}/README.md` -> `docs/plugins/pipelines/{name}.md`
+- `plugins/pipelines/{name}/README_CN.md` -> `docs/plugins/pipelines/{name}.zh.md`
+- `plugins/tools/{name}/README.md` -> `docs/plugins/tools/{name}.md`
+- `plugins/tools/{name}/README_CN.md` -> `docs/plugins/tools/{name}.zh.md`
+
+如果是 docs-only 且明显有意为之，不要过度报错。
+
+### 4. PR 质量
+
+只在“确实让维护者审查变难”时，才指出 PR 描述缺失这些内容：
+
+- 改了什么
+- 为什么改
+- 是否需要迁移或重新配置
+
+## 严重级别
+
+只允许三档：
+
+- `Blocking`
+  - 大概率 bug、发布回归、缺少必需同步、严重规范破坏
+- `Important`
+  - 应该合并前修，但不一定是直接运行时错误
+- `Minor`
+  - 建议项，可选
+
+并且明确要求：
+
+- 不要为了留言而硬凑问题
+
+## 评论格式
+
+如果要评论，必须只有一条总结评论。
+
+要求：
+
+- 英文
+- 简洁
+- 先给 findings，不先夸赞
+- 带可点击路径引用
+- 不使用嵌套列表
+- 不要机械复述 diff
+
+固定结构：
+
+```markdown
+## PR Maintainer Review
+
+### Blocking
+- `path/to/file`: specific issue and why it matters
+
+### Important
+- `path/to/file`: specific issue and what sync/check is missing
+
+### Minor
+- `path/to/file`: optional improvement or consistency note
+
+### Merge Readiness
+- Ready after the items above are addressed.
+```
+
+补充规则：
+
+- 空 section 要省略
+- 如果只有一个严重级别，只保留那个 section 和 `Merge Readiness`
+- 正常情况下控制在约 250 词以内
+
+## No-Comment 规则
+
+如果没有有意义的维护者反馈：
+
+- 不要发“看起来不错”这类表扬评论
+- 不要复述 checks passed
+- 直接走 `noop`
+
+示例：
+
+```json
+{"noop": {"message": "No action needed: reviewed the PR diff and repository sync expectations, and found no actionable maintainer feedback."}}
+```
+
+## 建议执行流程
+
+1. 找出变更文件
+2. 读取高优先级规则文件
+3. 对照插件审查规范检查插件代码
+4. 对照 doc mirror 规则检查 README / docs
+5. 判断是否缺失 version sync 或 release-facing 文件
+6. 先起草最短但有用的维护者总结
+7. 最终只执行一次 `add_comment` 或一次 `noop`
+
+## 额外约束
+
+- 不要要求与本 PR 无关的大重构
+- 小型内部变更不要强拉成 release-prep
+- 明显是私有/内部改动时，不要强制要求 docs sync
+- 优先给出“仓库特定”的反馈，而不是通用 code review 废话
+- 如果你不确定某个同步文件是否必需，把级别降为 `Important`
+- 如果问题依赖 PR 意图但当前信息不足，要把表述写成“条件性判断”，不要装作确定
+
+## 最终要求
+
+必须以且仅以一次 safe output 结束：
+
+- 有可操作反馈：`add_comment`
+- 无可操作反馈：`noop`
+
+## Review 结论
+
+这份英文源工作流目前已经可以作为后续 `gh aw compile` 的候选源文件。
+
+中文镜像的目的只有两个：
+
+- 方便你逐段审阅策略是否符合预期
+- 避免把中文说明混进真正要编译的 workflow 源文件

.github/gh-aw/review-mirrors/aw-release-preflight.zh.md

@@ -0,0 +1,275 @@
+# aw-release-preflight 中文对照
+
+对应源文件：`.github/workflows/aw-release-preflight.md`
+
+用途：这是一份给维护者 review 用的中文对照说明，不是 gh-aw 工作流源文件，也不参与 `gh aw compile`。
+
+## 工作流定位
+
+这个工作流的目标是对触发变更做一次“发布前预检语义审查”。
+
+它不是发布执行器，也不是自动补版本工具，而是用于判断：
+
+- 这次改动是否真的在做 release-prep
+- 如果是在做 release-prep，版本同步是否完整
+- 双语 README、docs 镜像、release notes 是否齐全
+- 是否存在会影响发布质量的说明缺失或文档漂移
+
+如果当前变更并不是发布准备，或者已经足够一致、没有可操作反馈，就执行 `noop`。
+
+## Frontmatter 对照
+
+### 触发方式
+
+- `pull_request`
+  - 类型：`opened`、`reopened`、`synchronize`、`ready_for_review`
+  - 路径限制：
+    - `plugins/**/*.py`
+    - `plugins/**/README.md`
+    - `plugins/**/README_CN.md`
+    - `plugins/**/v*.md`
+    - `plugins/**/v*_CN.md`
+    - `docs/plugins/**/*.md`
+    - `README.md`
+    - `README_CN.md`
+    - `.github/**`
+- `workflow_dispatch`
+- `roles: all`
+- `skip-bots`
+  - `github-actions`
+  - `copilot`
+  - `dependabot`
+  - `renovate`
+
+### 权限
+
+当前设计为只读：
+
+- `contents: read`
+- `issues: read`
+- `pull-requests: read`
+
+说明：工作流不会发 release、不会推代码、不会改文件。
+
+### Safe Outputs
+
+已配置：
+
+- `add-comment`
+  - 目标：当前触发 PR
+  - 最多 1 条
+  - 隐藏旧评论
+  - 不加 footer
+
+最终只能二选一：
+
+- 有问题时执行 `add_comment`
+- 无问题时执行 `noop`
+
+### 工具
+
+- `github`
+  - `repos`
+  - `issues`
+  - `pull_requests`
+- `bash`
+  - 仅开放只读类命令，如 `pwd`、`ls`、`cat`、`rg`、`git diff`、`git show`
+
+## 正文指令对照
+
+## 主要目标
+
+要求代理检查：
+
+- 版本同步完整性
+- 双语 README 与 docs 一致性
+- release notes 完整性
+- 发布面索引或 badge 漂移
+- 用户可见发布是否缺失迁移说明或维护者上下文
+
+明确限制：
+
+- 只做 review
+- 不改文件
+- 不推代码
+- 不创建 release
+- 不创建 PR
+
+## 高优先级依据文件
+
+在形成结论前，优先把这些文件当成“发布规则源”：
+
+- `.github/copilot-instructions.md`
+- `.github/instructions/commit-message.instructions.md`
+- `.github/skills/release-prep/SKILL.md`
+- `.github/skills/doc-mirror-sync/SKILL.md`
+- `.github/workflows/release.yml`
+- `docs/development/gh-aw-integration-plan.md`
+- `docs/development/gh-aw-integration-plan.zh.md`
+
+## 审查范围
+
+- 从 PR diff 和 changed files 开始
+- 只有在验证发布同步时才扩展到相关 release-facing 文件
+- 优先遵循仓库既有 release-prep 规则，而不是泛泛的 release 建议
+
+换句话说，它应该像“合并前最后做一致性复核的维护者”。
+
+## 重点检查项
+
+### 1. 发布相关文件中的版本同步
+
+当某个插件明显在准备发版时，检查这些位置是否同步：
+
+- 插件 Python docstring 的 `version:`
+- 插件目录下 `README.md`
+- 插件目录下 `README_CN.md`
+- `docs/plugins/**` 英文镜像页
+- `docs/plugins/**/*.zh.md` 中文镜像页
+- `docs/plugins/{type}/index.md` 中该插件的条目或版本 badge
+- `docs/plugins/{type}/index.zh.md` 中该插件的条目或版本 badge
+
+但只有在“这次改动明显带有发布意图”时才提示，不要把所有 PR 都按发布处理。
+
+### 2. README 与 docs 镜像一致性
+
+当插件 README 变化时，检查 docs 镜像是否同步。
+
+路径映射：
+
+- `plugins/actions/{name}/README.md` -> `docs/plugins/actions/{name}.md`
+- `plugins/actions/{name}/README_CN.md` -> `docs/plugins/actions/{name}.zh.md`
+- `plugins/filters/{name}/README.md` -> `docs/plugins/filters/{name}.md`
+- `plugins/filters/{name}/README_CN.md` -> `docs/plugins/filters/{name}.zh.md`
+- `plugins/pipes/{name}/README.md` -> `docs/plugins/pipes/{name}.md`
+- `plugins/pipes/{name}/README_CN.md` -> `docs/plugins/pipes/{name}.zh.md`
+- `plugins/pipelines/{name}/README.md` -> `docs/plugins/pipelines/{name}.md`
+- `plugins/pipelines/{name}/README_CN.md` -> `docs/plugins/pipelines/{name}.zh.md`
+- `plugins/tools/{name}/README.md` -> `docs/plugins/tools/{name}.md`
+- `plugins/tools/{name}/README_CN.md` -> `docs/plugins/tools/{name}.zh.md`
+
+如果是纯文档调整、而且并非发版预备，不要过度报错。
+
+### 3. What's New 与 Release Notes 覆盖度
+
+当这次更新明显是发布面插件更新时，检查：
+
+- `What's New` 是否只反映最新版本
+- `最新更新` 是否与英文对应
+- 是否存在 `v{version}.md` 和 `v{version}_CN.md`
+- release notes 是否覆盖当前 diff 中有意义的功能、修复、文档或迁移变化
+
+对纯内部小改动，不要强制要求 release notes。
+
+### 4. 根 README 与发布面索引漂移
+
+当改动明显面向正式发布时，再检查：
+
+- 根 `README.md` 的日期 badge
+- 根 `README_CN.md` 的日期 badge
+- `docs/plugins/**/index.md`
+- `docs/plugins/**/index.zh.md`
+
+不要把这种检查强加给普通内部 PR。
+
+### 5. 维护者上下文与发布清晰度
+
+检查 PR 描述或发布面文案是否缺少关键上下文：
+
+- 这次到底发布了什么
+- 为什么这次发布值得做
+- 是否需要迁移或重新配置
+
+只有在缺失信息会明显增加 release review 成本时，才提示。
+
+## 严重级别
+
+只允许三档：
+
+- `Blocking`
+  - 高概率发布回归、缺少必要版本同步、发布面更新明显不完整
+- `Important`
+  - 合并前最好修，避免发布混乱或文档漂移
+- `Minor`
+  - 可选的发布面清理或一致性建议
+
+并且明确要求：
+
+- 不要为了留言而造问题
+
+## 评论格式
+
+如果要评论，必须只有一条总结评论。
+
+要求：
+
+- 英文
+- 简洁
+- 先给 findings，不先夸赞
+- 带可点击路径引用
+- 不使用嵌套列表
+- 不要机械复述 diff
+
+固定结构：
+
+```markdown
+## Release Preflight Review
+
+### Blocking
+- `path/to/file`: specific release-facing problem and why it matters
+
+### Important
+- `path/to/file`: missing sync or release-documentation gap
+
+### Minor
+- `path/to/file`: optional cleanup or consistency improvement
+
+### Release Readiness
+- Ready after the items above are addressed.
+```
+
+补充规则：
+
+- 空 section 要省略
+- 如果只有一个严重级别，只保留那个 section 和 `Release Readiness`
+- 正常情况下控制在约 250 词以内
+
+## No-Comment 规则
+
+如果没有有意义的发布前预检反馈：
+
+- 不要发“看起来不错”这类表扬评论
+- 不要复述 checks passed
+- 直接走 `noop`
+
+示例：
+
+```json
+{"noop": {"message": "No action needed: reviewed the release-facing diff, version-sync expectations, and bilingual documentation coverage, and found no actionable preflight feedback."}}
+```
+
+## 建议执行流程
+
+1. 判断这次改动是否真的带有发布意图
+2. 检查 PR diff 中的变更文件
+3. 读取仓库的 release-prep 规则文件
+4. 只有在存在发布意图时，才检查 plugin version sync
+5. 检查 README、README_CN、docs 镜像、索引和 release notes 是否漂移
+6. 起草最短但有用的维护者总结
+7. 最终只执行一次 `add_comment` 或一次 `noop`
+
+## 额外约束
+
+- 不要把完整 release-prep 要求硬套到微小内部改动上
+- 非明确发布型 PR，不要强制要求根 README 日期 badge 更新
+- 如果这次改动并不现实地构成发版预备，就不要强求 release notes
+- 优先给出仓库特定的同步反馈，而不是泛泛的发布建议
+- 如果不确定某个 release-facing 同步文件是否必需，把级别降为 `Important`
+- 如果问题依赖“推测出来的意图”，要用条件式表述，不要装作确定
+
+## 最终要求
+
+必须以且仅以一次 safe output 结束：
+
+- 有可操作反馈：`add_comment`
+- 无可操作反馈：`noop`

.github/skills/doc-mirror-sync/SKILL.md

@@ -8,7 +8,43 @@ description: Automatically synchronizes plugin READMEs to the official documenta
 ## Overview
 Automates the mirroring of `plugins/{type}/{name}/README.md` to `docs/plugins/{type}/{name}.md`.
 
+## Docs-Only Mode (No Release Changes)
+Use this mode when the request is "only sync docs".
+
+- Only update documentation mirror files under `docs/plugins/**`.
+- Do **not** bump plugin version.
+- Do **not** modify plugin code (`plugins/**.py`) unless explicitly requested.
+- Do **not** update root badges/dates for release.
+- Do **not** run release preparation steps.
+
 ## Workflow
 1. Identify changed READMEs.
 2. Copy content to corresponding mirror paths.
 3. Update version badges in `docs/plugins/{type}/index.md`.
+
+## Commands
+
+### Sync all mirrors (EN + ZH)
+
+```bash
+python .github/skills/doc-mirror-sync/scripts/sync.py
+```
+
+### Sync only one plugin (EN only)
+
+```bash
+cp plugins/<type>/<name>/README.md docs/plugins/<type>/<name>.md
+```
+
+### Sync only one plugin (EN + ZH)
+
+```bash
+cp plugins/<type>/<name>/README.md docs/plugins/<type>/<name>.md
+cp plugins/<type>/<name>/README_CN.md docs/plugins/<type>/<name>.zh.md
+```
+
+## Notes
+
+- If asked for English-only update, sync only `README.md` -> `.md` mirror.
+- If both languages are requested, sync both `README.md` and `README_CN.md`.
+- After syncing, verify git diff only contains docs file changes.

.github/skills/publish-no-version-bump/SKILL.md

@@ -0,0 +1,150 @@
+---
+name: publish-no-version-bump
+description: Commit and push code to GitHub, then publish to OpenWebUI official marketplace without updating version. Use when fixing bugs or optimizing performance that doesn't warrant a version bump.
+---
+
+# Publish Without Version Bump
+
+## Overview
+
+This skill handles the workflow for pushing code changes to the remote repository and syncing them to the OpenWebUI official marketplace **without incrementing the plugin version number**.
+
+This is useful for:
+- Bug fixes and patches
+- Performance optimizations
+- Code refactoring
+- Documentation fixes
+- Linting and code quality improvements
+
+## When to Use
+
+Use this skill when:
+- You've made non-breaking changes (bug fixes, optimizations, refactoring)
+- The functionality hasn't changed significantly
+- The user-facing behavior is unchanged or only improved
+- There's no need to bump the semantic version
+
+**Do NOT use** if:
+- You're adding new features → use `release-prep` instead
+- You're making breaking changes → use `release-prep` instead
+- The version should be incremented → use `version-bumper` first
+
+## Workflow
+
+### Step 1 — Stage and Commit Changes
+
+Ensure all desired code changes are staged in git:
+
+```bash
+git status  # Verify what will be committed
+git add -A  # Stage all changes
+```
+
+Create a descriptive commit message using Conventional Commits format:
+
+```
+fix(plugin-name): brief description
+- Detailed change 1
+- Detailed change 2
+```
+
+Example commit types:
+- `fix:` — Bug fixes, patches
+- `perf:` — Performance improvements, optimization
+- `refactor:` — Code restructuring without behavior change
+- `test:` — Test updates
+- `docs:` — Documentation changes
+
+**Key Rule**: The commit message should make clear that this is NOT a new feature release (no `feat:` type).
+
+### Step 2 — Push to Remote
+
+Push the commit to the main branch:
+
+```bash
+git commit -m "<message>" && git push
+```
+
+Verify the push succeeded by checking GitHub.
+
+### Step 3 — Publish to Official Marketplace
+
+Run the publish script with `--force` flag to update the marketplace without version change:
+
+```bash
+python scripts/publish_plugin.py --force
+```
+
+**Important**: The `--force` flag ensures the marketplace version is updated even if the version string in the plugin file hasn't changed.
+
+### Step 4 — Verify Publication
+
+Check that the plugin was successfully updated in the official marketplace:
+1. Visit https://openwebui.com/f/
+2. Search for your plugin name
+3. Verify the code is up-to-date
+4. Confirm the version number **has NOT changed**
+
+---
+
+## Command Reference
+
+### Full Workflow (Manual)
+
+```bash
+# 1. Stage and commit
+git add -A
+git commit -m "fix(copilot-sdk): description here"
+
+# 2. Push
+git push
+
+# 3. Publish to marketplace
+python scripts/publish_plugin.py --force
+
+# 4. Verify
+# Check OpenWebUI marketplace for the updated code
+```
+
+### Automated (Using This Skill)
+
+When you invoke this skill with a plugin path, Copilot will:
+1. Verify staged changes and create the commit
+2. Push to the remote repository
+3. Execute the publish script
+4. Report success/failure status
+
+---
+
+## Implementation Notes
+
+### Version Handling
+
+- The plugin's version string in `docstring` (line ~10) remains **unchanged**
+- The `openwebui_id` in the plugin file must be present for the publish script to work
+- If the plugin hasn't been published before, use `publish_plugin.py --new <dir>` instead
+
+### Dry Run
+
+To preview what would be published without actually updating the marketplace:
+
+```bash
+python scripts/publish_plugin.py --force --dry-run
+```
+
+### Troubleshooting
+
+| Issue | Solution |
+|-------|----------|
+| `Error: openwebui_id not found` | The plugin hasn't been published yet. Use `publish_plugin.py --new <dir>` for first-time publishing. |
+| `Failed to authenticate` | Check that the `OPENWEBUI_API_KEY` environment variable is set. |
+| `Skipped (version unchanged)` | This is normal. Without `--force`, unchanged versions are skipped. We use `--force` to override this. |
+
+---
+
+## Related Skills
+
+- **`release-prep`** — Use when you need to bump the version and create release notes
+- **`version-bumper`** — Use to manually update version across all 7+ files
+- **`pr-submitter`** — Use to create a PR instead of pushing directly to main
+

.github/skills/release-prep/SKILL.md

@@ -89,6 +89,18 @@ Each file must include:
 
 If a release notes file already exists for this version, update it rather than creating a new one.
 
+#### Full Coverage Rule (Mandatory)
+
+Release notes must cover **all updates in the current release scope** and not only headline features.
+
+Minimum required coverage in both EN/CN files:
+- New features and capability enhancements
+- Bug fixes and reliability fixes
+- Documentation/README/doc-mirror updates that affect user understanding or usage
+- Terminology/i18n/wording fixes that change visible behavior or messaging
+
+Before commit, cross-check release notes against `git diff` and ensure no meaningful update is omitted.
+
 ### Step 5 — Verify Consistency (Pre-Commit Check)
 
 Run the consistency check script:
@@ -130,6 +142,7 @@ Confirm the commit hash and list the number of files changed.
 - [ ] Both `index.md` version badges updated
 - [ ] Root `README.md` and `README_CN.md` date badges updated to today
 - [ ] `What's New` / `最新更新` contains ONLY the latest release
+- [ ] Release notes include all meaningful updates from the current diff (feature + fix + docs/i18n)
 - [ ] `v{version}.md` and `v{version}_CN.md` created or updated
 - [ ] `python3 scripts/check_version_consistency.py` returns no errors
 - [ ] Commit message is English-only Conventional Commits format

.github/skills/source-code-analyzer/SKILL.md

@@ -17,6 +17,7 @@ When assisting with the development of `openwebui-extensions`, you (Antigravity)
 - **Open WebUI**: `../open-webui/` (Core platform context)
 - **Skills**: `../skills/` (Reusable expertise library)
 - **Awesome Copilot**: `../awesome-copilot/` (Shared extensions & resources)
+- **Open Terminal**: `../open-terminal/` (Terminal integration service)
 
 ### Plugin-Specific (Relevant to GitHub Copilot SDK)
 

.github/workflows/aw-ci-audit.md

@@ -0,0 +1,222 @@
+---
+description: "CI audit workflow for failed releases, publish jobs, stats updates, and other important repository automation"
+private: true
+labels: [automation, diagnostics, ci, gh-aw]
+metadata:
+  author: Fu-Jie
+  category: maintenance
+  maturity: draft
+on:
+  schedule: daily
+  workflow_dispatch:
+  roles: all
+  skip-bots: [github-actions, copilot, dependabot, renovate]
+permissions:
+  contents: read
+  issues: read
+  pull-requests: read
+  actions: read
+engine: copilot
+network:
+  allowed:
+    - defaults
+safe-outputs:
+  create-issue:
+    title-prefix: "[ci-audit] "
+    labels: [ci-audit, maintenance]
+    close-older-issues: false
+  allowed-github-references: [repo]
+timeout-minutes: 15
+tools:
+  github:
+    toolsets: [repos, issues, pull_requests]
+  bash:
+    - pwd
+    - ls
+    - cat
+    - head
+    - tail
+    - grep
+    - wc
+    - rg
+    - git status
+    - git diff
+    - git show
+    - git ls-files
+---
+
+# CI Audit
+
+You are the repository maintainer assistant for `Fu-Jie/openwebui-extensions`.
+
+Your job is to inspect recent repository automation health and create **one concise maintenance issue only when there is actionable CI or automation feedback**.
+
+If there is no meaningful failure pattern, no new actionable diagnosis, or no useful maintainer issue to open, you **must call `noop`** with a short explanation.
+
+## Primary Goal
+
+Audit recent automation health for:
+
+- failed or flaky release-related workflows
+- plugin publishing failures
+- community stats update regressions
+- repeated workflow drift or fragile maintenance steps
+- repository-specific next steps maintainers can actually act on
+
+This workflow is **diagnostic-only**. Do not modify files, push code, open pull requests, or create releases.
+
+## High-Priority Source Files
+
+Use these files as the authoritative context before forming conclusions:
+
+- `.github/copilot-instructions.md`
+- `.github/workflows/release.yml`
+- `.github/workflows/publish_plugin.yml`
+- `.github/workflows/publish_new_plugin.yml`
+- `.github/workflows/plugin-version-check.yml`
+- `.github/workflows/community-stats.yml`
+- `docs/development/gh-aw-integration-plan.md`
+- `docs/development/gh-aw-integration-plan.zh.md`
+
+## Target Workflows
+
+Prioritize these workflows first:
+
+- `release.yml`
+- `publish_plugin.yml`
+- `publish_new_plugin.yml`
+- `plugin-version-check.yml`
+- `community-stats.yml`
+- `deploy.yml`
+
+If there are no meaningful issues there, do not widen scope unnecessarily.
+
+## Review Scope
+
+Focus on recent failed or suspicious automation runs and repository-facing symptoms. Prefer diagnosis that is grounded in repository context, not generic CI advice.
+
+This workflow should behave like a maintainer who is reviewing workflow health trends, not like a generic log summarizer.
+
+Focus especially on these areas:
+
+### 1. Release and Publish Failures
+
+Inspect whether recent failures suggest actionable problems such as:
+
+- version extraction or comparison drift
+- release-note packaging gaps
+- publish-script authentication or environment issues
+- assumptions in release jobs that no longer match repository structure
+- failures that are likely to recur until repository logic changes
+
+### 2. Stats and Scheduled Workflow Reliability
+
+Inspect whether scheduled maintenance jobs show drift or fragility such as:
+
+- community stats commits no longer happening when expected
+- badge or docs generation assumptions becoming stale
+- external API dependent jobs failing in repeatable ways
+- schedule-driven jobs causing noisy or low-value churn
+
+### 3. Signal Quality for Maintainers
+
+Only create an issue if there is a useful diagnosis with at least one concrete next step.
+
+Good issue-worthy findings include:
+
+- a repeated failure signature across runs
+- a repository mismatch between workflow logic and current file layout
+- a likely missing secret, missing permission, or stale path assumption
+- repeated low-signal failures that should be filtered or hardened
+
+Do not open issues for one-off noise unless the failure pattern is likely to recur.
+
+### 4. Existing Issue Awareness
+
+Before creating a new issue, check whether a recent open issue already appears to cover the same CI failure pattern.
+
+If an existing issue already covers the problem well enough, prefer `noop` and mention that the diagnosis is already tracked.
+
+## Severity Model
+
+Use three levels only:
+
+- `High`: likely recurring CI or automation failure with repository impact
+- `Medium`: useful to fix soon to reduce maintenance burden or workflow drift
+- `Low`: optional hardening or cleanup suggestion
+
+Do not invent issues just to create a report.
+
+## Issue Creation Rules
+
+Create **one maintenance issue** only if there is actionable new diagnosis.
+
+The issue must:
+
+- be in English
+- be concise and maintainer-like
+- lead with findings, not generic praise
+- include clickable file references like ``.github/workflows/release.yml`` or ``scripts/publish_plugin.py``
+- avoid nested bullets
+- avoid pasting raw logs unless a short excerpt is critical
+
+Use this exact structure when creating the issue:
+
+```markdown
+## CI Audit
+
+### Summary
+Short diagnosis of the failure pattern or automation risk.
+
+### Findings
+- `path/to/file`: specific problem or likely root cause
+
+### Suggested Next Steps
+- concrete maintainer action
+- concrete maintainer action
+
+### Notes
+- Mention whether this appears recurring, new, or already partially mitigated.
+```
+
+Rules:
+
+- Keep the issue under about 300 words unless multiple workflows are affected.
+- If there are multiple related findings, group them into one issue rather than opening separate issues.
+- Prefer a single, actionable diagnosis over a broad laundry list.
+
+## No-Issue Rule
+
+If there is no meaningful new diagnosis to report:
+
+- do not create a status-only issue
+- do not restate that workflows look healthy
+- call `noop` with a short explanation like:
+
+```json
+{"noop": {"message": "No action needed: reviewed recent repository automation signals and found no new actionable CI diagnosis worth opening as a maintenance issue."}}
+```
+
+## Suggested Audit Process
+
+1. Inspect recent repository automation context.
+2. Prioritize the target workflows listed above.
+3. Identify recurring or repository-specific failure patterns.
+4. Check whether the problem is already tracked in an open issue.
+5. Draft the shortest useful maintenance issue only if the diagnosis is actionable and new.
+6. Finish with exactly one `create_issue` or one `noop`.
+
+## Important Constraints
+
+- Do not create an issue for a single low-signal transient failure.
+- Do not propose large refactors unless the failure pattern clearly justifies them.
+- Prefer repository-specific causes over generic "retry later" style advice.
+- If the likely root cause is uncertain, state the uncertainty explicitly.
+- If the pattern appears already tracked, prefer `noop` over duplicate issue creation.
+
+## Final Requirement
+
+You **must** finish with exactly one safe output action:
+
+- `create_issue` if there is actionable new diagnosis
+- `noop` if there is not

.github/workflows/aw-pr-maintainer-review.md

@@ -0,0 +1,236 @@
+---
+description: "Semantic PR maintainer review for plugin standards, bilingual docs sync, and release readiness gaps"
+private: true
+labels: [automation, review, pull-request, gh-aw]
+metadata:
+  author: Fu-Jie
+  category: maintenance
+  maturity: draft
+on:
+  pull_request:
+    types: [opened, reopened, synchronize, ready_for_review]
+    paths:
+      - 'plugins/**'
+      - 'docs/**'
+      - '.github/**'
+      - 'README.md'
+      - 'README_CN.md'
+    forks: ["*"]
+  workflow_dispatch:
+  roles: all
+  skip-bots: [github-actions, copilot, dependabot, renovate]
+permissions:
+  contents: read
+  issues: read
+  pull-requests: read
+engine: copilot
+network:
+  allowed:
+    - defaults
+safe-outputs:
+  add-comment:
+    target: triggering
+    max: 1
+    hide-older-comments: true
+    footer: false
+  allowed-github-references: [repo]
+timeout-minutes: 12
+tools:
+  github:
+    toolsets: [repos, issues, pull_requests]
+  bash:
+    - pwd
+    - ls
+    - cat
+    - head
+    - tail
+    - grep
+    - wc
+    - rg
+    - git status
+    - git diff
+    - git show
+    - git ls-files
+---
+
+# PR Maintainer Review
+
+You are the repository maintainer assistant for `Fu-Jie/openwebui-extensions`.
+
+Your job is to review the triggering pull request against this repository's standards and leave **one concise summary comment only when there is actionable feedback**.
+
+If the PR already looks compliant enough and there is no useful maintainer feedback to add, you **must call `noop`** with a short explanation.
+
+## Primary Goal
+
+Review the PR for:
+
+- repository-standard compliance
+- missing synchronized file updates
+- release-readiness gaps
+- documentation drift introduced by the change
+- risky behavior regressions in plugin code
+
+This workflow is **review-only**. Do not attempt to modify files, push code, or open pull requests.
+
+## High-Priority Source Files
+
+Use these files as the authoritative rule set before forming conclusions:
+
+- `.github/copilot-instructions.md`
+- `.github/instructions/code-review.instructions.md`
+- `.github/instructions/commit-message.instructions.md`
+- `.github/skills/release-prep/SKILL.md`
+- `.github/skills/doc-mirror-sync/SKILL.md`
+- `docs/development/gh-aw-integration-plan.md`
+- `docs/development/gh-aw-integration-plan.zh.md`
+
+## Review Scope
+
+Start from the PR diff and changed files only. Expand into related files only when necessary to verify consistency.
+
+Prioritize repository policy over generic best practices. This workflow should behave like a maintainer who knows this repository well, not like a broad lint bot.
+
+Focus especially on these areas:
+
+### 1. Plugin Code Standards
+
+When a plugin Python file changes, check for repository-specific correctness:
+
+- single-file i18n pattern is preserved
+- user-visible text is routed through translations where appropriate
+- `_get_user_context` and `_get_chat_context` are used instead of fragile direct access
+- `__event_call__` JavaScript execution has timeout guards and JS-side fallback handling
+- `print()` is not introduced in production plugin code
+- emitter usage is guarded safely
+- filter plugins do not store request-scoped mutable state on `self`
+- OpenWebUI/Copilot SDK tool definitions remain consistent with repository conventions
+
+### 2. Versioning and Release Hygiene
+
+When `plugins/**/*.py` changes, verify whether the PR also updates what should normally move with it:
+
+- plugin docstring `version:` changed when behavior changed
+- local `README.md` and `README_CN.md` changed where user-visible behavior changed
+- mirrored docs under `docs/plugins/**` changed where required
+- docs plugin indexes changed if a published version badge or listing text should change
+- root `README.md` and `README_CN.md` updated date badge if this PR is clearly release-prep oriented
+
+Do not require every PR to be full release prep. Only flag missing sync files when the PR clearly changes published behavior, plugin metadata, versioned documentation, or release-facing content.
+
+### 3. Documentation Sync
+
+When plugin READMEs change, check whether matching docs mirrors should also change:
+
+- `plugins/{type}/{name}/README.md` -> `docs/plugins/{type}/{name}.md`
+- `plugins/{type}/{name}/README_CN.md` -> `docs/plugins/{type}/{name}.zh.md`
+
+When docs-only changes are intentional, avoid over-reporting.
+
+Useful path mappings:
+
+- `plugins/actions/{name}/README.md` -> `docs/plugins/actions/{name}.md`
+- `plugins/actions/{name}/README_CN.md` -> `docs/plugins/actions/{name}.zh.md`
+- `plugins/filters/{name}/README.md` -> `docs/plugins/filters/{name}.md`
+- `plugins/filters/{name}/README_CN.md` -> `docs/plugins/filters/{name}.zh.md`
+- `plugins/pipes/{name}/README.md` -> `docs/plugins/pipes/{name}.md`
+- `plugins/pipes/{name}/README_CN.md` -> `docs/plugins/pipes/{name}.zh.md`
+- `plugins/pipelines/{name}/README.md` -> `docs/plugins/pipelines/{name}.md`
+- `plugins/pipelines/{name}/README_CN.md` -> `docs/plugins/pipelines/{name}.zh.md`
+- `plugins/tools/{name}/README.md` -> `docs/plugins/tools/{name}.md`
+- `plugins/tools/{name}/README_CN.md` -> `docs/plugins/tools/{name}.zh.md`
+
+### 4. PR Quality and Maintainer Signal
+
+Check whether the PR description is missing key maintainer context:
+
+- what changed
+- why it changed
+- whether users need migration or reconfiguration
+
+Only mention this if the omission makes review materially harder.
+
+## Severity Model
+
+Use three levels only:
+
+- `Blocking`: likely bug, release regression, missing required sync, or standards breakage
+- `Important`: should be fixed before merge, but not an obvious runtime break
+- `Minor`: worthwhile suggestion, but optional
+
+Do not invent issues just to leave a comment.
+
+## Commenting Rules
+
+Leave **one summary comment** only if there is actionable feedback.
+
+The comment must:
+
+- be in English
+- be concise and maintainer-like
+- lead with findings, not compliments
+- include clickable file references like ``plugins/pipes/foo/foo.py`` or ``docs/plugins/pipes/index.md``
+- avoid nested bullets
+- avoid repeating obvious diff content
+
+Use this exact structure when commenting:
+
+```markdown
+## PR Maintainer Review
+
+### Blocking
+- `path/to/file`: specific issue and why it matters
+
+### Important
+- `path/to/file`: specific issue and what sync/check is missing
+
+### Minor
+- `path/to/file`: optional improvement or consistency note
+
+### Merge Readiness
+- Ready after the items above are addressed.
+```
+
+Rules:
+
+- Omit empty sections.
+- If there is only one severity category, include only that category plus `Merge Readiness`.
+- Keep the full comment under about 250 words unless multiple files are involved.
+
+## No-Comment Rule
+
+If the PR has no meaningful maintainer findings:
+
+- do not leave a praise-only comment
+- do not restate that checks passed
+- call `noop` with a short explanation like:
+
+```json
+{"noop": {"message": "No action needed: reviewed the PR diff and repository sync expectations, and found no actionable maintainer feedback."}}
+```
+
+## Suggested Review Process
+
+1. Identify the changed files in the PR.
+2. Read the high-priority repository rule files.
+3. Compare changed plugin code against plugin review instructions.
+4. Compare changed README or docs files against doc-mirror expectations.
+5. Determine whether version-sync or release-facing files are missing.
+6. Draft the shortest useful maintainer summary.
+7. Leave exactly one `add_comment` or one `noop`.
+
+## Important Constraints
+
+- Do not request broad refactors unless the PR already touches that area.
+- Do not require release-prep steps for tiny internal-only edits.
+- Do not insist on docs sync when the change is clearly private/internal and not user-facing.
+- Prefer precise, repository-specific feedback over generic code review advice.
+- If you are unsure whether a sync file is required, downgrade to `Important` rather than `Blocking`.
+- If a finding depends on intent that is not visible in the PR, explicitly say it is conditional instead of presenting it as certain.
+
+## Final Requirement
+
+You **must** finish with exactly one safe output action:
+
+- `add_comment` if there is actionable feedback
+- `noop` if there is not

.github/workflows/aw-release-preflight.md

@@ -0,0 +1,248 @@
+---
+description: "Release preflight review for version sync, bilingual docs, release notes, and release-facing consistency"
+private: true
+labels: [automation, review, release, gh-aw]
+metadata:
+  author: Fu-Jie
+  category: maintenance
+  maturity: draft
+on:
+  pull_request:
+    types: [opened, reopened, synchronize, ready_for_review]
+    paths:
+      - 'plugins/**/*.py'
+      - 'plugins/**/README.md'
+      - 'plugins/**/README_CN.md'
+      - 'plugins/**/v*.md'
+      - 'plugins/**/v*_CN.md'
+      - 'docs/plugins/**/*.md'
+      - 'README.md'
+      - 'README_CN.md'
+      - '.github/**'
+    forks: ["*"]
+  workflow_dispatch:
+  roles: all
+  skip-bots: [github-actions, copilot, dependabot, renovate]
+permissions:
+  contents: read
+  issues: read
+  pull-requests: read
+engine: copilot
+network:
+  allowed:
+    - defaults
+safe-outputs:
+  add-comment:
+    target: triggering
+    max: 1
+    hide-older-comments: true
+    footer: false
+  allowed-github-references: [repo]
+timeout-minutes: 12
+tools:
+  github:
+    toolsets: [repos, issues, pull_requests]
+  bash:
+    - pwd
+    - ls
+    - cat
+    - head
+    - tail
+    - grep
+    - wc
+    - rg
+    - git status
+    - git diff
+    - git show
+    - git ls-files
+---
+
+# Release Preflight Review
+
+You are the repository maintainer assistant for `Fu-Jie/openwebui-extensions`.
+
+Your job is to perform a **release-preflight review** for the triggering change and leave **one concise summary comment only when there is actionable release-facing feedback**.
+
+If the change is not actually release-prep, or it already looks consistent enough that there is no useful maintainer feedback to add, you **must call `noop`** with a short explanation.
+
+## Primary Goal
+
+Review the change for:
+
+- version-sync completeness
+- bilingual README and docs consistency
+- release-notes completeness
+- release-facing index or badge drift
+- missing migration or maintainer context for a user-visible release
+
+This workflow is **review-only**. Do not modify files, push code, create releases, or open pull requests.
+
+## High-Priority Source Files
+
+Use these files as the authoritative rule set before forming conclusions:
+
+- `.github/copilot-instructions.md`
+- `.github/instructions/commit-message.instructions.md`
+- `.github/skills/release-prep/SKILL.md`
+- `.github/skills/doc-mirror-sync/SKILL.md`
+- `.github/workflows/release.yml`
+- `docs/development/gh-aw-integration-plan.md`
+- `docs/development/gh-aw-integration-plan.zh.md`
+
+## Review Scope
+
+Start from the PR diff and changed files only. Expand into related release-facing files only when needed to verify sync.
+
+Prioritize repository release policy over generic release advice. This workflow should act like a maintainer performing a final consistency pass before a release-oriented merge.
+
+Focus especially on these areas:
+
+### 1. Version Sync Across Release Files
+
+When a plugin release is being prepared, check whether the expected version bump is consistently reflected across the release-facing file set:
+
+- plugin Python docstring `version:`
+- plugin-local `README.md`
+- plugin-local `README_CN.md`
+- docs mirror page in `docs/plugins/**`
+- Chinese docs mirror page in `docs/plugins/**/*.zh.md`
+- plugin list entries or badges in `docs/plugins/{type}/index.md`
+- plugin list entries or badges in `docs/plugins/{type}/index.zh.md`
+
+Only flag this when the change is clearly release-oriented, version-oriented, or user-visible enough that a synchronized release update is expected.
+
+### 2. README and Docs Mirror Consistency
+
+When plugin README files change, check whether the mirrored docs pages were updated consistently.
+
+Useful path mappings:
+
+- `plugins/actions/{name}/README.md` -> `docs/plugins/actions/{name}.md`
+- `plugins/actions/{name}/README_CN.md` -> `docs/plugins/actions/{name}.zh.md`
+- `plugins/filters/{name}/README.md` -> `docs/plugins/filters/{name}.md`
+- `plugins/filters/{name}/README_CN.md` -> `docs/plugins/filters/{name}.zh.md`
+- `plugins/pipes/{name}/README.md` -> `docs/plugins/pipes/{name}.md`
+- `plugins/pipes/{name}/README_CN.md` -> `docs/plugins/pipes/{name}.zh.md`
+- `plugins/pipelines/{name}/README.md` -> `docs/plugins/pipelines/{name}.md`
+- `plugins/pipelines/{name}/README_CN.md` -> `docs/plugins/pipelines/{name}.zh.md`
+- `plugins/tools/{name}/README.md` -> `docs/plugins/tools/{name}.md`
+- `plugins/tools/{name}/README_CN.md` -> `docs/plugins/tools/{name}.zh.md`
+
+Do not over-report if the change is intentionally docs-only and not a release-prep change.
+
+### 3. What's New and Release Notes Coverage
+
+When a release-facing plugin update is present, check whether the release documentation covers the current scope clearly enough:
+
+- the current `What's New` section reflects the latest release only
+- the Chinese `最新更新` section is aligned with the English version
+- `v{version}.md` and `v{version}_CN.md` exist when release notes are expected
+- release notes cover meaningful feature, fix, docs, or migration changes in the current diff
+
+Do not require release notes for tiny internal-only edits. Do flag missing release notes if the PR is obviously preparing a published plugin release.
+
+### 4. Root Readme and Release-Facing Index Drift
+
+For clearly release-oriented changes, check whether repository-level release-facing surfaces also need updates:
+
+- root `README.md` updated date badge
+- root `README_CN.md` updated date badge
+- plugin index entries under `docs/plugins/**/index.md`
+- plugin index entries under `docs/plugins/**/index.zh.md`
+
+Only mention missing root-level updates when the PR is truly release-prep oriented, not for routine internal edits.
+
+### 5. Maintainer Context and Release Clarity
+
+Check whether the PR description or visible release-facing text is missing essential context:
+
+- what is being released
+- why the release matters
+- whether migration or reconfiguration is needed
+
+Only mention this if the omission makes release review materially harder.
+
+## Severity Model
+
+Use three levels only:
+
+- `Blocking`: likely release regression, missing required version sync, or clearly incomplete release-facing update
+- `Important`: should be fixed before merge to avoid release confusion or drift
+- `Minor`: worthwhile release-facing cleanup or consistency suggestion
+
+Do not invent issues just to leave a comment.
+
+## Commenting Rules
+
+Leave **one summary comment** only if there is actionable release-preflight feedback.
+
+The comment must:
+
+- be in English
+- be concise and maintainer-like
+- lead with findings, not compliments
+- include clickable file references like ``plugins/pipes/foo/README.md`` or ``docs/plugins/pipes/index.md``
+- avoid nested bullets
+- avoid restating obvious diff content
+
+Use this exact structure when commenting:
+
+```markdown
+## Release Preflight Review
+
+### Blocking
+- `path/to/file`: specific release-facing problem and why it matters
+
+### Important
+- `path/to/file`: missing sync or release-documentation gap
+
+### Minor
+- `path/to/file`: optional cleanup or consistency improvement
+
+### Release Readiness
+- Ready after the items above are addressed.
+```
+
+Rules:
+
+- Omit empty sections.
+- If there is only one severity category, include only that category plus `Release Readiness`.
+- Keep the full comment under about 250 words unless multiple files are involved.
+
+## No-Comment Rule
+
+If the change has no meaningful release-preflight findings:
+
+- do not leave a praise-only comment
+- do not restate that checks passed
+- call `noop` with a short explanation like:
+
+```json
+{"noop": {"message": "No action needed: reviewed the release-facing diff, version-sync expectations, and bilingual documentation coverage, and found no actionable preflight feedback."}}
+```
+
+## Suggested Review Process
+
+1. Identify whether the change is actually release-oriented.
+2. Inspect the changed files in the PR diff.
+3. Read the repository release-prep rule files.
+4. Check plugin version-sync expectations only where release intent is visible.
+5. Check README, README_CN, docs mirrors, indexes, and release notes for drift.
+6. Draft the shortest useful maintainer summary.
+7. Leave exactly one `add_comment` or one `noop`.
+
+## Important Constraints
+
+- Do not force full release-prep expectations onto tiny internal edits.
+- Do not require root README badge updates unless the PR is clearly release-facing.
+- Do not ask for release notes if the change is not realistically a release-prep PR.
+- Prefer repository-specific sync feedback over generic release advice.
+- If you are unsure whether a release-facing sync file is required, downgrade to `Important` rather than `Blocking`.
+- If a finding depends on inferred intent, state it conditionally instead of presenting it as certain.
+
+## Final Requirement
+
+You **must** finish with exactly one safe output action:
+
+- `add_comment` if there is actionable feedback
+- `noop` if there is not

.github/workflows/release.yml

@@ -5,13 +5,13 @@
 # Triggers:
 # - Push to main branch when plugins are modified (auto-release)
 # - Manual trigger (workflow_dispatch) with custom release notes
-# - Push of version tags (v*)
+# - Push of plugin version tags (<plugin>-v*)
 #
 # What it does:
 # 1. Detects plugin version changes compared to the last release
 # 2. Generates release notes with updated plugin information
 # 3. Creates a GitHub Release with plugin files as downloadable assets
-# 4. Supports multiple plugin updates in a single release
+# 4. Enforces one plugin creation/update per release
 
 name: Plugin Release
 
@@ -22,14 +22,20 @@ on:
       - main
     paths:
       - 'plugins/**/*.py'
+      - 'plugins/**/README.md'
+      - 'plugins/**/README_CN.md'
+      - 'plugins/**/v*.md'
+      - 'plugins/**/v*_CN.md'
+      - 'docs/plugins/**/*.md'
     tags:
+      - '*-v*'
       - 'v*'
 
   # Manual trigger with inputs
   workflow_dispatch:
     inputs:
       version:
-        description: 'Release version (e.g., v1.0.0). Leave empty for auto-generated version.'
+        description: 'Release tag (e.g., markdown-normalizer-v1.2.8). Leave empty for auto-generated tag.'
         required: false
         type: string
       release_title:
@@ -52,13 +58,23 @@ permissions:
 jobs:
   check-changes:
     runs-on: ubuntu-latest
+    # Skip release if commit message contains [skip release]
+    if: ${{ !contains(github.event.head_commit.message, '[skip release]') }}
     env:
       LANG: en_US.UTF-8
       LC_ALL: en_US.UTF-8
     outputs:
       has_changes: ${{ steps.detect.outputs.has_changes }}
       changed_plugins: ${{ steps.detect.outputs.changed_plugins }}
+      changed_plugin_title: ${{ steps.detect.outputs.changed_plugin_title }}
+      changed_plugin_slug: ${{ steps.detect.outputs.changed_plugin_slug }}
+      changed_plugin_version: ${{ steps.detect.outputs.changed_plugin_version }}
+      changed_plugin_count: ${{ steps.detect.outputs.changed_plugin_count }}
       release_notes: ${{ steps.detect.outputs.release_notes }}
+      has_doc_changes: ${{ steps.detect.outputs.has_doc_changes }}
+      changed_doc_files: ${{ steps.detect.outputs.changed_doc_files }}
+      previous_release_tag: ${{ steps.detect.outputs.previous_release_tag }}
+      compare_ref: ${{ steps.detect.outputs.compare_ref }}
     
     steps:
       - name: Checkout repository
@@ -80,32 +96,43 @@ jobs:
       - name: Detect plugin changes
         id: detect
         run: |
-          # Get the last release tag
-          LAST_TAG=$(git describe --tags --abbrev=0 2>/dev/null || echo "")
-          
-          if [ -z "$LAST_TAG" ]; then
-            echo "No previous release found, treating all plugins as new"
-            COMPARE_REF="$(git rev-list --max-parents=0 HEAD)"
-          else
-            echo "Comparing with last release: $LAST_TAG"
-            COMPARE_REF="$LAST_TAG"
+          # Always compare against the most recent previously released version.
+          CURRENT_TAG=""
+          if [[ "${GITHUB_REF}" == refs/tags/* ]]; then
+            CURRENT_TAG="${GITHUB_REF#refs/tags/}"
+            echo "Current tag event detected: $CURRENT_TAG"
           fi
+
+          PREVIOUS_RELEASE_TAG=$(git tag --sort=-creatordate | grep -Fxv "$CURRENT_TAG" | head -n1 || true)
+
+          if [ -n "$PREVIOUS_RELEASE_TAG" ]; then
+            echo "Comparing with previous release tag: $PREVIOUS_RELEASE_TAG"
+            COMPARE_REF="$PREVIOUS_RELEASE_TAG"
+          else
+            COMPARE_REF="$(git rev-list --max-parents=0 HEAD)"
+            echo "No previous release tag found, using repository root commit: $COMPARE_REF"
+          fi
+
+          echo "previous_release_tag=$PREVIOUS_RELEASE_TAG" >> "$GITHUB_OUTPUT"
+          echo "compare_ref=$COMPARE_REF" >> "$GITHUB_OUTPUT"
           
           # Get current plugin versions
           python scripts/extract_plugin_versions.py --json --output current_versions.json
           
           # Get previous plugin versions by checking out old plugins
-          if git worktree add /tmp/old_repo ${COMPARE_REF} 2>/dev/null; then
-            if [ -d /tmp/old_repo/plugins ]; then
-              python scripts/extract_plugin_versions.py --plugins-dir /tmp/old_repo/plugins --json --output old_versions.json
+          OLD_WORKTREE=$(mktemp -d)
+          if git worktree add "$OLD_WORKTREE" ${COMPARE_REF} 2>/dev/null; then
+            if [ -d "$OLD_WORKTREE/plugins" ]; then
+              python scripts/extract_plugin_versions.py --plugins-dir "$OLD_WORKTREE/plugins" --json --output old_versions.json
             else
               echo "[]" > old_versions.json
             fi
-            git worktree remove /tmp/old_repo 2>/dev/null || true
+            git worktree remove "$OLD_WORKTREE" 2>/dev/null || true
           else
             echo "Failed to create worktree, using empty version list"
             echo "[]" > old_versions.json
           fi
+          rm -rf "$OLD_WORKTREE" 2>/dev/null || true
           
           # Compare versions and generate release notes
           python scripts/extract_plugin_versions.py --compare old_versions.json --ignore-removed --output changes.md
@@ -113,33 +140,106 @@ jobs:
           
           echo "=== Version Changes ==="
           cat changes.md
+
+          # Detect documentation/release-note changes that should be reflected in release notes
+          git diff --name-only "$COMPARE_REF"..HEAD -- \
+            'plugins/**/README.md' \
+            'plugins/**/README_CN.md' \
+            'plugins/**/v*.md' \
+            'plugins/**/v*_CN.md' \
+            'docs/plugins/**/*.md' > changed_docs.txt || true
+
+          if [ -s changed_docs.txt ]; then
+            echo "has_doc_changes=true" >> $GITHUB_OUTPUT
+            echo "changed_doc_files<<EOF" >> $GITHUB_OUTPUT
+            cat changed_docs.txt >> $GITHUB_OUTPUT
+            echo "" >> $GITHUB_OUTPUT
+            echo "EOF" >> $GITHUB_OUTPUT
+          else
+            echo "has_doc_changes=false" >> $GITHUB_OUTPUT
+            echo "changed_doc_files=" >> $GITHUB_OUTPUT
+          fi
           
           # Check if there are any changes
           if grep -q "No changes detected" changes.md; then
+            # Only trigger release if there are actual version changes, not just doc changes
             echo "has_changes=false" >> $GITHUB_OUTPUT
             echo "changed_plugins=" >> $GITHUB_OUTPUT
+            echo "changed_plugin_title=" >> $GITHUB_OUTPUT
+            echo "changed_plugin_slug=" >> $GITHUB_OUTPUT
+            echo "changed_plugin_version=" >> $GITHUB_OUTPUT
+            echo "changed_plugin_count=0" >> $GITHUB_OUTPUT
           else
             echo "has_changes=true" >> $GITHUB_OUTPUT
-            
-            # Extract changed plugin file paths using Python
-            python3 -c "
+
+            # Extract changed plugin metadata and enforce a single-plugin release.
+            python3 <<'PY'
           import json
-          with open('changes.json', 'r') as f:
-              data = json.load(f)
-          files = []
+          import sys
+          from pathlib import Path
+
+          data = json.load(open('changes.json', 'r', encoding='utf-8'))
+
+          def get_plugin_meta(plugin):
+            manifest = plugin.get('data', {}).get('function', {}).get('meta', {}).get('manifest', {})
+            title = (manifest.get('title') or plugin.get('title') or '').strip()
+            version = (manifest.get('version') or plugin.get('version') or '').strip()
+            file_path = (plugin.get('file_path') or '').strip()
+            slug = Path(file_path).parent.name.replace('_', '-').strip() if file_path else ''
+            return {
+              'title': title,
+              'slug': slug,
+              'version': version,
+              'file_path': file_path,
+            }
+
+          plugins = []
+          seen_keys = set()
+
           for plugin in data.get('added', []):
-              if 'file_path' in plugin:
-                  files.append(plugin['file_path'])
+            meta = get_plugin_meta(plugin)
+            key = meta['file_path'] or meta['title']
+            if key and key not in seen_keys:
+              plugins.append(meta)
+              seen_keys.add(key)
+
           for update in data.get('updated', []):
-              if 'current' in update and 'file_path' in update['current']:
-                  files.append(update['current']['file_path'])
-          print('\n'.join(files))
-          " > changed_files.txt
+            meta = get_plugin_meta(update.get('current', {}))
+            key = meta['file_path'] or meta['title']
+            if key and key not in seen_keys:
+              plugins.append(meta)
+              seen_keys.add(key)
+
+          Path('changed_files.txt').write_text(
+            '\n'.join(meta['file_path'] for meta in plugins if meta['file_path']),
+            encoding='utf-8',
+          )
+          Path('changed_plugin_count.txt').write_text(str(len(plugins)), encoding='utf-8')
+
+          if len(plugins) > 1:
+            print('Error: release workflow only supports one plugin creation/update per release.', file=sys.stderr)
+            for meta in plugins:
+              print(
+                f"- {meta['title'] or 'Unknown'} v{meta['version'] or '?'} ({meta['file_path'] or 'unknown path'})",
+                file=sys.stderr,
+              )
+            sys.exit(1)
+
+          selected = plugins[0] if plugins else {'title': '', 'slug': '', 'version': ''}
+          Path('changed_plugin_title.txt').write_text(selected['title'], encoding='utf-8')
+          Path('changed_plugin_slug.txt').write_text(selected['slug'], encoding='utf-8')
+          Path('changed_plugin_version.txt').write_text(selected['version'], encoding='utf-8')
+          PY
             
             echo "changed_plugins<<EOF" >> $GITHUB_OUTPUT
             cat changed_files.txt >> $GITHUB_OUTPUT
             echo "" >> $GITHUB_OUTPUT
             echo "EOF" >> $GITHUB_OUTPUT
+
+            echo "changed_plugin_title=$(cat changed_plugin_title.txt)" >> $GITHUB_OUTPUT
+            echo "changed_plugin_slug=$(cat changed_plugin_slug.txt)" >> $GITHUB_OUTPUT
+            echo "changed_plugin_version=$(cat changed_plugin_version.txt)" >> $GITHUB_OUTPUT
+            echo "changed_plugin_count=$(cat changed_plugin_count.txt)" >> $GITHUB_OUTPUT
           fi
           
           # Store release notes
@@ -152,7 +252,7 @@ jobs:
 
   release:
     needs: check-changes
-    if: needs.check-changes.outputs.has_changes == 'true' || github.event_name == 'workflow_dispatch' || startsWith(github.ref, 'refs/tags/v')
+    if: needs.check-changes.outputs.has_changes == 'true' || github.event_name == 'workflow_dispatch' || startsWith(github.ref, 'refs/tags/')
     runs-on: ubuntu-latest
     env:
       LANG: en_US.UTF-8
@@ -180,41 +280,45 @@ jobs:
         id: version
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          CHANGED_PLUGIN_SLUG: ${{ needs.check-changes.outputs.changed_plugin_slug }}
+          CHANGED_PLUGIN_VERSION: ${{ needs.check-changes.outputs.changed_plugin_version }}
         run: |
           if [ "${{ github.event_name }}" = "workflow_dispatch" ] && [ -n "${{ github.event.inputs.version }}" ]; then
             VERSION="${{ github.event.inputs.version }}"
-          elif [[ "${{ github.ref }}" == refs/tags/v* ]]; then
+          elif [[ "${{ github.ref }}" == refs/tags/* ]]; then
             VERSION="${GITHUB_REF#refs/tags/}"
+          elif [ -n "$CHANGED_PLUGIN_SLUG" ] && [ -n "$CHANGED_PLUGIN_VERSION" ]; then
+            VERSION="${CHANGED_PLUGIN_SLUG}-v${CHANGED_PLUGIN_VERSION}"
           else
-            # Auto-generate version based on date and daily release count
-            TODAY=$(date +'%Y.%m.%d')
-            TODAY_PREFIX="v${TODAY}-"
-            
-            # Count existing releases with today's date prefix
-            # grep -c returns 1 if count is 0, so we use || true to avoid script failure
-            EXISTING_COUNT=$(gh release list --limit 100 2>/dev/null | grep -c "^${TODAY_PREFIX}" || true)
-            
-            # Clean up output (handle potential newlines or fallback issues)
-            EXISTING_COUNT=$(echo "$EXISTING_COUNT" | tr -cd '0-9')
-            if [ -z "$EXISTING_COUNT" ]; then EXISTING_COUNT=0; fi
-            
-            NEXT_NUM=$((EXISTING_COUNT + 1))
-            
-            VERSION="${TODAY_PREFIX}${NEXT_NUM}"
-            
-            # Final fallback to ensure VERSION is never empty
-            if [ -z "$VERSION" ]; then
-              VERSION="v$(date +'%Y.%m.%d-%H%M%S')"
-            fi
+            echo "Error: failed to determine plugin-scoped release tag." >&2
+            exit 1
           fi
           echo "version=$VERSION" >> $GITHUB_OUTPUT
-          echo "Release version: $VERSION"
+          echo "Release tag: $VERSION"
+
+      - name: Build release metadata
+        id: meta
+        env:
+          VERSION: ${{ steps.version.outputs.version }}
+          INPUT_TITLE: ${{ github.event.inputs.release_title }}
+          CHANGED_PLUGIN_TITLE: ${{ needs.check-changes.outputs.changed_plugin_title }}
+          CHANGED_PLUGIN_VERSION: ${{ needs.check-changes.outputs.changed_plugin_version }}
+        run: |
+          if [ -n "$INPUT_TITLE" ]; then
+            RELEASE_NAME="$INPUT_TITLE"
+          elif [ -n "$CHANGED_PLUGIN_TITLE" ] && [ -n "$CHANGED_PLUGIN_VERSION" ]; then
+            RELEASE_NAME="$CHANGED_PLUGIN_TITLE v$CHANGED_PLUGIN_VERSION"
+          else
+            RELEASE_NAME="$VERSION"
+          fi
+
+          echo "release_name=$RELEASE_NAME" >> "$GITHUB_OUTPUT"
+          echo "Release name: $RELEASE_NAME"
 
       - name: Extract plugin versions
         id: plugins
         run: |
           python scripts/extract_plugin_versions.py --json --output plugin_versions.json
-          python scripts/extract_plugin_versions.py --json --output plugin_versions.json
 
       - name: Collect plugin files for release
         id: collect_files
@@ -304,13 +408,16 @@ jobs:
       - name: Get commit messages
         id: commits
         if: github.event_name == 'push'
+        env:
+          PREVIOUS_RELEASE_TAG: ${{ needs.check-changes.outputs.previous_release_tag }}
+          COMPARE_REF: ${{ needs.check-changes.outputs.compare_ref }}
         run: |
-          LAST_TAG=$(git describe --tags --abbrev=0 2>/dev/null || echo "")
-          
-          if [ -n "$LAST_TAG" ]; then
-            COMMITS=$(git log ${LAST_TAG}..HEAD --pretty=format:"- %s" --no-merges -- plugins/ | head -20)
+          if [ -n "$PREVIOUS_RELEASE_TAG" ]; then
+            COMMITS=$(git log ${PREVIOUS_RELEASE_TAG}..HEAD --pretty=format:"- **%s**%n%b" --no-merges -- plugins/ | sed '/^$/d' | head -40)
+          elif [ -n "$COMPARE_REF" ]; then
+            COMMITS=$(git log ${COMPARE_REF}..HEAD --pretty=format:"- **%s**%n%b" --no-merges -- plugins/ | sed '/^$/d' | head -40)
           else
-            COMMITS=$(git log --pretty=format:"- %s" --no-merges -10 -- plugins/)
+            COMMITS=$(git log --pretty=format:"- **%s**%n%b" --no-merges -10 -- plugins/ | sed '/^$/d')
           fi
           
           {
@@ -326,12 +433,38 @@ jobs:
           VERSION: ${{ steps.version.outputs.version }}
           TITLE: ${{ github.event.inputs.release_title }}
           NOTES: ${{ github.event.inputs.release_notes }}
+          CHANGED_PLUGIN_TITLE: ${{ needs.check-changes.outputs.changed_plugin_title }}
+          CHANGED_PLUGIN_VERSION: ${{ needs.check-changes.outputs.changed_plugin_version }}
           DETECTED_CHANGES: ${{ needs.check-changes.outputs.release_notes }}
           COMMITS: ${{ steps.commits.outputs.commits }}
+          DOC_FILES: ${{ needs.check-changes.outputs.changed_doc_files }}
         run: |
           > release_notes.md
-          
-          if [ -n "$TITLE" ]; then
+
+          if [ -n "$CHANGED_PLUGIN_TITLE" ] && [ -n "$CHANGED_PLUGIN_VERSION" ]; then
+            echo "# $CHANGED_PLUGIN_TITLE v$CHANGED_PLUGIN_VERSION" >> release_notes.md
+            echo "" >> release_notes.md
+          elif [ -n "$TITLE" ]; then
+            echo "# $TITLE" >> release_notes.md
+            echo "" >> release_notes.md
+          fi
+
+          # 1. Release notes from v*.md files (highest priority, shown first)
+          if [ -n "$DOC_FILES" ]; then
+            RELEASE_NOTE_FILES=$(echo "$DOC_FILES" | grep -E '^plugins/.*/v[^/]*\.md$' | grep -v '_CN\.md$' || true)
+            if [ -n "$RELEASE_NOTE_FILES" ]; then
+              while IFS= read -r file; do
+                [ -z "$file" ] && continue
+                if [ -f "$file" ]; then
+                  python3 -c "import pathlib, re; file_path = pathlib.Path(r'''$file'''); text = file_path.read_text(encoding='utf-8'); text = re.sub(r'^#\\s+.+?(?:\\r?\\n)+', '', text, count=1, flags=re.MULTILINE); print(text.lstrip().rstrip())" >> release_notes.md
+                  echo "" >> release_notes.md
+                fi
+              done <<< "$RELEASE_NOTE_FILES"
+            fi
+          fi
+
+          # 2. Plugin version changes detected by script
+          if [ -z "$CHANGED_PLUGIN_TITLE" ] && [ -z "$CHANGED_PLUGIN_VERSION" ] && [ -n "$TITLE" ]; then
             echo "## $TITLE" >> release_notes.md
             echo "" >> release_notes.md
           fi
@@ -343,6 +476,7 @@ jobs:
             echo "" >> release_notes.md
           fi
           
+          # 3. Commits (Conventional Commits format with body)
           if [ -n "$COMMITS" ]; then
             echo "## Commits" >> release_notes.md
             echo "" >> release_notes.md
@@ -357,8 +491,6 @@ jobs:
             echo "" >> release_notes.md
           fi
           
-
-          
           cat >> release_notes.md << 'EOF'
           
           ## Download
@@ -384,11 +516,12 @@ jobs:
           📚 [Documentation](https://fu-jie.github.io/openwebui-extensions/)
           🐛 [Report Issues](https://github.com/Fu-Jie/openwebui-extensions/issues)
           EOF
-          
+
           echo "=== Release Notes ==="
           cat release_notes.md
 
       - name: Create Git Tag
+        if: ${{ !startsWith(github.ref, 'refs/tags/') }}
         run: |
           VERSION="${{ steps.version.outputs.version }}"
           
@@ -412,7 +545,7 @@ jobs:
         with:
           tag_name: ${{ steps.version.outputs.version }}
           target_commitish: ${{ github.sha }}
-          name: ${{ github.event.inputs.release_title || steps.version.outputs.version }}
+          name: ${{ steps.meta.outputs.release_name }}
           body_path: release_notes.md
           prerelease: ${{ github.event.inputs.prerelease || false }}
           make_latest: true

GEMINI.md

@@ -21,6 +21,7 @@ Plugin types: `actions` / `filters` / `pipes` / `pipelines` / `tools`
 2. **No silent failures.** All errors must surface via `__event_emitter__` notification or backend `logging`.
 3. **No hardcoded model IDs.** Default to the current conversation model; let `Valves` override.
 4. **Chinese responses.** Reply in Simplified Chinese for all planning, explanations, and status summaries. English only for code, commit messages, and docstrings.
+5. **Knowledge capture.** Whenever you discover a non-obvious pattern, gotcha, or workaround (e.g., internal API contracts, mock object requirements, parameter injection quirks), save it to `.agent/learnings/{topic}.md` **before ending the session**. See `.agent/learnings/README.md` for format and existing entries.
 
 ---
 

ISSUE_57_ANALYSIS_REPORT.md

@@ -0,0 +1,104 @@
+# Markdown Normalizer 插件可靠性修复分析报告 (Issue #57)
+
+## 1. 问题背景
+根据 Issue #57 报告，`Markdown Normalizer` 在 v1.2.7 版本中存在数项严重影响可靠性的 Bug，包括错误回滚失效、对内联技术内容的过度转义、配置项不生效以及调试日志潜在的隐私风险。
+
+## 2. 核心处理流程图 (v1.2.8)
+以下流程展示了插件如何在确保“不损坏原始内容”的前提下进行智能修复：
+
+```mermaid
+graph TD
+    Start([开始处理内容]) --> Cache[1. 内存中存入原始快照 Snapshot]
+    Cache --> Logic{进入修复流程}
+
+    subgraph "分层保护逻辑 (Context-Aware)"
+        Logic --> Block[识别并锁定 ``` 代码块]
+        Block --> Inline[识别并锁定 ` 行内代码]
+        Inline --> Math[识别并锁定 $ LaTeX 公式]
+        Math --> Clean[仅对非锁定区域执行转义清理]
+    end
+
+    Clean --> Others[执行其他规则: Thought/Details/Table等]
+    Others --> Check{运行是否报错?}
+
+    Check -- 否 (成功) --> Success[返回修复后的内容]
+    Check -- 是 (失败) --> Rollback[触发回滚: 丢弃所有修改]
+    
+    Rollback --> Original[返回步骤1存储的原始快照]
+    
+    Success --> End([输出结果])
+    Original --> End
+```
+
+## 3. 修复项详细说明
+
+### 2.1 错误回滚机制修复 (Reliability: Error Fallback)
+- **问题**：在 `normalize` 流程中，如果某个清理器抛出异常，返回的是已被部分修改的 `content`，导致输出内容损坏。
+- **技术实现**：
+    ```python
+    def normalize(self, content: str) -> str:
+        original_content = content  # 1. 流程开始前缓存原始快照
+        try:
+            # ... 执行一系列清理步骤 ...
+            return content
+        except Exception as e:
+            # 2. 任何步骤失败，立即记录日志并回滚
+            logger.error(f"Content normalization failed: {e}", exc_info=True)
+            return original_content  # 确保返回的是原始快照
+    ```
+- **验证结果**：通过模拟 `RuntimeError` 验证，插件现在能 100% 回滚至原始状态。
+
+### 2.2 上下文感知的转义保护 (Context-Aware Escaping)
+- **问题**：全局替换导致正文中包含在 `` ` `` 内的代码片段（如正则、Windows 路径）被破坏。
+- **技术实现**：
+    重构后的 `_fix_escape_characters` 采用了 **“分词保护策略”**，通过多层嵌套分割来确保仅在非代码上下文中进行清理：
+    ```python
+    def _fix_escape_characters(self, content: str) -> str:
+        # 层级 1: 以 ``` 分隔代码块
+        parts = content.split("```")
+        for i in range(len(parts)):
+            is_code_block = (i % 2 != 0)
+            if is_code_block and not self.config.enable_escape_fix_in_code_blocks:
+                continue # 默认跳过代码块
+
+            if not is_code_block:
+                # 层级 2: 在非代码块正文中，以 ` 分隔内联代码
+                inline_parts = parts[i].split("`")
+                for k in range(0, len(inline_parts), 2): # 仅处理非内联代码部分
+                    # 层级 3: 在非内联代码中，以 $ 分隔 LaTeX 公式
+                    sub_parts = inline_parts[k].split("$")
+                    for j in range(0, len(sub_parts), 2):
+                        # 最终：仅在确认为“纯文本”的部分执行 clean_text
+                        sub_parts[j] = clean_text(sub_parts[j])
+                    inline_parts[k] = "$".join(sub_parts)
+                parts[i] = "`".join(inline_parts)
+            else:
+                parts[i] = clean_text(parts[i])
+        return "```".join(parts)
+    ```
+- **验证结果**：测试用例 `Regex: [\n\r]` 和 `C:\Windows` 在正文中保持原样，而普通文本中的 `\\n` 被正确转换。
+
+### 2.3 配置项激活 (Configuration Enforcement)
+- **问题**：`enable_escape_fix_in_code_blocks` 开关在代码中被定义但未被逻辑引用。
+- **修复方案**：在 `_fix_escape_characters` 处理流程中加入对该开关的判断。
+- **验证结果**：当开关关闭（默认）时，代码块内容保持不变；开启时，代码块内执行转义修复。
+
+### 2.4 默认日志策略调整 (Privacy & Performance)
+- **问题**：`show_debug_log` 默认为 `True`，且会将原始内容打印到浏览器控制台。
+- **修复方案**：将默认值改为 `False`。
+- **验证结果**：新安装或默认配置下不再主动输出全量日志，仅在用户显式开启时用于调试。
+
+## 3. 综合测试覆盖
+已建立 `comprehensive_test_markdown_normalizer.py` 测试脚本，覆盖以下场景：
+1. **异常抛出回滚**：确保插件“不破坏”原始内容。
+2. **内联代码保护**：验证正则和路径字符串的完整性。
+3. **代码块开关控制**：验证配置项的有效性。
+4. **LaTeX 命令回归测试**：确保 `\times`, `\theta` 等命令不被误触。
+5. **复杂嵌套结构**：验证包含 Thought 标签、列表、内联代码及代码块的混合文本处理。
+
+## 4. 结论
+`Markdown Normalizer v1.2.8` 已解决 Issue #57 提出的所有核心可靠性问题。插件现在具备“不损坏内容”的防御性编程能力，并能更智能地感知 Markdown 上下文。
+
+---
+**报告日期**：2026-03-08
+**修复版本**：v1.2.8

LICENSE

@@ -19,3 +19,4 @@ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 SOFTWARE.
+

README.md

@@ -5,7 +5,7 @@
 
 English | [中文](./README_CN.md)
 
-A collection of enhancements, plugins, and prompts for [OpenWebUI](https://github.com/open-webui/open-webui), developed and curated for personal use to extend functionality and improve experience.
+A collection of enhancements, plugins, and prompts for [open-webui](https://github.com/open-webui/open-webui), developed and curated for personal use to extend functionality and improve experience.
 
 <!-- STATS_START -->
 ## 📊 Community Stats
@@ -23,12 +23,12 @@ A collection of enhancements, plugins, and prompts for [OpenWebUI](https://githu
 ### 🔥 Top 6 Popular Plugins
 | Rank | Plugin | Version | Downloads | Views | 📅 Updated |
 | :---: | :--- | :---: | :---: | :---: | :---: |
-| 🥇 | [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) | ![p1_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_version.json&style=flat) | ![p1_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_dl.json&style=flat) | ![p1_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--22-gray?style=flat) |
-| 🥈 | [Smart Infographic](https://openwebui.com/posts/smart_infographic_ad6f0c7f) | ![p2_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_version.json&style=flat) | ![p2_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_dl.json&style=flat) | ![p2_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--13-gray?style=flat) |
-| 🥉 | [Markdown Normalizer](https://openwebui.com/posts/markdown_normalizer_baaa8732) | ![p3_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_version.json&style=flat) | ![p3_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_dl.json&style=flat) | ![p3_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--24-gray?style=flat) |
-| 4️⃣ | [Export to Word Enhanced](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315) | ![p4_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_version.json&style=flat) | ![p4_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_dl.json&style=flat) | ![p4_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--13-gray?style=flat) |
-| 5️⃣ | [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) | ![p5_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_version.json&style=flat) | ![p5_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_dl.json&style=flat) | ![p5_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--21-gray?style=flat) |
-| 6️⃣ | [Export to Excel](https://openwebui.com/posts/export_mulit_table_to_excel_244b8f9d) | ![p6_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_version.json&style=flat) | ![p6_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_dl.json&style=flat) | ![p6_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--13-gray?style=flat) |
+| 🥇 | [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![p1_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_dl.json&style=flat) | ![p1_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 🥈 | [Smart Infographic](https://openwebui.com/posts/smart_infographic_ad6f0c7f) | ![v](https://img.shields.io/badge/v-1.5.0-blue?style=flat) | ![p2_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_dl.json&style=flat) | ![p2_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 🥉 | [Markdown Normalizer](https://openwebui.com/posts/markdown_normalizer_baaa8732) | ![v](https://img.shields.io/badge/v-1.2.7-blue?style=flat) | ![p3_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_dl.json&style=flat) | ![p3_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 4️⃣ | [Export to Word Enhanced](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315) | ![v](https://img.shields.io/badge/v-0.4.4-blue?style=flat) | ![p4_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_dl.json&style=flat) | ![p4_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 5️⃣ | [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) | ![v](https://img.shields.io/badge/v-1.3.0-blue?style=flat) | ![p5_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_dl.json&style=flat) | ![p5_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 6️⃣ | [AI Task Instruction Generator](https://openwebui.com/posts/ai_task_instruction_generator_9bab8b37) | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![p6_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_dl.json&style=flat) | ![p6_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
 
 ### 📈 Total Downloads Trend
 ![Activity](https://gist.githubusercontent.com/Fu-Jie/db3d95687075a880af6f1fba76d679c6/raw/chart.svg)
@@ -38,30 +38,55 @@ A collection of enhancements, plugins, and prompts for [OpenWebUI](https://githu
 
 ## 🌟 Star Features
 
-### 1. [GitHub Copilot SDK Pipe](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) [![Market](https://img.shields.io/badge/Get-Market-blue?style=flat-square&logo=openwebui)](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4)
+### 1. [GitHub Copilot Official SDK Pipe](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) ![v0.10.0](https://img.shields.io/badge/v0.10.0-blue?style=flat-square) ![active-dev](https://img.shields.io/badge/active--dev-orange?style=flat-square) ![downloads](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_dl.json&style=flat-square) ![views](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_vw.json&style=flat-square)
+
+**The ultimate autonomous Agent integration for OpenWebUI.** Deeply bridging GitHub Copilot SDK with your OpenWebUI ecosystem. It enables the Agent to autonomously perform **intent recognition**, **web search**, and **context compaction** while reusing your existing tools, skills, and configurations for a professional, full-featured experience.
 
-**The ultimate Agent for OpenWebUI.** Supports native code execution (Python/Pandas), raw file analysis, and interactive artifacts.
 > [!TIP]
 > **No GitHub Copilot subscription required!** Supports **BYOK (Bring Your Own Key)** mode using your own OpenAI/Anthropic API keys.
 
+#### 🚀 Key Leap (v0.10.0)
+
+- **⌨️ Prompt Enhancement**: Restored native Copilot CLI **Plan Mode** for complex tasks and integrated native SQLite-backed session management for robust state persistence.
+- **📋 Live TODO Widget**: Added a compact real-time task tracking widget synchronized with `session.db`, keeping in-progress work visible without cluttering the chat history.
+- **🔌 Seamless Ecosystem Integration**: Automatically injects and reuses your OpenWebUI **Tools**, **MCP**, **OpenAPI Servers**, and **Skills**, significantly enhancing the Agent's capabilities through your existing setup.
+- **🌐 Language Consistency**: System prompts mandate that Agent output language remains strictly consistent with user input.
+- **🧩 Skills Revolution**: Native support for **SKILL directories** and a **Bidirectional Bridge** to OpenWebUI Workspace Skills.
+- **🛡️ Secure Isolation**: Strict user/session-level **Workspace Sandboxing** with persistent configuration.
+- **📊 Interactive Delivery**: Full support for **HTML Artifacts** and **RichUI** rendering, providing instant interactive previews and persistent downloadable results.
+- **🛠️ Deterministic Toolchain**: Built-in specialized tools for skill lifecycles (`manage_skills`) and system optimization.
+
+> [!TIP]
+> **💡 Pro Tip: Enhanced Visualization**
+> We highly recommend asking the Agent to install the [Visual Explainer](https://github.com/nicobailon/visual-explainer) skill during your conversation. It dramatically improves the aesthetics and interactivity of generated **HTML Artifacts**. Simply tell the AI:
+> "Please install this skill: <https://github.com/nicobailon/visual-explainer>" to get started.
+
+#### 📺 Demo: Visual Skills & Data Analysis
+
+![GitHub Copilot SDK Skill Demo](https://github.com/Fu-Jie/openwebui-extensions/raw/main/docs/assets/videos/skill.gif)
+> *In this demo, the Agent installs a visual enhancement skill and automatically generates an interactive dashboard from World Cup data.*
+
+![GitHub Copilot SDK + Excel Expert Demo](https://github.com/Fu-Jie/openwebui-extensions/raw/main/docs/assets/images/development/worldcup_enhanced_charts.png)
+> *Combined with the Excel Expert skill, the Agent can automate complex data cleaning, multi-dimensional statistics, and generate professional data dashboards.*
+
 #### 🌟 Featured Real-World Cases
 
 - **[GitHub Star Forecasting](./docs/plugins/pipes/star-prediction-example.md)**: Automatically parsing CSV data, writing analysis scripts, and generating interactive growth dashboards.
 - **[Video Optimization](./docs/plugins/pipes/video-processing-example.md)**: Direct control of system-level tools (FFmpeg) to accelerate and compress media with professional color optimization.
 
-### 2. [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) [![Market](https://img.shields.io/badge/Get-Market-blue?style=flat-square&logo=openwebui)](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a)
+### 2. [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a)
 
 **Experience interactive thinking.** Seamlessly transforms complex chat sessions into structured, clickable mind maps for better visual modeling and rapid idea extraction.
 
-### 3. [Smart Infographic](https://openwebui.com/posts/smart_infographic_ad6f0c7f) [![Market](https://img.shields.io/badge/Get-Market-blue?style=flat-square&logo=openwebui)](https://openwebui.com/posts/smart_infographic_ad6f0c7f)
+### 3. [Smart Infographic](https://openwebui.com/posts/smart_infographic_ad6f0c7f)
 
 **Professional data storytelling.** Converts raw information into sleek, boardroom-ready infographics powered by AntV, perfect for summarizing long-form content instantly.
 
-### 4. [Export to Word Enhanced](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315) [![Market](https://img.shields.io/badge/Get-Market-blue?style=flat-square&logo=openwebui)](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315)
+### 4. [Export to Word Enhanced](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315)
 
 **High-fidelity reporting.** Export conversation history into professionally formatted Word documents with preserved headers, code blocks, and math formulas.
 
-### 5. [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) [![Market](https://img.shields.io/badge/Get-Market-blue?style=flat-square&logo=openwebui)](https://openwebui.com/posts/async_context_compression_b1655bc8)
+### 5. [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8)
 
 **Maximize your context window.** Intelligently compresses chat history using LLM logic to save tokens and costs while maintaining a high-quality reasoning chain.
 
@@ -82,6 +107,11 @@ Located in the `plugins/` directory, containing Python-based enhancements:
 - **Export to Excel** (`export_to_excel`): Exports chat history to Excel files.
 - **Export to Word** (`export_to_docx`): Exports chat history to Word documents.
 
+### Tools
+
+- **Smart Mind Map Tool** (`smart-mind-map-tool`): The tool version of Smart Mind Map, enabling AI proactive/autonomous invocation.
+- **OpenWebUI Skills Manager Tool** (`openwebui-skills-manager-tool`): Native tool for managing OpenWebUI skills.
+
 ### Filters
 
 - **GitHub Copilot SDK Files Filter** (`github_copilot_sdk_files_filter`): Essential companion for Copilot SDK. Bypasses RAG to ensure full file accessibility for Agents.

README_CN.md

@@ -20,12 +20,12 @@ OpenWebUI 增强功能集合。包含个人开发与收集的插件、提示词
 ### 🔥 热门插件 Top 6
 | 排名 | 插件 | 版本 | 下载 | 浏览 | 📅 更新 |
 | :---: | :--- | :---: | :---: | :---: | :---: |
-| 🥇 | [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) | ![p1_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_version.json&style=flat) | ![p1_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_dl.json&style=flat) | ![p1_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--22-gray?style=flat) |
-| 🥈 | [Smart Infographic](https://openwebui.com/posts/smart_infographic_ad6f0c7f) | ![p2_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_version.json&style=flat) | ![p2_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_dl.json&style=flat) | ![p2_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--13-gray?style=flat) |
-| 🥉 | [Markdown Normalizer](https://openwebui.com/posts/markdown_normalizer_baaa8732) | ![p3_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_version.json&style=flat) | ![p3_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_dl.json&style=flat) | ![p3_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--24-gray?style=flat) |
-| 4️⃣ | [Export to Word Enhanced](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315) | ![p4_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_version.json&style=flat) | ![p4_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_dl.json&style=flat) | ![p4_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--13-gray?style=flat) |
-| 5️⃣ | [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) | ![p5_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_version.json&style=flat) | ![p5_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_dl.json&style=flat) | ![p5_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--21-gray?style=flat) |
-| 6️⃣ | [Export to Excel](https://openwebui.com/posts/export_mulit_table_to_excel_244b8f9d) | ![p6_version](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_version.json&style=flat) | ![p6_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_dl.json&style=flat) | ![p6_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--02--13-gray?style=flat) |
+| 🥇 | [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![p1_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_dl.json&style=flat) | ![p1_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p1_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 🥈 | [Smart Infographic](https://openwebui.com/posts/smart_infographic_ad6f0c7f) | ![v](https://img.shields.io/badge/v-1.5.0-blue?style=flat) | ![p2_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_dl.json&style=flat) | ![p2_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p2_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 🥉 | [Markdown Normalizer](https://openwebui.com/posts/markdown_normalizer_baaa8732) | ![v](https://img.shields.io/badge/v-1.2.7-blue?style=flat) | ![p3_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_dl.json&style=flat) | ![p3_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p3_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 4️⃣ | [Export to Word Enhanced](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315) | ![v](https://img.shields.io/badge/v-0.4.4-blue?style=flat) | ![p4_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_dl.json&style=flat) | ![p4_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p4_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 5️⃣ | [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) | ![v](https://img.shields.io/badge/v-1.3.0-blue?style=flat) | ![p5_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_dl.json&style=flat) | ![p5_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p5_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
+| 6️⃣ | [AI Task Instruction Generator](https://openwebui.com/posts/ai_task_instruction_generator_9bab8b37) | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![p6_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_dl.json&style=flat) | ![p6_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_p6_vw.json&style=flat) | ![updated](https://img.shields.io/badge/2026--03--08-gray?style=flat) |
 
 ### 📈 总下载量累计趋势
 ![Activity](https://gist.githubusercontent.com/Fu-Jie/db3d95687075a880af6f1fba76d679c6/raw/chart.svg)
@@ -35,12 +35,37 @@ OpenWebUI 增强功能集合。包含个人开发与收集的插件、提示词
 
 ## 🌟 精选功能
 
-### 1. [GitHub Copilot SDK Pipe](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) [![Market](https://img.shields.io/badge/Get-Market-blue?style=flat-square&logo=openwebui)](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4)
+### 1. [GitHub Copilot Official SDK Pipe](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) [![Market](https://img.shields.io/badge/Get-Market-blue?style=flat-square&logo=openwebui)](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) ![积极开发中](https://img.shields.io/badge/状态-积极开发中-orange?style=flat-square)
+
+**OpenWebUI 终极自主 Agent 深度集成。** 将 GitHub Copilot SDK 与 OpenWebUI 生态完美桥接。它允许 Agent 具备**智能意图识别**、**自主网页搜索**与**自动上下文压缩**能力，同时直接复用您现有的工具、技能与配置，通过全功能 Skill 体系带来极致的专业交互体验。
 
-**OpenWebUI 终极 Agent 增强。** 支持原生代码执行（Python/Pandas）、原始文件直接分析以及交互式 Artifacts。
 > [!TIP]
 > **无需 GitHub Copilot 订阅！** 支持 **BYOK (Bring Your Own Key)** 模式，使用你自己的 OpenAI/Anthropic API Key。
 
+#### 🚀 核心进化 (v0.10.0)
+
+- **⌨️ 提示词增强**：恢复了原生 Copilot CLI **原生计划模式 (Native Plan Mode)**，并集成了基于 SQLite 的原生会话持久化管理，确保复杂任务编排与状态追踪的稳定性。
+- **📋 Live TODO 小组件**：新增基于 `session.db` 实时任务状态的紧凑型嵌入式 TODO 小组件，任务进度常驻可见，无需在正文中重复显示全部待办列表。
+- **🔌 生态深度注入**: 自动读取并复用 OpenWebUI **工具 (Tools)**、**MCP**、**OpenAPI Server** 与 **技能 (Skills)**，显著增强 Agent 的实战能力。
+- **🧩 技能革命**: 原生支持 **SKILL 目录**，并实现与 OpenWebUI **工作区 > Skills** 的深度双向桥接。
+- **🛡️ 安全沙箱**: 严格的用户/会话级 **工作区隔离** 与持久化配置环境。
+- **📊 交互交付**: 完整支持 **HTML Artifacts** 与 **RichUI** 渲染，提供即时预览交互式应用程序与持久化结果下载。
+- **🛠️ 确定性工具链**: 内置 `manage_skills` 等专业工具，赋予 Agent 完整的技能生命周期管理能力。
+- **🌐 语言一致性**: 提示词强制要求 Agent 输出语言与用户输入保持一致，确保国际化体验。
+
+> [!TIP]
+> **💡 进阶实战建议**
+> 强烈推荐在对话中让 Agent 为其安装 [Visual Explainer](https://github.com/nicobailon/visual-explainer) 技能。该技能能显著提升 **HTML Artifacts** 的美观度与交互深度，只需对 AI 说：
+> “请帮我安装这个技能：<https://github.com/nicobailon/visual-explainer”> 即可瞬间启用。
+
+#### 📺 演示：可视化技能与数据分析
+
+![GitHub Copilot SDK 技能演示](https://github.com/Fu-Jie/openwebui-extensions/raw/main/docs/assets/videos/skill.gif)
+> *在此演示中，Agent 自动安装可视化增强技能，并根据世界杯表格数据瞬间生成交互式看板。*
+
+![GitHub Copilot SDK + Excel 专家演示](https://github.com/Fu-Jie/openwebui-extensions/raw/main/docs/assets/images/development/worldcup_enhanced_charts.png)
+> *结合 Excel 专家技能，Agent 可以自动化执行复杂的数据清洗、多维度统计并生成专业的数据看板。*
+
 #### 🌟 核心实战案例
 
 - **[GitHub Star 增长预测](./docs/plugins/pipes/star-prediction-example.zh.md)**：自动解析 CSV 数据，编写 Python 分析脚本并生成动态增长看板。
@@ -79,6 +104,11 @@ OpenWebUI 增强功能集合。包含个人开发与收集的插件、提示词
 - **Export to Excel** (`export_to_excel`): 将对话内容导出为 Excel 文件。
 - **Export to Word** (`export_to_docx`): 将对话内容导出为 Word 文档。
 
+### Tools (工具)
+
+- **智能思维导图工具** (`smart-mind-map-tool`): 思维导图的 Tool 版本，支持 AI 主动/自主调用。
+- **OpenWebUI Skills 管理工具** (`openwebui-skills-manager-tool`): 用于管理 OpenWebUI Skills 的原生工具。
+
 ### Filters (消息处理)
 
 - **GitHub Copilot SDK Files Filter** (`github_copilot_sdk_files_filter`): Copilot SDK 必备搭档。绕过 RAG，确保 Agent 能真正看到你的每一个文件。
@@ -90,7 +120,7 @@ OpenWebUI 增强功能集合。包含个人开发与收集的插件、提示词
 
 ### Pipes (模型管道)
 
-- **GitHub Copilot SDK** (`github-copilot-sdk`): GitHub Copilot SDK 官方集成。支持动态模型、多轮对话、流式输出、图片输入及无限会话。
+- **GitHub Copilot SDK** (`github-copilot-sdk`): 深度集成 GitHub Copilot SDK 的强大 Agent。支持智能意图识别、自主网页搜索与上下文压缩，并能够无缝复用 OpenWebUI 的工具 (Tools)、MCP 与 OpenAPI Server。
 
 ### Pipelines (工作流管道)
 

docs/badges/downloads.json

@@ -1,7 +1,7 @@
 {
   "schemaVersion": 1,
   "label": "downloads",
-  "message": "6.0k",
+  "message": "7.8k",
   "color": "blue",
   "namedLogo": "openwebui"
 }

docs/badges/followers.json

@@ -1,6 +1,6 @@
 {
   "schemaVersion": 1,
   "label": "followers",
-  "message": "287",
+  "message": "315",
   "color": "blue"
 }

docs/badges/plugins.json

@@ -1,6 +1,6 @@
 {
   "schemaVersion": 1,
   "label": "plugins",
-  "message": "24",
+  "message": "27",
   "color": "green"
 }

docs/badges/points.json

@@ -1,6 +1,6 @@
 {
   "schemaVersion": 1,
   "label": "points",
-  "message": "295",
+  "message": "329",
   "color": "orange"
 }

docs/badges/upvotes.json

@@ -1,6 +1,6 @@
 {
   "schemaVersion": 1,
   "label": "upvotes",
-  "message": "251",
+  "message": "281",
   "color": "brightgreen"
 }

docs/community-stats.json

@@ -1,13 +1,14 @@
 {
-  "total_posts": 24,
-  "total_downloads": 6041,
-  "total_views": 64841,
-  "total_upvotes": 251,
-  "total_downvotes": 3,
-  "total_saves": 329,
-  "total_comments": 58,
+  "total_posts": 27,
+  "total_downloads": 7786,
+  "total_views": 82342,
+  "total_upvotes": 281,
+  "total_downvotes": 4,
+  "total_saves": 398,
+  "total_comments": 63,
   "by_type": {
-    "post": 5,
+    "post": 6,
+    "tool": 2,
     "pipe": 1,
     "filter": 4,
     "action": 12,
@@ -22,13 +23,13 @@
       "version": "1.0.0",
       "author": "Fu-Jie",
       "description": "Intelligently analyzes text content and generates interactive mind maps to help users structure and visualize knowledge.",
-      "downloads": 1270,
-      "views": 10965,
-      "upvotes": 23,
-      "saves": 59,
-      "comments": 15,
+      "downloads": 1542,
+      "views": 12996,
+      "upvotes": 28,
+      "saves": 66,
+      "comments": 18,
       "created_at": "2025-12-30",
-      "updated_at": "2026-02-22",
+      "updated_at": "2026-02-27",
       "url": "https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a"
     },
     {
@@ -38,10 +39,10 @@
       "version": "1.5.0",
       "author": "Fu-Jie",
       "description": "AI-powered infographic generator based on AntV Infographic. Supports professional templates, auto-icon matching, and SVG/PNG downloads.",
-      "downloads": 1032,
-      "views": 10202,
-      "upvotes": 24,
-      "saves": 40,
+      "downloads": 1230,
+      "views": 12309,
+      "upvotes": 25,
+      "saves": 46,
       "comments": 10,
       "created_at": "2025-12-28",
       "updated_at": "2026-02-13",
@@ -54,13 +55,13 @@
       "version": "1.2.7",
       "author": "Fu-Jie",
       "description": "A content normalizer filter that fixes common Markdown formatting issues in LLM outputs, such as broken code blocks, LaTeX formulas, and list formatting. Including LaTeX command protection.",
-      "downloads": 570,
-      "views": 6491,
-      "upvotes": 18,
-      "saves": 37,
+      "downloads": 719,
+      "views": 7704,
+      "upvotes": 20,
+      "saves": 42,
       "comments": 5,
       "created_at": "2026-01-12",
-      "updated_at": "2026-02-24",
+      "updated_at": "2026-03-03",
       "url": "https://openwebui.com/posts/markdown_normalizer_baaa8732"
     },
     {
@@ -70,10 +71,10 @@
       "version": "0.4.4",
       "author": "Fu-Jie",
       "description": "Export current conversation from Markdown to Word (.docx) with Mermaid diagrams rendered client-side (Mermaid.js, SVG+PNG), LaTeX math, real hyperlinks, improved tables, syntax highlighting, and blockquote support.",
-      "downloads": 544,
-      "views": 4391,
-      "upvotes": 16,
-      "saves": 30,
+      "downloads": 700,
+      "views": 5399,
+      "upvotes": 17,
+      "saves": 37,
       "comments": 5,
       "created_at": "2026-01-03",
       "updated_at": "2026-02-13",
@@ -86,31 +87,15 @@
       "version": "1.3.0",
       "author": "Fu-Jie",
       "description": "Reduces token consumption in long conversations while maintaining coherence through intelligent summarization and message compression.",
-      "downloads": 528,
-      "views": 5201,
-      "upvotes": 15,
-      "saves": 40,
+      "downloads": 669,
+      "views": 6274,
+      "upvotes": 16,
+      "saves": 47,
       "comments": 0,
       "created_at": "2025-11-08",
-      "updated_at": "2026-02-21",
+      "updated_at": "2026-03-03",
       "url": "https://openwebui.com/posts/async_context_compression_b1655bc8"
     },
-    {
-      "title": "Export to Excel",
-      "slug": "export_mulit_table_to_excel_244b8f9d",
-      "type": "action",
-      "version": "0.3.7",
-      "author": "Fu-Jie",
-      "description": "Extracts tables from chat messages and exports them to Excel (.xlsx) files with smart formatting.",
-      "downloads": 470,
-      "views": 2542,
-      "upvotes": 10,
-      "saves": 8,
-      "comments": 0,
-      "created_at": "2025-05-30",
-      "updated_at": "2026-02-13",
-      "url": "https://openwebui.com/posts/export_mulit_table_to_excel_244b8f9d"
-    },
     {
       "title": "AI Task Instruction Generator",
       "slug": "ai_task_instruction_generator_9bab8b37",
@@ -118,15 +103,47 @@
       "version": "",
       "author": "",
       "description": "",
-      "downloads": 427,
-      "views": 5106,
+      "downloads": 583,
+      "views": 6659,
       "upvotes": 9,
-      "saves": 13,
+      "saves": 17,
       "comments": 0,
       "created_at": "2026-01-28",
       "updated_at": "2026-01-28",
       "url": "https://openwebui.com/posts/ai_task_instruction_generator_9bab8b37"
     },
+    {
+      "title": "Export to Excel",
+      "slug": "export_mulit_table_to_excel_244b8f9d",
+      "type": "action",
+      "version": "0.3.7",
+      "author": "Fu-Jie",
+      "description": "Extracts tables from chat messages and exports them to Excel (.xlsx) files with smart formatting.",
+      "downloads": 563,
+      "views": 3153,
+      "upvotes": 11,
+      "saves": 11,
+      "comments": 0,
+      "created_at": "2025-05-30",
+      "updated_at": "2026-02-13",
+      "url": "https://openwebui.com/posts/export_mulit_table_to_excel_244b8f9d"
+    },
+    {
+      "title": "GitHub Copilot Official SDK Pipe",
+      "slug": "github_copilot_official_sdk_pipe_ce96f7b4",
+      "type": "pipe",
+      "version": "0.9.1",
+      "author": "Fu-Jie",
+      "description": "A powerful Agent SDK integration for OpenWebUI. It deeply bridges GitHub Copilot SDK with OpenWebUI's ecosystem, enabling the Agent to autonomously perform intent recognition, web search, and context compaction. It seamlessly reuses your existing Tools, MCP servers, OpenAPI servers, and Skills for a professional, full-featured experience.",
+      "downloads": 335,
+      "views": 4905,
+      "upvotes": 16,
+      "saves": 10,
+      "comments": 6,
+      "created_at": "2026-01-26",
+      "updated_at": "2026-03-03",
+      "url": "https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4"
+    },
     {
       "title": "Flash Card",
       "slug": "flash_card_65a2ea8f",
@@ -134,30 +151,30 @@
       "version": "0.2.4",
       "author": "Fu-Jie",
       "description": "Quickly generates beautiful flashcards from text, extracting key points and categories.",
-      "downloads": 275,
-      "views": 4038,
+      "downloads": 312,
+      "views": 4448,
       "upvotes": 13,
-      "saves": 18,
+      "saves": 20,
       "comments": 2,
       "created_at": "2025-12-30",
       "updated_at": "2026-02-13",
       "url": "https://openwebui.com/posts/flash_card_65a2ea8f"
     },
     {
-      "title": "GitHub Copilot Official SDK Pipe",
-      "slug": "github_copilot_official_sdk_pipe_ce96f7b4",
-      "type": "pipe",
-      "version": "0.8.0",
-      "author": "Fu-Jie",
-      "description": "Integrate GitHub Copilot SDK. Supports dynamic models, multi-turn conversation, streaming, multimodal input, infinite sessions, and frontend debug logging.",
-      "downloads": 240,
-      "views": 3867,
-      "upvotes": 14,
-      "saves": 9,
-      "comments": 6,
-      "created_at": "2026-01-26",
-      "updated_at": "2026-02-25",
-      "url": "https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4"
+      "title": "OpenWebUI Skills Manager Tool",
+      "slug": "openwebui_skills_manager_tool_b4bce8e4",
+      "type": "tool",
+      "version": "",
+      "author": "",
+      "description": "",
+      "downloads": 303,
+      "views": 4265,
+      "upvotes": 7,
+      "saves": 13,
+      "comments": 2,
+      "created_at": "2026-02-28",
+      "updated_at": "2026-03-05",
+      "url": "https://openwebui.com/posts/openwebui_skills_manager_tool_b4bce8e4"
     },
     {
       "title": "Deep Dive",
@@ -166,10 +183,10 @@
       "version": "1.0.0",
       "author": "Fu-Jie",
       "description": "A comprehensive thinking lens that dives deep into any content - from context to logic, insights, and action paths.",
-      "downloads": 197,
-      "views": 1589,
+      "downloads": 219,
+      "views": 1764,
       "upvotes": 6,
-      "saves": 13,
+      "saves": 15,
       "comments": 0,
       "created_at": "2026-01-08",
       "updated_at": "2026-01-08",
@@ -182,8 +199,8 @@
       "version": "0.4.4",
       "author": "Fu-Jie",
       "description": "将对话导出为 Word (.docx)，支持 Mermaid 图表 (客户端渲染 SVG+PNG)、LaTeX 数学公式、真实超链接、增强表格格式、代码高亮和引用块。",
-      "downloads": 148,
-      "views": 2560,
+      "downloads": 165,
+      "views": 2831,
       "upvotes": 14,
       "saves": 7,
       "comments": 4,
@@ -198,8 +215,8 @@
       "version": "0.1.0",
       "author": "Fu-Jie",
       "description": "Automatically extracts project rules from conversations and injects them into the folder's system prompt.",
-      "downloads": 96,
-      "views": 1788,
+      "downloads": 112,
+      "views": 1992,
       "upvotes": 7,
       "saves": 11,
       "comments": 0,
@@ -207,6 +224,22 @@
       "updated_at": "2026-01-20",
       "url": "https://openwebui.com/posts/folder_memory_auto_evolving_project_context_4a9875b2"
     },
+    {
+      "title": "GitHub Copilot SDK Files Filter",
+      "slug": "github_copilot_sdk_files_filter_403a62ee",
+      "type": "filter",
+      "version": "0.1.3",
+      "author": "Fu-Jie",
+      "description": "A specialized filter to bypass OpenWebUI's default RAG for GitHub Copilot SDK models. It moves uploaded files to a safe location ('copilot_files') so the Copilot Pipe can process them natively without interference.",
+      "downloads": 76,
+      "views": 2311,
+      "upvotes": 4,
+      "saves": 1,
+      "comments": 0,
+      "created_at": "2026-02-09",
+      "updated_at": "2026-03-03",
+      "url": "https://openwebui.com/posts/github_copilot_sdk_files_filter_403a62ee"
+    },
     {
       "title": "智能信息图",
       "slug": "智能信息图_e04a48ff",
@@ -214,8 +247,8 @@
       "version": "1.5.0",
       "author": "Fu-Jie",
       "description": "基于 AntV Infographic 的智能信息图生成插件。支持多种专业模板，自动图标匹配，并提供 SVG/PNG 下载功能。",
-      "downloads": 63,
-      "views": 1271,
+      "downloads": 68,
+      "views": 1431,
       "upvotes": 10,
       "saves": 1,
       "comments": 0,
@@ -223,22 +256,6 @@
       "updated_at": "2026-02-13",
       "url": "https://openwebui.com/posts/智能信息图_e04a48ff"
     },
-    {
-      "title": "GitHub Copilot SDK Files Filter",
-      "slug": "github_copilot_sdk_files_filter_403a62ee",
-      "type": "filter",
-      "version": "0.1.3",
-      "author": "Fu-Jie",
-      "description": "A specialized filter to bypass OpenWebUI's default RAG for GitHub Copilot SDK models. It moves uploaded files to a safe location ('copilot_files') so the Copilot Pipe can process them natively without interference.",
-      "downloads": 48,
-      "views": 2033,
-      "upvotes": 3,
-      "saves": 0,
-      "comments": 0,
-      "created_at": "2026-02-09",
-      "updated_at": "2026-02-25",
-      "url": "https://openwebui.com/posts/github_copilot_sdk_files_filter_403a62ee"
-    },
     {
       "title": "思维导图",
       "slug": "智能生成交互式思维导图帮助用户可视化知识_8d4b097b",
@@ -246,8 +263,8 @@
       "version": "0.9.2",
       "author": "Fu-Jie",
       "description": "智能分析文本内容,生成交互式思维导图,帮助用户结构化和可视化知识。",
-      "downloads": 41,
-      "views": 666,
+      "downloads": 52,
+      "views": 761,
       "upvotes": 6,
       "saves": 2,
       "comments": 0,
@@ -262,8 +279,8 @@
       "version": "1.2.2",
       "author": "Fu-Jie",
       "description": "通过智能摘要和消息压缩，降低长对话的 token 消耗，同时保持对话连贯性。",
-      "downloads": 37,
-      "views": 765,
+      "downloads": 39,
+      "views": 838,
       "upvotes": 7,
       "saves": 5,
       "comments": 0,
@@ -271,6 +288,22 @@
       "updated_at": "2026-02-13",
       "url": "https://openwebui.com/posts/异步上下文压缩_5c0617cb"
     },
+    {
+      "title": "🧠 Smart Mind Map Tool: Auto-Generate Interactive Knowledge Graphs",
+      "slug": "smart_mind_map_tool_auto_generate_interactive_know_d25f4e3d",
+      "type": "tool",
+      "version": "",
+      "author": "",
+      "description": "",
+      "downloads": 34,
+      "views": 767,
+      "upvotes": 2,
+      "saves": 3,
+      "comments": 0,
+      "created_at": "2026-03-04",
+      "updated_at": "2026-03-05",
+      "url": "https://openwebui.com/posts/smart_mind_map_tool_auto_generate_interactive_know_d25f4e3d"
+    },
     {
       "title": "闪记卡 (Flash Card)",
       "slug": "闪记卡生成插件_4a31eac3",
@@ -278,9 +311,9 @@
       "version": "0.2.4",
       "author": "Fu-Jie",
       "description": "快速将文本提炼为精美的学习记忆卡片，支持核心要点提取与分类。",
-      "downloads": 30,
-      "views": 806,
-      "upvotes": 8,
+      "downloads": 34,
+      "views": 888,
+      "upvotes": 7,
       "saves": 1,
       "comments": 0,
       "created_at": "2025-12-30",
@@ -294,8 +327,8 @@
       "version": "1.0.0",
       "author": "Fu-Jie",
       "description": "全方位的思维透镜 —— 从背景全景到逻辑脉络，从深度洞察到行动路径。",
-      "downloads": 25,
-      "views": 560,
+      "downloads": 31,
+      "views": 647,
       "upvotes": 5,
       "saves": 1,
       "comments": 0,
@@ -304,35 +337,51 @@
       "url": "https://openwebui.com/posts/精读_99830b0f"
     },
     {
-      "title": "🚀 GitHub Copilot SDK Pipe v0.8.0: Conditional Tool Filtering & Publish Reliability 🎛️",
-      "slug": "github_copilot_sdk_pipe_v080_conditional_tool_filt_a5a3322d",
+      "title": "An Unconventional Use of Open Terminal ⚡",
+      "slug": "an_unconventional_use_of_open_terminal_35498f8f",
       "type": "post",
       "version": "",
       "author": "",
       "description": "",
       "downloads": 0,
-      "views": 5,
-      "upvotes": 0,
+      "views": 14,
+      "upvotes": 1,
       "saves": 0,
       "comments": 0,
-      "created_at": "2026-02-25",
-      "updated_at": "2026-02-25",
-      "url": "https://openwebui.com/posts/github_copilot_sdk_pipe_v080_conditional_tool_filt_a5a3322d"
+      "created_at": "2026-03-06",
+      "updated_at": "2026-03-06",
+      "url": "https://openwebui.com/posts/an_unconventional_use_of_open_terminal_35498f8f"
     },
     {
-      "title": "🚀 GitHub Copilot SDK Pipe v0.7.0: Native Tool UI & Zero-Config CLI 🛠️",
+      "title": "🚀 GitHub Copilot SDK Pipe v0.9.0: Skills & RichUI",
+      "slug": "github_copilot_sdk_pipe_v090_copilot_sdk_skills_co_99a42452",
+      "type": "post",
+      "version": "",
+      "author": "",
+      "description": "",
+      "downloads": 0,
+      "views": 1585,
+      "upvotes": 5,
+      "saves": 1,
+      "comments": 0,
+      "created_at": "2026-02-27",
+      "updated_at": "2026-02-28",
+      "url": "https://openwebui.com/posts/github_copilot_sdk_pipe_v090_copilot_sdk_skills_co_99a42452"
+    },
+    {
+      "title": "🚀 GitHub Copilot SDK Pipe v0.7.0: Skills & Rich UI 🛠️",
       "slug": "github_copilot_sdk_pipe_v070_native_tool_ui_zero_c_4af38131",
       "type": "post",
       "version": "",
       "author": "",
       "description": "",
       "downloads": 0,
-      "views": 1826,
-      "upvotes": 7,
-      "saves": 2,
+      "views": 2608,
+      "upvotes": 8,
+      "saves": 4,
       "comments": 1,
       "created_at": "2026-02-22",
-      "updated_at": "2026-02-22",
+      "updated_at": "2026-02-28",
       "url": "https://openwebui.com/posts/github_copilot_sdk_pipe_v070_native_tool_ui_zero_c_4af38131"
     },
     {
@@ -343,9 +392,9 @@
       "author": "",
       "description": "",
       "downloads": 0,
-      "views": 2215,
+      "views": 2390,
       "upvotes": 7,
-      "saves": 3,
+      "saves": 4,
       "comments": 0,
       "created_at": "2026-02-10",
       "updated_at": "2026-02-10",
@@ -359,9 +408,9 @@
       "author": "",
       "description": "",
       "downloads": 0,
-      "views": 1811,
+      "views": 1915,
       "upvotes": 12,
-      "saves": 19,
+      "saves": 21,
       "comments": 8,
       "created_at": "2026-01-25",
       "updated_at": "2026-01-28",
@@ -375,7 +424,7 @@
       "author": "",
       "description": "",
       "downloads": 0,
-      "views": 226,
+      "views": 251,
       "upvotes": 2,
       "saves": 0,
       "comments": 0,
@@ -391,9 +440,9 @@
       "author": "",
       "description": "",
       "downloads": 0,
-      "views": 1488,
-      "upvotes": 15,
-      "saves": 10,
+      "views": 1549,
+      "upvotes": 16,
+      "saves": 12,
       "comments": 2,
       "created_at": "2026-01-10",
       "updated_at": "2026-01-10",
@@ -405,11 +454,11 @@
     "name": "Fu-Jie",
     "profile_url": "https://openwebui.com/u/Fu-Jie",
     "profile_image": "https://community.s3.openwebui.com/uploads/users/b15d1348-4347-42b4-b815-e053342d6cb0/profile_d9510745-4bd4-4f8f-a997-4a21847d9300.webp",
-    "followers": 287,
-    "following": 5,
-    "total_points": 295,
-    "post_points": 248,
-    "comment_points": 47,
-    "contributions": 53
+    "followers": 315,
+    "following": 6,
+    "total_points": 329,
+    "post_points": 279,
+    "comment_points": 50,
+    "contributions": 59
   }
 }

docs/community-stats.md

@@ -8,7 +8,7 @@
 > *Blue: Downloads | Purple: Views (Real-time dynamic)*
 
 ### 📂 Content Distribution
-![Distribution](https://kroki.io/mermaid/svg/eNpNi0EOQDAQRfdOMekNCBtrB7BwAWTIT0on7ZS4PaULf_de_hMwKdQymd7GFTsNl3CgDkE9pqhwuynomREX1FBLTUYIJyw_XGCVfRL1J8b5bdOjyoV3m-iv8XyAz1fckG4kZA==)
+![Distribution](https://kroki.io/mermaid/svg/eNoryExVKMksyUlVUArIKU3PzFMIqSxILVZwySwuKcpMKi3JzM9T4lIAAqWC_OISJQUrBTMItyQ_PwfENYLKZhakgriGEG5aZk5JahFIwAQikJgMNgqkAqajKD-3oARJT1FqWWZqOVgAALS1J50=)
 
 
 ## 📈 Overview
@@ -25,7 +25,8 @@
 
 ## 📂 By Type
 
-- ![post](https://img.shields.io/badge/post-5-blue)
+- ![post](https://img.shields.io/badge/post-6-blue)
+- ![tool](https://img.shields.io/badge/tool-2-teal)
 - ![pipe](https://img.shields.io/badge/pipe-1-blueviolet)
 - ![filter](https://img.shields.io/badge/filter-4-brightgreen)
 - ![action](https://img.shields.io/badge/action-12-orange)
@@ -36,27 +37,30 @@
 
 | Rank | Title | Type | Version | Downloads | Views | Upvotes | Saves | Updated |
 |:---:|------|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
-| 1 | [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_dl.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_vw.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_up.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_sv.json&style=flat) | 2026-02-22 |
+| 1 | [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_dl.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_vw.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_up.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_sv.json&style=flat) | 2026-02-27 |
 | 2 | [Smart Infographic](https://openwebui.com/posts/smart_infographic_ad6f0c7f) | action | ![v](https://img.shields.io/badge/v-1.5.0-blue?style=flat) | ![post_376135b87514e63570283b2057459b1f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_376135b87514e63570283b2057459b1f_dl.json&style=flat) | ![post_376135b87514e63570283b2057459b1f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_376135b87514e63570283b2057459b1f_vw.json&style=flat) | ![post_376135b87514e63570283b2057459b1f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_376135b87514e63570283b2057459b1f_up.json&style=flat) | ![post_376135b87514e63570283b2057459b1f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_376135b87514e63570283b2057459b1f_sv.json&style=flat) | 2026-02-13 |
-| 3 | [Markdown Normalizer](https://openwebui.com/posts/markdown_normalizer_baaa8732) | filter | ![v](https://img.shields.io/badge/v-1.2.7-blue?style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_dl.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_vw.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_up.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_sv.json&style=flat) | 2026-02-24 |
+| 3 | [Markdown Normalizer](https://openwebui.com/posts/markdown_normalizer_baaa8732) | filter | ![v](https://img.shields.io/badge/v-1.2.7-blue?style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_dl.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_vw.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_up.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_sv.json&style=flat) | 2026-03-03 |
 | 4 | [Export to Word Enhanced](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315) | action | ![v](https://img.shields.io/badge/v-0.4.4-blue?style=flat) | ![post_dc072f01690dc8293384153dc0231d05_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_dc072f01690dc8293384153dc0231d05_dl.json&style=flat) | ![post_dc072f01690dc8293384153dc0231d05_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_dc072f01690dc8293384153dc0231d05_vw.json&style=flat) | ![post_dc072f01690dc8293384153dc0231d05_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_dc072f01690dc8293384153dc0231d05_up.json&style=flat) | ![post_dc072f01690dc8293384153dc0231d05_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_dc072f01690dc8293384153dc0231d05_sv.json&style=flat) | 2026-02-13 |
-| 5 | [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) | filter | ![v](https://img.shields.io/badge/v-1.3.0-blue?style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_dl.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_vw.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_up.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_sv.json&style=flat) | 2026-02-21 |
-| 6 | [Export to Excel](https://openwebui.com/posts/export_mulit_table_to_excel_244b8f9d) | action | ![v](https://img.shields.io/badge/v-0.3.7-blue?style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_dl.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_vw.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_up.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_sv.json&style=flat) | 2026-02-13 |
-| 7 | [AI Task Instruction Generator](https://openwebui.com/posts/ai_task_instruction_generator_9bab8b37) | prompt | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_dl.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_vw.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_up.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_sv.json&style=flat) | 2026-01-28 |
-| 8 | [Flash Card](https://openwebui.com/posts/flash_card_65a2ea8f) | action | ![v](https://img.shields.io/badge/v-0.2.4-blue?style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_dl.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_vw.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_up.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_sv.json&style=flat) | 2026-02-13 |
-| 9 | [GitHub Copilot Official SDK Pipe](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) | pipe | ![v](https://img.shields.io/badge/v-0.8.0-blue?style=flat) | ![post_aef940e01073e811a311c3a443d9c149_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_dl.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_vw.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_up.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_sv.json&style=flat) | 2026-02-25 |
-| 10 | [Deep Dive](https://openwebui.com/posts/deep_dive_c0b846e4) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_dl.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_vw.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_up.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_sv.json&style=flat) | 2026-01-08 |
-| 11 | [导出为Word增强版](https://openwebui.com/posts/导出为_word_支持公式流程图表格和代码块_8a6306c0) | action | ![v](https://img.shields.io/badge/v-0.4.4-blue?style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_dl.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_vw.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_up.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_sv.json&style=flat) | 2026-02-13 |
-| 12 | [📂 Folder Memory – Auto-Evolving Project Context](https://openwebui.com/posts/folder_memory_auto_evolving_project_context_4a9875b2) | filter | ![v](https://img.shields.io/badge/v-0.1.0-blue?style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_dl.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_vw.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_up.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_sv.json&style=flat) | 2026-01-20 |
-| 13 | [智能信息图](https://openwebui.com/posts/智能信息图_e04a48ff) | action | ![v](https://img.shields.io/badge/v-1.5.0-blue?style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_dl.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_vw.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_up.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_sv.json&style=flat) | 2026-02-13 |
-| 14 | [GitHub Copilot SDK Files Filter](https://openwebui.com/posts/github_copilot_sdk_files_filter_403a62ee) | filter | ![v](https://img.shields.io/badge/v-0.1.3-blue?style=flat) | ![post_68081377a06a5746efe798136a72c6b6_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_dl.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_vw.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_up.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_sv.json&style=flat) | 2026-02-25 |
-| 15 | [思维导图](https://openwebui.com/posts/智能生成交互式思维导图帮助用户可视化知识_8d4b097b) | action | ![v](https://img.shields.io/badge/v-0.9.2-blue?style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_dl.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_vw.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_up.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_sv.json&style=flat) | 2026-02-13 |
-| 16 | [异步上下文压缩](https://openwebui.com/posts/异步上下文压缩_5c0617cb) | action | ![v](https://img.shields.io/badge/v-1.2.2-blue?style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_dl.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_vw.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_up.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_sv.json&style=flat) | 2026-02-13 |
-| 17 | [闪记卡 (Flash Card)](https://openwebui.com/posts/闪记卡生成插件_4a31eac3) | action | ![v](https://img.shields.io/badge/v-0.2.4-blue?style=flat) | ![post_c68a2593e76ec324361358575b6501de_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_dl.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_vw.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_up.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_sv.json&style=flat) | 2026-02-13 |
-| 18 | [精读](https://openwebui.com/posts/精读_99830b0f) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_dl.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_vw.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_up.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_sv.json&style=flat) | 2026-01-08 |
-| 19 | [🚀 GitHub Copilot SDK Pipe v0.8.0: Conditional Tool Filtering & Publish Reliability 🎛️](https://openwebui.com/posts/github_copilot_sdk_pipe_v080_conditional_tool_filt_a5a3322d) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_7fdac7ddf86cc4cc7769319f237deff8_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_7fdac7ddf86cc4cc7769319f237deff8_dl.json&style=flat) | ![post_7fdac7ddf86cc4cc7769319f237deff8_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_7fdac7ddf86cc4cc7769319f237deff8_vw.json&style=flat) | ![post_7fdac7ddf86cc4cc7769319f237deff8_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_7fdac7ddf86cc4cc7769319f237deff8_up.json&style=flat) | ![post_7fdac7ddf86cc4cc7769319f237deff8_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_7fdac7ddf86cc4cc7769319f237deff8_sv.json&style=flat) | 2026-02-25 |
-| 20 | [🚀 GitHub Copilot SDK Pipe v0.7.0: Native Tool UI & Zero-Config CLI 🛠️](https://openwebui.com/posts/github_copilot_sdk_pipe_v070_native_tool_ui_zero_c_4af38131) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_dl.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_vw.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_up.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_sv.json&style=flat) | 2026-02-22 |
-| 21 | [🚀 GitHub Copilot SDK Pipe: AI That Executes, Not Just Talks](https://openwebui.com/posts/github_copilot_sdk_for_openwebui_elevate_your_ai_t_a140f293) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_dl.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_vw.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_up.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_sv.json&style=flat) | 2026-02-10 |
-| 22 | [🚀 Open WebUI Prompt Plus: AI-Powered Prompt Manager](https://openwebui.com/posts/open_webui_prompt_plus_ai_powered_prompt_manager_s_15fa060e) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_858cb162732370288ce024b4f7944f69_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_dl.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_vw.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_up.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_sv.json&style=flat) | 2026-01-28 |
-| 23 | [Review of Claude Haiku 4.5](https://openwebui.com/posts/review_of_claude_haiku_45_41b0db39) | review | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_dl.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_vw.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_up.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_sv.json&style=flat) | 2026-01-14 |
-| 24 | [ 🛠️ Debug Open WebUI Plugins in Your Browser](https://openwebui.com/posts/debug_open_webui_plugins_in_your_browser_81bf7960) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_dl.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_vw.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_up.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_sv.json&style=flat) | 2026-01-10 |
+| 5 | [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) | filter | ![v](https://img.shields.io/badge/v-1.3.0-blue?style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_dl.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_vw.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_up.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_sv.json&style=flat) | 2026-03-03 |
+| 6 | [AI Task Instruction Generator](https://openwebui.com/posts/ai_task_instruction_generator_9bab8b37) | prompt | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_dl.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_vw.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_up.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_sv.json&style=flat) | 2026-01-28 |
+| 7 | [Export to Excel](https://openwebui.com/posts/export_mulit_table_to_excel_244b8f9d) | action | ![v](https://img.shields.io/badge/v-0.3.7-blue?style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_dl.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_vw.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_up.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_sv.json&style=flat) | 2026-02-13 |
+| 8 | [GitHub Copilot Official SDK Pipe](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) | pipe | ![v](https://img.shields.io/badge/v-0.9.1-blue?style=flat) | ![post_aef940e01073e811a311c3a443d9c149_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_dl.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_vw.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_up.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_sv.json&style=flat) | 2026-03-03 |
+| 9 | [Flash Card](https://openwebui.com/posts/flash_card_65a2ea8f) | action | ![v](https://img.shields.io/badge/v-0.2.4-blue?style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_dl.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_vw.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_up.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_sv.json&style=flat) | 2026-02-13 |
+| 10 | [OpenWebUI Skills Manager Tool](https://openwebui.com/posts/openwebui_skills_manager_tool_b4bce8e4) | tool | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_6e9b698faed2ca2ba6f8308635a4804e_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_6e9b698faed2ca2ba6f8308635a4804e_dl.json&style=flat) | ![post_6e9b698faed2ca2ba6f8308635a4804e_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_6e9b698faed2ca2ba6f8308635a4804e_vw.json&style=flat) | ![post_6e9b698faed2ca2ba6f8308635a4804e_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_6e9b698faed2ca2ba6f8308635a4804e_up.json&style=flat) | ![post_6e9b698faed2ca2ba6f8308635a4804e_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_6e9b698faed2ca2ba6f8308635a4804e_sv.json&style=flat) | 2026-03-05 |
+| 11 | [Deep Dive](https://openwebui.com/posts/deep_dive_c0b846e4) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_dl.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_vw.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_up.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_sv.json&style=flat) | 2026-01-08 |
+| 12 | [导出为Word增强版](https://openwebui.com/posts/导出为_word_支持公式流程图表格和代码块_8a6306c0) | action | ![v](https://img.shields.io/badge/v-0.4.4-blue?style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_dl.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_vw.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_up.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_sv.json&style=flat) | 2026-02-13 |
+| 13 | [📂 Folder Memory – Auto-Evolving Project Context](https://openwebui.com/posts/folder_memory_auto_evolving_project_context_4a9875b2) | filter | ![v](https://img.shields.io/badge/v-0.1.0-blue?style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_dl.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_vw.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_up.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_sv.json&style=flat) | 2026-01-20 |
+| 14 | [GitHub Copilot SDK Files Filter](https://openwebui.com/posts/github_copilot_sdk_files_filter_403a62ee) | filter | ![v](https://img.shields.io/badge/v-0.1.3-blue?style=flat) | ![post_68081377a06a5746efe798136a72c6b6_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_dl.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_vw.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_up.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_sv.json&style=flat) | 2026-03-03 |
+| 15 | [智能信息图](https://openwebui.com/posts/智能信息图_e04a48ff) | action | ![v](https://img.shields.io/badge/v-1.5.0-blue?style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_dl.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_vw.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_up.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_sv.json&style=flat) | 2026-02-13 |
+| 16 | [思维导图](https://openwebui.com/posts/智能生成交互式思维导图帮助用户可视化知识_8d4b097b) | action | ![v](https://img.shields.io/badge/v-0.9.2-blue?style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_dl.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_vw.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_up.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_sv.json&style=flat) | 2026-02-13 |
+| 17 | [异步上下文压缩](https://openwebui.com/posts/异步上下文压缩_5c0617cb) | action | ![v](https://img.shields.io/badge/v-1.2.2-blue?style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_dl.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_vw.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_up.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_sv.json&style=flat) | 2026-02-13 |
+| 18 | [🧠 Smart Mind Map Tool: Auto-Generate Interactive Knowledge Graphs](https://openwebui.com/posts/smart_mind_map_tool_auto_generate_interactive_know_d25f4e3d) | tool | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_dl.json&style=flat) | ![post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_vw.json&style=flat) | ![post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_up.json&style=flat) | ![post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_sv.json&style=flat) | 2026-03-05 |
+| 19 | [闪记卡 (Flash Card)](https://openwebui.com/posts/闪记卡生成插件_4a31eac3) | action | ![v](https://img.shields.io/badge/v-0.2.4-blue?style=flat) | ![post_c68a2593e76ec324361358575b6501de_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_dl.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_vw.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_up.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_sv.json&style=flat) | 2026-02-13 |
+| 20 | [精读](https://openwebui.com/posts/精读_99830b0f) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_dl.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_vw.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_up.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_sv.json&style=flat) | 2026-01-08 |
+| 21 | [An Unconventional Use of Open Terminal ⚡](https://openwebui.com/posts/an_unconventional_use_of_open_terminal_35498f8f) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_040794b40937926d42e6907044b828b1_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_040794b40937926d42e6907044b828b1_dl.json&style=flat) | ![post_040794b40937926d42e6907044b828b1_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_040794b40937926d42e6907044b828b1_vw.json&style=flat) | ![post_040794b40937926d42e6907044b828b1_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_040794b40937926d42e6907044b828b1_up.json&style=flat) | ![post_040794b40937926d42e6907044b828b1_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_040794b40937926d42e6907044b828b1_sv.json&style=flat) | 2026-03-06 |
+| 22 | [🚀 GitHub Copilot SDK Pipe v0.9.0: Skills & RichUI](https://openwebui.com/posts/github_copilot_sdk_pipe_v090_copilot_sdk_skills_co_99a42452) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_0f2ccf8471a3db168298f4f1e86ba0f4_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0f2ccf8471a3db168298f4f1e86ba0f4_dl.json&style=flat) | ![post_0f2ccf8471a3db168298f4f1e86ba0f4_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0f2ccf8471a3db168298f4f1e86ba0f4_vw.json&style=flat) | ![post_0f2ccf8471a3db168298f4f1e86ba0f4_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0f2ccf8471a3db168298f4f1e86ba0f4_up.json&style=flat) | ![post_0f2ccf8471a3db168298f4f1e86ba0f4_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0f2ccf8471a3db168298f4f1e86ba0f4_sv.json&style=flat) | 2026-02-28 |
+| 23 | [🚀 GitHub Copilot SDK Pipe v0.7.0: Skills & Rich UI 🛠️](https://openwebui.com/posts/github_copilot_sdk_pipe_v070_native_tool_ui_zero_c_4af38131) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_dl.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_vw.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_up.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_sv.json&style=flat) | 2026-02-28 |
+| 24 | [🚀 GitHub Copilot SDK Pipe: AI That Executes, Not Just Talks](https://openwebui.com/posts/github_copilot_sdk_for_openwebui_elevate_your_ai_t_a140f293) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_dl.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_vw.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_up.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_sv.json&style=flat) | 2026-02-10 |
+| 25 | [🚀 Open WebUI Prompt Plus: AI-Powered Prompt Manager](https://openwebui.com/posts/open_webui_prompt_plus_ai_powered_prompt_manager_s_15fa060e) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_858cb162732370288ce024b4f7944f69_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_dl.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_vw.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_up.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_sv.json&style=flat) | 2026-01-28 |
+| 26 | [Review of Claude Haiku 4.5](https://openwebui.com/posts/review_of_claude_haiku_45_41b0db39) | review | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_dl.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_vw.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_up.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_sv.json&style=flat) | 2026-01-14 |
+| 27 | [ 🛠️ Debug Open WebUI Plugins in Your Browser](https://openwebui.com/posts/debug_open_webui_plugins_in_your_browser_81bf7960) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_dl.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_vw.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_up.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_sv.json&style=flat) | 2026-01-10 |

docs/community-stats.zh.md

@@ -8,7 +8,7 @@
 > *蓝色: 总下载量 | 紫色: 总浏览量 (实时动态生成)*
 
 ### 📂 内容分类占比 (Distribution)
-![Distribution](https://kroki.io/mermaid/svg/eNpNi0EOQDAQRfdOMekNCBtrB7BwAWTIT0on7ZS4PaULf_de_hMwKdQymd7GFTsNl3CgDkE9pqhwuynomREX1FBLTUYIJyw_XGCVfRL1J8b5bdOjyoV3m-iv8XyAz1fckG4kZA==)
+![Distribution](https://kroki.io/mermaid/svg/eNoryExVKMksyUlVUArIKU3PzFMIqSxILVZwySwuKcpMKi3JzM9T4lIAAqWC_OISJQUrBTMItyQ_PwfENYLKZhakgriGEG5aZk5JahFIwAQikJgMNgqkAqajKD-3oARJT1FqWWZqOVgAALS1J50=)
 
 
 ## 📈 总览
@@ -25,7 +25,8 @@
 
 ## 📂 按类型分类
 
-- ![post](https://img.shields.io/badge/post-5-blue)
+- ![post](https://img.shields.io/badge/post-6-blue)
+- ![tool](https://img.shields.io/badge/tool-2-teal)
 - ![pipe](https://img.shields.io/badge/pipe-1-blueviolet)
 - ![filter](https://img.shields.io/badge/filter-4-brightgreen)
 - ![action](https://img.shields.io/badge/action-12-orange)
@@ -36,27 +37,30 @@
 
 | 排名 | 标题 | 类型 | 版本 | 下载 | 浏览 | 点赞 | 收藏 | 更新日期 |
 |:---:|------|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
-| 1 | [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_dl.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_vw.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_up.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_sv.json&style=flat) | 2026-02-22 |
+| 1 | [Smart Mind Map](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_dl.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_vw.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_up.json&style=flat) | ![post_207cd433d27fdd853ccbfa941e6fa67f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_207cd433d27fdd853ccbfa941e6fa67f_sv.json&style=flat) | 2026-02-27 |
 | 2 | [Smart Infographic](https://openwebui.com/posts/smart_infographic_ad6f0c7f) | action | ![v](https://img.shields.io/badge/v-1.5.0-blue?style=flat) | ![post_376135b87514e63570283b2057459b1f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_376135b87514e63570283b2057459b1f_dl.json&style=flat) | ![post_376135b87514e63570283b2057459b1f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_376135b87514e63570283b2057459b1f_vw.json&style=flat) | ![post_376135b87514e63570283b2057459b1f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_376135b87514e63570283b2057459b1f_up.json&style=flat) | ![post_376135b87514e63570283b2057459b1f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_376135b87514e63570283b2057459b1f_sv.json&style=flat) | 2026-02-13 |
-| 3 | [Markdown Normalizer](https://openwebui.com/posts/markdown_normalizer_baaa8732) | filter | ![v](https://img.shields.io/badge/v-1.2.7-blue?style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_dl.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_vw.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_up.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_sv.json&style=flat) | 2026-02-24 |
+| 3 | [Markdown Normalizer](https://openwebui.com/posts/markdown_normalizer_baaa8732) | filter | ![v](https://img.shields.io/badge/v-1.2.7-blue?style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_dl.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_vw.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_up.json&style=flat) | ![post_a963da7c5d914310e7026b8c8a6635b0_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a963da7c5d914310e7026b8c8a6635b0_sv.json&style=flat) | 2026-03-03 |
 | 4 | [Export to Word Enhanced](https://openwebui.com/posts/export_to_word_enhanced_formatting_fca6a315) | action | ![v](https://img.shields.io/badge/v-0.4.4-blue?style=flat) | ![post_dc072f01690dc8293384153dc0231d05_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_dc072f01690dc8293384153dc0231d05_dl.json&style=flat) | ![post_dc072f01690dc8293384153dc0231d05_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_dc072f01690dc8293384153dc0231d05_vw.json&style=flat) | ![post_dc072f01690dc8293384153dc0231d05_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_dc072f01690dc8293384153dc0231d05_up.json&style=flat) | ![post_dc072f01690dc8293384153dc0231d05_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_dc072f01690dc8293384153dc0231d05_sv.json&style=flat) | 2026-02-13 |
-| 5 | [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) | filter | ![v](https://img.shields.io/badge/v-1.3.0-blue?style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_dl.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_vw.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_up.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_sv.json&style=flat) | 2026-02-21 |
-| 6 | [Export to Excel](https://openwebui.com/posts/export_mulit_table_to_excel_244b8f9d) | action | ![v](https://img.shields.io/badge/v-0.3.7-blue?style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_dl.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_vw.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_up.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_sv.json&style=flat) | 2026-02-13 |
-| 7 | [AI Task Instruction Generator](https://openwebui.com/posts/ai_task_instruction_generator_9bab8b37) | prompt | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_dl.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_vw.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_up.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_sv.json&style=flat) | 2026-01-28 |
-| 8 | [Flash Card](https://openwebui.com/posts/flash_card_65a2ea8f) | action | ![v](https://img.shields.io/badge/v-0.2.4-blue?style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_dl.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_vw.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_up.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_sv.json&style=flat) | 2026-02-13 |
-| 9 | [GitHub Copilot Official SDK Pipe](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) | pipe | ![v](https://img.shields.io/badge/v-0.8.0-blue?style=flat) | ![post_aef940e01073e811a311c3a443d9c149_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_dl.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_vw.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_up.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_sv.json&style=flat) | 2026-02-25 |
-| 10 | [Deep Dive](https://openwebui.com/posts/deep_dive_c0b846e4) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_dl.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_vw.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_up.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_sv.json&style=flat) | 2026-01-08 |
-| 11 | [导出为Word增强版](https://openwebui.com/posts/导出为_word_支持公式流程图表格和代码块_8a6306c0) | action | ![v](https://img.shields.io/badge/v-0.4.4-blue?style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_dl.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_vw.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_up.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_sv.json&style=flat) | 2026-02-13 |
-| 12 | [📂 Folder Memory – Auto-Evolving Project Context](https://openwebui.com/posts/folder_memory_auto_evolving_project_context_4a9875b2) | filter | ![v](https://img.shields.io/badge/v-0.1.0-blue?style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_dl.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_vw.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_up.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_sv.json&style=flat) | 2026-01-20 |
-| 13 | [智能信息图](https://openwebui.com/posts/智能信息图_e04a48ff) | action | ![v](https://img.shields.io/badge/v-1.5.0-blue?style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_dl.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_vw.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_up.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_sv.json&style=flat) | 2026-02-13 |
-| 14 | [GitHub Copilot SDK Files Filter](https://openwebui.com/posts/github_copilot_sdk_files_filter_403a62ee) | filter | ![v](https://img.shields.io/badge/v-0.1.3-blue?style=flat) | ![post_68081377a06a5746efe798136a72c6b6_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_dl.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_vw.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_up.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_sv.json&style=flat) | 2026-02-25 |
-| 15 | [思维导图](https://openwebui.com/posts/智能生成交互式思维导图帮助用户可视化知识_8d4b097b) | action | ![v](https://img.shields.io/badge/v-0.9.2-blue?style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_dl.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_vw.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_up.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_sv.json&style=flat) | 2026-02-13 |
-| 16 | [异步上下文压缩](https://openwebui.com/posts/异步上下文压缩_5c0617cb) | action | ![v](https://img.shields.io/badge/v-1.2.2-blue?style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_dl.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_vw.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_up.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_sv.json&style=flat) | 2026-02-13 |
-| 17 | [闪记卡 (Flash Card)](https://openwebui.com/posts/闪记卡生成插件_4a31eac3) | action | ![v](https://img.shields.io/badge/v-0.2.4-blue?style=flat) | ![post_c68a2593e76ec324361358575b6501de_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_dl.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_vw.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_up.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_sv.json&style=flat) | 2026-02-13 |
-| 18 | [精读](https://openwebui.com/posts/精读_99830b0f) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_dl.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_vw.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_up.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_sv.json&style=flat) | 2026-01-08 |
-| 19 | [🚀 GitHub Copilot SDK Pipe v0.8.0: Conditional Tool Filtering & Publish Reliability 🎛️](https://openwebui.com/posts/github_copilot_sdk_pipe_v080_conditional_tool_filt_a5a3322d) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_7fdac7ddf86cc4cc7769319f237deff8_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_7fdac7ddf86cc4cc7769319f237deff8_dl.json&style=flat) | ![post_7fdac7ddf86cc4cc7769319f237deff8_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_7fdac7ddf86cc4cc7769319f237deff8_vw.json&style=flat) | ![post_7fdac7ddf86cc4cc7769319f237deff8_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_7fdac7ddf86cc4cc7769319f237deff8_up.json&style=flat) | ![post_7fdac7ddf86cc4cc7769319f237deff8_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_7fdac7ddf86cc4cc7769319f237deff8_sv.json&style=flat) | 2026-02-25 |
-| 20 | [🚀 GitHub Copilot SDK Pipe v0.7.0: Native Tool UI & Zero-Config CLI 🛠️](https://openwebui.com/posts/github_copilot_sdk_pipe_v070_native_tool_ui_zero_c_4af38131) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_dl.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_vw.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_up.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_sv.json&style=flat) | 2026-02-22 |
-| 21 | [🚀 GitHub Copilot SDK Pipe: AI That Executes, Not Just Talks](https://openwebui.com/posts/github_copilot_sdk_for_openwebui_elevate_your_ai_t_a140f293) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_dl.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_vw.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_up.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_sv.json&style=flat) | 2026-02-10 |
-| 22 | [🚀 Open WebUI Prompt Plus: AI-Powered Prompt Manager](https://openwebui.com/posts/open_webui_prompt_plus_ai_powered_prompt_manager_s_15fa060e) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_858cb162732370288ce024b4f7944f69_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_dl.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_vw.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_up.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_sv.json&style=flat) | 2026-01-28 |
-| 23 | [Review of Claude Haiku 4.5](https://openwebui.com/posts/review_of_claude_haiku_45_41b0db39) | review | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_dl.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_vw.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_up.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_sv.json&style=flat) | 2026-01-14 |
-| 24 | [ 🛠️ Debug Open WebUI Plugins in Your Browser](https://openwebui.com/posts/debug_open_webui_plugins_in_your_browser_81bf7960) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_dl.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_vw.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_up.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_sv.json&style=flat) | 2026-01-10 |
+| 5 | [Async Context Compression](https://openwebui.com/posts/async_context_compression_b1655bc8) | filter | ![v](https://img.shields.io/badge/v-1.3.0-blue?style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_dl.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_vw.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_up.json&style=flat) | ![post_0640a7ef0970872217cb939f2ba9c12c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0640a7ef0970872217cb939f2ba9c12c_sv.json&style=flat) | 2026-03-03 |
+| 6 | [AI Task Instruction Generator](https://openwebui.com/posts/ai_task_instruction_generator_9bab8b37) | prompt | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_dl.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_vw.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_up.json&style=flat) | ![post_19f469a02b32d21f86b16d1395a81317_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_19f469a02b32d21f86b16d1395a81317_sv.json&style=flat) | 2026-01-28 |
+| 7 | [Export to Excel](https://openwebui.com/posts/export_mulit_table_to_excel_244b8f9d) | action | ![v](https://img.shields.io/badge/v-0.3.7-blue?style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_dl.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_vw.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_up.json&style=flat) | ![post_c5ae05d46c7b999a1e36ca1457f1926b_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5ae05d46c7b999a1e36ca1457f1926b_sv.json&style=flat) | 2026-02-13 |
+| 8 | [GitHub Copilot Official SDK Pipe](https://openwebui.com/posts/github_copilot_official_sdk_pipe_ce96f7b4) | pipe | ![v](https://img.shields.io/badge/v-0.9.1-blue?style=flat) | ![post_aef940e01073e811a311c3a443d9c149_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_dl.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_vw.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_up.json&style=flat) | ![post_aef940e01073e811a311c3a443d9c149_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_aef940e01073e811a311c3a443d9c149_sv.json&style=flat) | 2026-03-03 |
+| 9 | [Flash Card](https://openwebui.com/posts/flash_card_65a2ea8f) | action | ![v](https://img.shields.io/badge/v-0.2.4-blue?style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_dl.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_vw.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_up.json&style=flat) | ![post_5cf7a5dad74ef15ee4ffc6fe10da8213_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_5cf7a5dad74ef15ee4ffc6fe10da8213_sv.json&style=flat) | 2026-02-13 |
+| 10 | [OpenWebUI Skills Manager Tool](https://openwebui.com/posts/openwebui_skills_manager_tool_b4bce8e4) | tool | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_6e9b698faed2ca2ba6f8308635a4804e_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_6e9b698faed2ca2ba6f8308635a4804e_dl.json&style=flat) | ![post_6e9b698faed2ca2ba6f8308635a4804e_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_6e9b698faed2ca2ba6f8308635a4804e_vw.json&style=flat) | ![post_6e9b698faed2ca2ba6f8308635a4804e_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_6e9b698faed2ca2ba6f8308635a4804e_up.json&style=flat) | ![post_6e9b698faed2ca2ba6f8308635a4804e_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_6e9b698faed2ca2ba6f8308635a4804e_sv.json&style=flat) | 2026-03-05 |
+| 11 | [Deep Dive](https://openwebui.com/posts/deep_dive_c0b846e4) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_dl.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_vw.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_up.json&style=flat) | ![post_78e3480de4e6bd4615498495c5d15979_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_78e3480de4e6bd4615498495c5d15979_sv.json&style=flat) | 2026-01-08 |
+| 12 | [导出为Word增强版](https://openwebui.com/posts/导出为_word_支持公式流程图表格和代码块_8a6306c0) | action | ![v](https://img.shields.io/badge/v-0.4.4-blue?style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_dl.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_vw.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_up.json&style=flat) | ![post_fc4cbdf0eb78bd98c2ed7650d459b59e_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fc4cbdf0eb78bd98c2ed7650d459b59e_sv.json&style=flat) | 2026-02-13 |
+| 13 | [📂 Folder Memory – Auto-Evolving Project Context](https://openwebui.com/posts/folder_memory_auto_evolving_project_context_4a9875b2) | filter | ![v](https://img.shields.io/badge/v-0.1.0-blue?style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_dl.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_vw.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_up.json&style=flat) | ![post_a125b3a3702a07c86c77668dcede2149_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_a125b3a3702a07c86c77668dcede2149_sv.json&style=flat) | 2026-01-20 |
+| 14 | [GitHub Copilot SDK Files Filter](https://openwebui.com/posts/github_copilot_sdk_files_filter_403a62ee) | filter | ![v](https://img.shields.io/badge/v-0.1.3-blue?style=flat) | ![post_68081377a06a5746efe798136a72c6b6_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_dl.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_vw.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_up.json&style=flat) | ![post_68081377a06a5746efe798136a72c6b6_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_68081377a06a5746efe798136a72c6b6_sv.json&style=flat) | 2026-03-03 |
+| 15 | [智能信息图](https://openwebui.com/posts/智能信息图_e04a48ff) | action | ![v](https://img.shields.io/badge/v-1.5.0-blue?style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_dl.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_vw.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_up.json&style=flat) | ![post_0c3f8621f77a9d5875d3c26ee38a3954_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0c3f8621f77a9d5875d3c26ee38a3954_sv.json&style=flat) | 2026-02-13 |
+| 16 | [思维导图](https://openwebui.com/posts/智能生成交互式思维导图帮助用户可视化知识_8d4b097b) | action | ![v](https://img.shields.io/badge/v-0.9.2-blue?style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_dl.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_vw.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_up.json&style=flat) | ![post_c5bfbfd0d29694a04c597e26202b824f_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c5bfbfd0d29694a04c597e26202b824f_sv.json&style=flat) | 2026-02-13 |
+| 17 | [异步上下文压缩](https://openwebui.com/posts/异步上下文压缩_5c0617cb) | action | ![v](https://img.shields.io/badge/v-1.2.2-blue?style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_dl.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_vw.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_up.json&style=flat) | ![post_fa447e583483020bc1bf35e74302c75c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fa447e583483020bc1bf35e74302c75c_sv.json&style=flat) | 2026-02-13 |
+| 18 | [🧠 Smart Mind Map Tool: Auto-Generate Interactive Knowledge Graphs](https://openwebui.com/posts/smart_mind_map_tool_auto_generate_interactive_know_d25f4e3d) | tool | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_dl.json&style=flat) | ![post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_vw.json&style=flat) | ![post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_up.json&style=flat) | ![post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_fdb1b2ff2b8c6ad0dbb3b15a0318434d_sv.json&style=flat) | 2026-03-05 |
+| 19 | [闪记卡 (Flash Card)](https://openwebui.com/posts/闪记卡生成插件_4a31eac3) | action | ![v](https://img.shields.io/badge/v-0.2.4-blue?style=flat) | ![post_c68a2593e76ec324361358575b6501de_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_dl.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_vw.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_up.json&style=flat) | ![post_c68a2593e76ec324361358575b6501de_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_c68a2593e76ec324361358575b6501de_sv.json&style=flat) | 2026-02-13 |
+| 20 | [精读](https://openwebui.com/posts/精读_99830b0f) | action | ![v](https://img.shields.io/badge/v-1.0.0-blue?style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_dl.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_vw.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_up.json&style=flat) | ![post_14a3b01bc6559558b48a61a56dd3635d_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_14a3b01bc6559558b48a61a56dd3635d_sv.json&style=flat) | 2026-01-08 |
+| 21 | [An Unconventional Use of Open Terminal ⚡](https://openwebui.com/posts/an_unconventional_use_of_open_terminal_35498f8f) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_040794b40937926d42e6907044b828b1_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_040794b40937926d42e6907044b828b1_dl.json&style=flat) | ![post_040794b40937926d42e6907044b828b1_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_040794b40937926d42e6907044b828b1_vw.json&style=flat) | ![post_040794b40937926d42e6907044b828b1_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_040794b40937926d42e6907044b828b1_up.json&style=flat) | ![post_040794b40937926d42e6907044b828b1_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_040794b40937926d42e6907044b828b1_sv.json&style=flat) | 2026-03-06 |
+| 22 | [🚀 GitHub Copilot SDK Pipe v0.9.0: Skills & RichUI](https://openwebui.com/posts/github_copilot_sdk_pipe_v090_copilot_sdk_skills_co_99a42452) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_0f2ccf8471a3db168298f4f1e86ba0f4_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0f2ccf8471a3db168298f4f1e86ba0f4_dl.json&style=flat) | ![post_0f2ccf8471a3db168298f4f1e86ba0f4_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0f2ccf8471a3db168298f4f1e86ba0f4_vw.json&style=flat) | ![post_0f2ccf8471a3db168298f4f1e86ba0f4_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0f2ccf8471a3db168298f4f1e86ba0f4_up.json&style=flat) | ![post_0f2ccf8471a3db168298f4f1e86ba0f4_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_0f2ccf8471a3db168298f4f1e86ba0f4_sv.json&style=flat) | 2026-02-28 |
+| 23 | [🚀 GitHub Copilot SDK Pipe v0.7.0: Skills & Rich UI 🛠️](https://openwebui.com/posts/github_copilot_sdk_pipe_v070_native_tool_ui_zero_c_4af38131) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_dl.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_vw.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_up.json&style=flat) | ![post_8aad0d77dbeaa0bdd3e6971274b5fa5c_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8aad0d77dbeaa0bdd3e6971274b5fa5c_sv.json&style=flat) | 2026-02-28 |
+| 24 | [🚀 GitHub Copilot SDK Pipe: AI That Executes, Not Just Talks](https://openwebui.com/posts/github_copilot_sdk_for_openwebui_elevate_your_ai_t_a140f293) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_dl.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_vw.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_up.json&style=flat) | ![post_42a11f4f094a0fa757bfefece51b1180_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_42a11f4f094a0fa757bfefece51b1180_sv.json&style=flat) | 2026-02-10 |
+| 25 | [🚀 Open WebUI Prompt Plus: AI-Powered Prompt Manager](https://openwebui.com/posts/open_webui_prompt_plus_ai_powered_prompt_manager_s_15fa060e) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_858cb162732370288ce024b4f7944f69_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_dl.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_vw.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_up.json&style=flat) | ![post_858cb162732370288ce024b4f7944f69_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_858cb162732370288ce024b4f7944f69_sv.json&style=flat) | 2026-01-28 |
+| 26 | [Review of Claude Haiku 4.5](https://openwebui.com/posts/review_of_claude_haiku_45_41b0db39) | review | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_dl.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_vw.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_up.json&style=flat) | ![post_8db923aec1f58d282a2334db388aa5c2_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_8db923aec1f58d282a2334db388aa5c2_sv.json&style=flat) | 2026-01-14 |
+| 27 | [ 🛠️ Debug Open WebUI Plugins in Your Browser](https://openwebui.com/posts/debug_open_webui_plugins_in_your_browser_81bf7960) | post | ![v](https://img.shields.io/badge/v-N/A-gray?style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_dl](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_dl.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_vw](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_vw.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_up](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_up.json&style=flat) | ![post_e38b91e43262d29106345acfcd9dffba_sv](https://img.shields.io/endpoint?url=https%3A%2F%2Fgist.githubusercontent.com%2FFu-Jie%2Fdb3d95687075a880af6f1fba76d679c6%2Fraw%2Fbadge_post_e38b91e43262d29106345acfcd9dffba_sv.json&style=flat) | 2026-01-10 |

docs/development/gh-aw-integration-plan.md

@@ -0,0 +1,426 @@
+# gh-aw Integration Plan
+
+> This document proposes a safe, incremental adoption plan for GitHub Agentic Workflows (`gh-aw`) in the `openwebui-extensions` repository.
+
+---
+
+## 1. Goals
+
+- Add repository-aware AI maintenance without replacing stable script-based CI.
+- Use `gh-aw` where natural language reasoning is stronger than deterministic shell logic.
+- Preserve the current release, deploy, publish, and stats workflows as the execution backbone.
+- Introduce observability, diagnosis, and long-term maintenance memory for repository operations.
+
+---
+
+## 2. Why gh-aw Fits This Repository
+
+This repository already has strong deterministic automation:
+
+- `/.github/workflows/release.yml`
+- `/.github/workflows/plugin-version-check.yml`
+- `/.github/workflows/deploy.yml`
+- `/.github/workflows/publish_plugin.yml`
+- `/.github/workflows/community-stats.yml`
+
+Those workflows are good at exact execution, but they do not deeply understand repository policy.
+
+`gh-aw` is a good fit for tasks that require:
+
+- reading code, docs, and PR descriptions together
+- applying repository conventions with nuance
+- generating structured review comments
+- diagnosing failed workflow runs
+- keeping long-term maintenance notes across runs
+
+This matches the repository's real needs:
+
+- bilingual documentation synchronization
+- plugin code + README + docs consistency
+- release-prep validation across many files
+- issue and PR maintenance at scale
+
+---
+
+## 3. Non-Goals
+
+The first adoption phase should not:
+
+- replace `release.yml`
+- replace `publish_plugin.yml`
+- replace MkDocs deployment
+- auto-merge or auto-push code changes by default
+- grant broad write permissions to the agent
+
+`gh-aw` should begin as a review, diagnosis, and preflight layer.
+
+---
+
+## 4. Adoption Principles
+
+### 4.1 Keep deterministic workflows for execution
+
+Existing YAML workflows remain responsible for:
+
+- release creation
+- plugin publishing
+- documentation deployment
+- version extraction and comparison
+- stats generation
+
+### 4.2 Add agentic workflows for judgment
+
+`gh-aw` workflows should focus on:
+
+- policy-aware review
+- release readiness checks
+- docs drift analysis
+- CI failure investigation
+- issue triage and response drafting
+
+### 4.3 Default to read-only behavior
+
+Start with minimal permissions and use safe outputs only for controlled comments or issue creation.
+
+### 4.4 Keep the blast radius small
+
+Roll out one workflow at a time, verify output quality, then expand.
+
+---
+
+## 5. Proposed Repository Layout
+
+### 5.1 New files and directories
+
+```text
+.github/
+├── workflows/
+│   ├── release.yml
+│   ├── plugin-version-check.yml
+│   ├── deploy.yml
+│   ├── publish_plugin.yml
+│   ├── community-stats.yml
+│   ├── aw-pr-maintainer-review.md
+│   ├── aw-pr-maintainer-review.lock.yml
+│   ├── aw-release-preflight.md
+│   ├── aw-release-preflight.lock.yml
+│   ├── aw-ci-audit.md
+│   ├── aw-ci-audit.lock.yml
+│   ├── aw-docs-drift-review.md
+│   └── aw-docs-drift-review.lock.yml
+├── gh-aw/
+│   ├── prompts/
+│   │   ├── pr-review-policy.md
+│   │   ├── release-preflight-policy.md
+│   │   ├── ci-audit-policy.md
+│   │   └── docs-drift-policy.md
+│   ├── schemas/
+│   │   └── review-output-example.json
+│   └── README.md
+└── copilot-instructions.md
+```
+
+### 5.2 Naming convention
+
+Use an `aw-` prefix for all agentic workflow source files:
+
+- `aw-pr-maintainer-review.md`
+- `aw-release-preflight.md`
+- `aw-ci-audit.md`
+- `aw-docs-drift-review.md`
+
+Reasons:
+
+- clearly separates agentic workflows from existing handwritten YAML workflows
+- keeps `gh-aw` assets easy to search
+- avoids ambiguity during debugging and release review
+
+### 5.3 Why not replace `.yml` files
+
+The current workflows are production logic. `gh-aw` should complement them first, not absorb their responsibility.
+
+---
+
+## 6. Recommended Workflow Portfolio
+
+### 6.1 Phase 1: PR Maintainer Review
+
+**File**: `/.github/workflows/aw-pr-maintainer-review.md`
+
+**Purpose**:
+
+- review PRs that touch plugins, docs, or development guidance
+- comment on missing repository-standard updates
+- act as a semantic layer on top of `plugin-version-check.yml`
+
+**Checks to perform**:
+
+- plugin version updated when code changes
+- `README.md` and `README_CN.md` both updated when required
+- docs mirror pages updated when required
+- root README badge/date update needed for release-related changes
+- i18n and helper-method standards followed for plugin code
+- Conventional Commit quality in PR title/body if relevant
+
+**Suggested permissions**:
+
+```yaml
+permissions:
+  contents: read
+  pull-requests: write
+  issues: write
+```
+
+**Suggested tools**:
+
+- `github:` read-focused issue/PR/repo tools
+- `bash:` limited read commands only
+- `edit:` disabled in early phase
+- `agentic-workflows:` optional only after adoption matures
+
+### 6.2 Phase 1: Release Preflight
+
+**File**: `/.github/workflows/aw-release-preflight.md`
+
+**Purpose**:
+
+- run before release or on manual dispatch
+- verify release completeness before `release.yml` does packaging and publishing
+
+**Checks to perform**:
+
+- code version and docs versions are aligned
+- bilingual README updates exist
+- docs plugin mirrors exist and match the release target
+- release notes sources exist where expected
+- commit message and release draft are coherent
+
+**Output style**:
+
+- summary comment on PR or issue
+- optional checklist artifact
+- no direct release creation
+
+### 6.3 Phase 2: CI Audit
+
+**File**: `/.github/workflows/aw-ci-audit.md`
+
+**Purpose**:
+
+- inspect failed runs of `release.yml`, `publish_plugin.yml`, `community-stats.yml`, and other important workflows
+- summarize likely root cause and next fix steps
+
+**Why gh-aw is strong here**:
+
+- it can use `logs` and `audit` via `gh aw mcp-server`
+- it is designed for workflow introspection and post-hoc analysis
+
+### 6.4 Phase 2: Docs Drift Review
+
+**File**: `/.github/workflows/aw-docs-drift-review.md`
+
+**Purpose**:
+
+- periodically inspect whether plugin code, local README files, mirrored docs, and root indexes have drifted apart
+
+**Checks to perform**:
+
+- missing `README_CN.md`
+- README sections out of order
+- docs page missing after plugin update
+- version mismatches across code and docs
+
+### 6.5 Phase 3: Issue Maintainer
+
+**Candidate file**: `/.github/workflows/aw-issue-maintainer.md`
+
+**Purpose**:
+
+- summarize unreplied issues
+- propose bilingual responses
+- group repeated bug reports by plugin
+
+This should come after the earlier review and audit flows are trusted.
+
+---
+
+## 7. Mapping to Existing Workflows
+
+| Current Workflow | Keep As-Is | gh-aw Companion | Role Split |
+|------|------|------|------|
+| `/.github/workflows/release.yml` | Yes | `aw-release-preflight.md` | `release.yml` executes; `gh-aw` judges readiness |
+| `/.github/workflows/plugin-version-check.yml` | Yes | `aw-pr-maintainer-review.md` | hard gate + semantic review |
+| `/.github/workflows/deploy.yml` | Yes | none initially | deterministic build and deploy |
+| `/.github/workflows/publish_plugin.yml` | Yes | `aw-ci-audit.md` | deterministic publish + failure diagnosis |
+| `/.github/workflows/community-stats.yml` | Yes | `aw-ci-audit.md` | deterministic stats + anomaly diagnosis |
+
+---
+
+## 8. Tooling Model
+
+### 8.1 Built-in tools to enable first
+
+For early workflows, prefer a narrow tool set:
+
+```yaml
+tools:
+  github:
+    toolsets: [default]
+  bash:
+    - echo
+    - pwd
+    - ls
+    - cat
+    - head
+    - tail
+    - grep
+    - wc
+    - git status
+    - git diff
+```
+
+Do not enable unrestricted shell access in phase 1.
+
+### 8.2 MCP usage model
+
+Use `gh aw mcp-server` later for:
+
+- workflow `status`
+- workflow `compile`
+- workflow `logs`
+- workflow `audit`
+- `mcp-inspect`
+
+This is especially valuable for `aw-ci-audit.md`.
+
+### 8.3 Safe output policy
+
+In early adoption, only allow safe outputs that:
+
+- comment on PRs
+- comment on issues
+- open a low-risk maintenance issue when explicitly needed
+
+Avoid any automatic code-writing safe outputs at first.
+
+---
+
+## 9. Repo Memory Strategy
+
+`gh-aw` repo memory is a strong fit for this repository, but it should be constrained.
+
+### 9.1 Recommended first use cases
+
+- recurring CI failure signatures
+- repeated docs sync omissions
+- common reviewer reminders
+- issue clusters by plugin name
+
+### 9.2 Recommended configuration shape
+
+- store only `.md` and `.json`
+- small patch size limit
+- one memory stream per concern
+
+Suggested conceptual layout:
+
+```text
+memory/review-notes/*.md
+memory/ci-patterns/*.md
+memory/issue-clusters/*.json
+```
+
+### 9.3 Important caution
+
+Do not store secrets, tokens, or unpublished sensitive data in repo memory.
+
+---
+
+## 10. Rollout Plan
+
+### Phase 0: Preparation
+
+- install `gh-aw` locally for maintainers
+- add a short `/.github/gh-aw/README.md`
+- document workflow naming and review expectations
+
+### Phase 1: Read-only semantic review
+
+- introduce `aw-pr-maintainer-review.md`
+- introduce `aw-release-preflight.md`
+- keep outputs limited to summaries and comments
+
+### Phase 2: Diagnostics and memory
+
+- introduce `aw-ci-audit.md`
+- enable `agentic-workflows:` where useful
+- add constrained `repo-memory` configuration for repeated failure patterns
+
+### Phase 3: Maintenance automation
+
+- add docs drift patrol
+- add issue maintenance workflow
+- consider limited code-change proposals only after trust is established
+
+---
+
+## 11. Local Maintainer Setup
+
+For local experimentation and debugging:
+
+### 11.1 Install CLI
+
+```bash
+curl -sL https://raw.githubusercontent.com/github/gh-aw/main/install-gh-aw.sh | bash
+```
+
+### 11.2 Useful commands
+
+```bash
+gh aw version
+gh aw compile
+gh aw status
+gh aw run aw-pr-maintainer-review
+gh aw logs
+gh aw audit <run-id>
+```
+
+### 11.3 VS Code MCP integration
+
+A future optional improvement is adding `gh aw mcp-server` to local MCP configuration so workflow introspection tools are available in editor-based agent sessions.
+
+---
+
+## 12. Recommended First Deliverables
+
+Start with these two workflows only:
+
+1. `aw-pr-maintainer-review.md`
+2. `aw-release-preflight.md`
+
+This gives the repository the highest-value upgrade with the lowest operational risk.
+
+---
+
+## 13. Success Criteria
+
+Adoption is working if:
+
+- PR review comments become more specific and repository-aware
+- release preparation catches missing docs or version sync earlier
+- CI failures produce actionable summaries faster
+- maintainers spend less time on repetitive policy review
+- deterministic workflows remain stable and unchanged in core behavior
+
+---
+
+## 14. Summary
+
+For `openwebui-extensions`, `gh-aw` should be adopted as an intelligent maintenance layer.
+
+- Keep current YAML workflows for execution.
+- Add agentic workflows for policy-aware review and diagnosis.
+- Start read-only.
+- Expand only after signal quality is proven.
+
+This approach aligns with the repository's existing strengths: strong conventions, bilingual maintenance, plugin lifecycle complexity, and growing repository operations.

docs/development/gh-aw-integration-plan.zh.md

@@ -0,0 +1,424 @@
+# gh-aw 集成方案
+
+> 本文档用于为 `openwebui-extensions` 仓库设计一套安全、渐进式的 GitHub Agentic Workflows (`gh-aw`) 接入方案。
+
+---
+
+## 1. 目标
+
+- 在不替换现有稳定 CI 的前提下，引入具备仓库理解能力的 AI 维护层。
+- 将 `gh-aw` 用于更适合自然语言推理的任务，而不是机械脚本执行。
+- 保留当前发布、部署、发布插件和统计工作流作为执行骨架。
+- 为仓库维护引入可观测性、自动诊断和长期记忆能力。
+
+---
+
+## 2. 为什么这个仓库适合 gh-aw
+
+本仓库已经有一套很强的确定性自动化：
+
+- `/.github/workflows/release.yml`
+- `/.github/workflows/plugin-version-check.yml`
+- `/.github/workflows/deploy.yml`
+- `/.github/workflows/publish_plugin.yml`
+- `/.github/workflows/community-stats.yml`
+
+这些工作流擅长精确执行，但并不擅长理解仓库规范本身。
+
+`gh-aw` 更适合以下任务：
+
+- 联合阅读代码、文档和 PR 描述后再做判断
+- 带语义地应用仓库规范
+- 生成结构化的 review 评论
+- 自动分析失败的工作流运行
+- 在多次运行之间保存维护经验和模式
+
+这与当前仓库的真实需求高度匹配：
+
+- 双语文档同步
+- 插件代码、README 与 docs 一致性检查
+- 跨多个文件的发布前完整性核查
+- Issue 与 PR 的规模化维护
+
+---
+
+## 3. 非目标
+
+第一阶段不建议让 `gh-aw`：
+
+- 替换 `release.yml`
+- 替换 `publish_plugin.yml`
+- 替换 MkDocs 部署
+- 默认自动合并或自动推送代码
+- 一开始就拥有过宽的写权限
+
+第一阶段应把它定位为 review、诊断和 preflight 层。
+
+---
+
+## 4. 接入原则
+
+### 4.1 确定性执行继续由 YAML 工作流承担
+
+现有 YAML workflow 继续负责：
+
+- 创建 release
+- 发布插件
+- 部署文档
+- 提取和比较版本号
+- 生成社区统计
+
+### 4.2 Agentic workflow 只负责判断和总结
+
+`gh-aw` workflow 优先承担：
+
+- 基于规范的语义审查
+- 发布前完整性检查
+- 文档漂移巡检
+- CI 失败原因分析
+- Issue 分流与回复草稿生成
+
+### 4.3 默认只读
+
+优先使用最小权限，并通过 safe outputs 进行受控评论或低风险输出。
+
+### 4.4 逐步扩容
+
+一次只上线一个 agentic workflow，验证质量后再扩大范围。
+
+---
+
+## 5. 建议的仓库结构
+
+### 5.1 新增文件和目录
+
+```text
+.github/
+├── workflows/
+│   ├── release.yml
+│   ├── plugin-version-check.yml
+│   ├── deploy.yml
+│   ├── publish_plugin.yml
+│   ├── community-stats.yml
+│   ├── aw-pr-maintainer-review.md
+│   ├── aw-pr-maintainer-review.lock.yml
+│   ├── aw-release-preflight.md
+│   ├── aw-release-preflight.lock.yml
+│   ├── aw-ci-audit.md
+│   ├── aw-ci-audit.lock.yml
+│   ├── aw-docs-drift-review.md
+│   └── aw-docs-drift-review.lock.yml
+├── gh-aw/
+│   ├── prompts/
+│   │   ├── pr-review-policy.md
+│   │   ├── release-preflight-policy.md
+│   │   ├── ci-audit-policy.md
+│   │   └── docs-drift-policy.md
+│   ├── schemas/
+│   │   └── review-output-example.json
+│   └── README.md
+└── copilot-instructions.md
+```
+
+### 5.2 命名规范
+
+所有 agentic workflow 源文件统一使用 `aw-` 前缀：
+
+- `aw-pr-maintainer-review.md`
+- `aw-release-preflight.md`
+- `aw-ci-audit.md`
+- `aw-docs-drift-review.md`
+
+这样做的原因：
+
+- 可以和现有手写 YAML 工作流明确区分
+- 便于在仓库中快速搜索和定位
+- 方便调试和发布时识别来源
+
+### 5.3 为什么不直接替换 `.yml`
+
+当前 `.yml` 文件承担的是生产执行逻辑。第一阶段 `gh-aw` 的角色应该是补充，而不是接管。
+
+---
+
+## 6. 建议优先建设的 workflow 组合
+
+### 6.1 第一阶段：PR 维护者语义审查
+
+**文件**: `/.github/workflows/aw-pr-maintainer-review.md`
+
+**作用**:
+
+- 审查涉及插件、文档或开发规范的 PR
+- 对缺失的仓库标准更新给出评论
+- 作为 `plugin-version-check.yml` 之上的语义层
+
+**建议检查项**:
+
+- 插件代码修改后是否更新版本号
+- 是否同时更新 `README.md` 和 `README_CN.md`
+- 是否同步更新 docs 镜像页
+- 是否需要更新根 README 的日期 badge
+- 插件代码是否遵守 i18n 与 helper 规范
+- PR 标题或正文是否符合 Conventional Commits 精神
+
+**建议权限**:
+
+```yaml
+permissions:
+  contents: read
+  pull-requests: write
+  issues: write
+```
+
+**建议工具**:
+
+- 只读型 `github:` 工具
+- 只开放少量只读 `bash:` 命令
+- 第一阶段不开放 `edit:`
+- `agentic-workflows:` 可在后续成熟后再启用
+
+### 6.2 第一阶段：发布前预检
+
+**文件**: `/.github/workflows/aw-release-preflight.md`
+
+**作用**:
+
+- 在 release 前或手动触发时执行
+- 在 `release.yml` 打包和发布之前，先检查发布完整性
+
+**建议检查项**:
+
+- 代码版本号和文档版本号是否一致
+- 双语 README 是否完整更新
+- docs 插件镜像页是否存在并匹配当前发布目标
+- release notes 来源文件是否齐全
+- commit message 与 release 草案是否连贯
+
+**输出方式**:
+
+- 在 PR 或 issue 中写总结评论
+- 可附带 checklist artifact
+- 不直接执行正式发布
+
+### 6.3 第二阶段：CI 失败自动审计
+
+**文件**: `/.github/workflows/aw-ci-audit.md`
+
+**作用**:
+
+- 分析 `release.yml`、`publish_plugin.yml`、`community-stats.yml` 等关键 workflow 的失败运行
+- 输出根因判断和下一步修复建议
+
+**适合 gh-aw 的原因**:
+
+- 可以通过 `gh aw mcp-server` 使用 `logs`、`audit` 等能力
+- 原生支持对 workflow 执行痕迹进行事后分析
+
+### 6.4 第二阶段：文档漂移巡检
+
+**文件**: `/.github/workflows/aw-docs-drift-review.md`
+
+**作用**:
+
+- 定期检查插件代码、插件目录 README、本地 docs 镜像和根索引之间是否发生漂移
+
+**建议检查项**:
+
+- 是否缺少 `README_CN.md`
+- README 章节顺序是否偏离规范
+- 插件更新后 docs 页面是否缺失
+- 代码和文档中的版本号是否不一致
+
+### 6.5 第三阶段：Issue 维护助手
+
+**候选文件**: `/.github/workflows/aw-issue-maintainer.md`
+
+**作用**:
+
+- 汇总长期未回复的 issue
+- 生成英文或双语回复草稿
+- 按插件归类重复问题
+
+这个阶段建议在前面的 review 和 audit 流程稳定后再上线。
+
+---
+
+## 7. 与现有 workflow 的职责映射
+
+| 当前 Workflow | 是否保留 | gh-aw 搭档 | 职责划分 |
+|------|------|------|------|
+| `/.github/workflows/release.yml` | 保留 | `aw-release-preflight.md` | `release.yml` 负责执行，`gh-aw` 负责判断是否已准备好 |
+| `/.github/workflows/plugin-version-check.yml` | 保留 | `aw-pr-maintainer-review.md` | 硬性门禁 + 语义审查 |
+| `/.github/workflows/deploy.yml` | 保留 | 初期不加 | 确定性构建和部署 |
+| `/.github/workflows/publish_plugin.yml` | 保留 | `aw-ci-audit.md` | 确定性发布 + 失败诊断 |
+| `/.github/workflows/community-stats.yml` | 保留 | `aw-ci-audit.md` | 确定性统计 + 异常诊断 |
+
+---
+
+## 8. 工具模型建议
+
+### 8.1 第一阶段建议启用的内建工具
+
+建议从窄权限工具集开始：
+
+```yaml
+tools:
+  github:
+    toolsets: [default]
+  bash:
+    - echo
+    - pwd
+    - ls
+    - cat
+    - head
+    - tail
+    - grep
+    - wc
+    - git status
+    - git diff
+```
+
+第一阶段不要开放完全不受限的 shell。
+
+### 8.2 MCP 使用策略
+
+后续可通过 `gh aw mcp-server` 引入：
+
+- workflow `status`
+- workflow `compile`
+- workflow `logs`
+- workflow `audit`
+- `mcp-inspect`
+
+这对 `aw-ci-audit.md` 特别有价值。
+
+### 8.3 Safe output 策略
+
+第一阶段仅开放低风险 safe outputs：
+
+- 给 PR 写评论
+- 给 issue 写评论
+- 在明确需要时创建低风险维护 issue
+
+一开始不要让 agent 自动提交代码修改。
+
+---
+
+## 9. Repo Memory 策略
+
+`gh-aw` 的 repo memory 很适合本仓库，但必须加限制。
+
+### 9.1 第一批适合保存的内容
+
+- 重复出现的 CI 失败模式
+- 常见文档同步遗漏
+- 高频 review 提醒项
+- 按插件聚类的 issue 模式
+
+### 9.2 推荐配置思路
+
+- 只允许 `.md` 和 `.json`
+- 限制 patch size
+- 按主题拆成多个 memory stream
+
+建议的逻辑布局：
+
+```text
+memory/review-notes/*.md
+memory/ci-patterns/*.md
+memory/issue-clusters/*.json
+```
+
+### 9.3 重要提醒
+
+不要把 secret、token 或未公开敏感信息写入 repo memory。
+
+---
+
+## 10. 分阶段落地顺序
+
+### Phase 0: 准备阶段
+
+- 维护者本地安装 `gh-aw`
+- 添加一个简短的 `/.github/gh-aw/README.md`
+- 写清楚 workflow 命名规范和 review 预期
+
+### Phase 1: 只读语义审查
+
+- 上线 `aw-pr-maintainer-review.md`
+- 上线 `aw-release-preflight.md`
+- 输出先限制为总结和评论
+
+### Phase 2: 诊断与记忆
+
+- 上线 `aw-ci-audit.md`
+- 在需要的地方启用 `agentic-workflows:`
+- 为重复失败模式加入受限 `repo-memory`
+
+### Phase 3: 维护自动化
+
+- 增加文档漂移巡检
+- 增加 issue 维护 workflow
+- 只有在信号质量足够稳定后，再考虑有限度的代码修改建议
+
+---
+
+## 11. 维护者本地使用建议
+
+### 11.1 安装 CLI
+
+```bash
+curl -sL https://raw.githubusercontent.com/github/gh-aw/main/install-gh-aw.sh | bash
+```
+
+### 11.2 常用命令
+
+```bash
+gh aw version
+gh aw compile
+gh aw status
+gh aw run aw-pr-maintainer-review
+gh aw logs
+gh aw audit <run-id>
+```
+
+### 11.3 VS Code MCP 集成
+
+后续可选增强项是把 `gh aw mcp-server` 加入本地 MCP 配置，这样编辑器内的 agent 会直接具备 workflow 自省能力。
+
+---
+
+## 12. 最小可行落地建议
+
+建议第一步只做这两个 workflow：
+
+1. `aw-pr-maintainer-review.md`
+2. `aw-release-preflight.md`
+
+这样可以以最低风险获得最高价值的增强。
+
+---
+
+## 13. 成功标准
+
+如果接入有效，应该看到这些结果：
+
+- PR 评论更具体，更贴合仓库规范
+- 发布前能更早发现文档或版本同步遗漏
+- CI 失败后更快得到可执行的总结
+- 维护者花在重复性规范检查上的时间下降
+- 现有确定性 workflow 的核心行为保持稳定
+
+---
+
+## 14. 总结
+
+对 `openwebui-extensions` 来说，`gh-aw` 最合适的定位是智能维护层。
+
+- 现有 YAML workflow 继续负责执行。
+- agentic workflow 负责语义审查和诊断。
+- 第一阶段默认只读。
+- 等输出质量稳定后再逐步放权。
+
+这条路径和仓库现状是匹配的：规范密度高、双语维护复杂、插件生命周期长，而且已经具备成熟的 AI 工程上下文。

docs/development/index.md

@@ -32,6 +32,14 @@ Learn how to develop plugins and contribute to OpenWebUI Extensions.
 
     [:octicons-arrow-right-24: Read the Plan](copilot-engineering-plan.md)
 
+-   :material-source-branch:{ .lg .middle } **gh-aw Integration Plan**
+
+    ---
+
+    Adoption plan for using GitHub Agentic Workflows as a semantic review and diagnostics layer in this repository.
+
+    [:octicons-arrow-right-24: Read the Plan](gh-aw-integration-plan.md)
+
 -   :material-github:{ .lg .middle } **Contributing**
 
     ---

docs/development/index.zh.md

@@ -32,6 +32,14 @@
 
     [:octicons-arrow-right-24: 阅读文档](copilot-engineering-plan.md)
 
+-   :material-source-branch:{ .lg .middle } **gh-aw 集成方案**
+
+    ---
+
+    面向本仓库的 GitHub Agentic Workflows 渐进式接入设计，重点覆盖语义审查、发布预检与 CI 诊断。
+
+    [:octicons-arrow-right-24: 阅读文档](gh-aw-integration-plan.zh.md)
+
 -   :material-github:{ .lg .middle } **贡献指南**
 
     ---

docs/plugins/filters/index.md

@@ -52,7 +52,7 @@ Filters act as middleware in the message pipeline:
 
     Fixes common Markdown formatting issues in LLM outputs, including Mermaid syntax, code blocks, and LaTeX formulas.
 
-    **Version:** 1.2.7
+    **Version:** 1.2.8
 
     [:octicons-arrow-right-24: Documentation](markdown_normalizer.md)
 

docs/plugins/filters/index.zh.md

@@ -52,7 +52,7 @@ Filter 充当消息管线中的中间件：
 
     修复 LLM 输出中常见的 Markdown 格式问题，包括 Mermaid 语法、代码块和 LaTeX 公式。
 
-    **版本：** 1.2.7
+    **版本：** 1.2.8
 
     [:octicons-arrow-right-24: 查看文档](markdown_normalizer.zh.md)
 

docs/plugins/filters/markdown_normalizer.md

@@ -1,81 +1,87 @@
 # Markdown Normalizer Filter
 
-**Author:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **Version:** 1.2.7 | **Project:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **License:** MIT
+**Author:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **Version:** 1.2.8 | **Project:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **License:** MIT
 
-A content normalizer filter for Open WebUI that fixes common Markdown formatting issues in LLM outputs. It ensures that code blocks, LaTeX formulas, Mermaid diagrams, and other Markdown elements are rendered correctly.
+A powerful, context-aware content normalizer filter for Open WebUI designed to fix common Markdown formatting issues in LLM outputs. It ensures that code blocks, LaTeX formulas, Mermaid diagrams, and other structural Markdown elements are rendered flawlessly, without destroying valid technical content.
 
-> 🏆 **Featured by OpenWebUI Official** — Recommended in the official OpenWebUI Community Newsletter: [January 28, 2026](https://openwebui.com/blog/newsletter-january-28-2026)
+> 🏆 **Featured by OpenWebUI Official** — This plugin was recommended in the official OpenWebUI Community Newsletter: [January 28, 2026](https://openwebui.com/blog/newsletter-january-28-2026)
 
-## 🔥 What's New in v1.2.7
+[English](https://github.com/Fu-Jie/openwebui-extensions/blob/main/plugins/filters/markdown_normalizer/README.md) | [简体中文](https://github.com/Fu-Jie/openwebui-extensions/blob/main/plugins/filters/markdown_normalizer/README_CN.md)
 
-* **LaTeX Formula Protection**: Enhanced escape character cleaning to protect LaTeX commands like `\times`, `\nu`, and `\theta` from being corrupted.
-* **Expanded i18n Support**: Now supports 12 languages with automatic detection and fallback.
-* **Valves Optimization**: Optimized configuration descriptions to be English-only for better consistency.
-* **Bug Fixes**: 
-    * Resolved [Issue #49](https://github.com/Fu-Jie/openwebui-extensions/issues/49): Fixed a bug where consecutive bold parts on the same line caused spaces between them to be removed.
-    * Fixed a `NameError` in the plugin code that caused test collection failures.
+---
+
+## 🚀 Why do you need this plugin? (What does it do?)
+
+Language Models (LLMs) often generate malformed Markdown due to tokenization artifacts, aggressive escaping, or hallucinated formatting. If you've ever seen:
+- A `mermaid` diagram fail to render because of missing quotes around labels.
+- A SQL block stuck on a single line because `\n` was output literally instead of a real newline.
+- A `<details>` block break the entire chat rendering because of missing newlines.
+- A LaTeX formula fail because the LLM used `\[` instead of `$$`.
+
+**This plugin automatically intercepts the LLM's raw output, analyzes its structure, and surgically repairs these formatting errors in real-time before they reach your browser.**
+
+## ✨ Comprehensive Feature List
+
+### 1. Advanced Structural Protections (Context-Aware)
+Before making any changes, the plugin builds a semantic map of the text to protect your technical content:
+- **Code Block Protection**: Skips formatting inside ` ``` ` code blocks by default to protect code logic.
+- **Inline Code Protection**: Recognizes `` `code` `` snippets and protects regular expressions and file paths (e.g., `C:\Windows`) from being incorrectly unescaped.
+- **LaTeX Protection**: Identifies inline (`$`) and block (`$$`) formulas to prevent modifying critical math commands like `\times`, `\theta`, or `\nu`.
+
+### 2. Auto-Healing Transformations
+- **Details Tag Normalization**: `<details>` blocks (often used for Chain of Thought) require strict spacing to render correctly. The plugin automatically injects blank lines after `</details>` and self-closing `<details />` tags.
+- **Mermaid Syntax Fixer**: One of the most common LLM errors is omitting quotes in Mermaid diagrams (e.g., `A --> B(Some text)`). This plugin parses the Mermaid syntax and auto-quotes labels and citations to guarantee the graph renders.
+- **Emphasis Spacing Fix**: Fixes formatting-breaking extra spaces inside bold/italic markers (e.g., `** text **` becomes `**text**`) while cleverly ignoring math expressions like `2 * 3 * 4`.
+- **Intelligent Escape Character Cleanup**: Removes excessive literal `\n` and `\t` generated by some models and converts them to actual structural newlines (only in safe text areas).
+- **LaTeX Standardization**: Automatically upgrades old-school LaTeX delimiters (`\[...\]` and `\(...\)`) to modern Markdown standards (`$$...$$` and `$ ... $`).
+- **Thought Tag Unification**: Standardizes various model thought outputs (`<think>`, `<thinking>`) into a unified `<thought>` tag.
+- **Broken Code Block Repair**: Fixes indentation issues, repairs mangled language prefixes (e.g., ` ```python`), and automatically closes unclosed code blocks if a generation was cut off.
+- **List & Table Formatting**: Injects missing newlines to repair broken numbered lists and adds missing closing pipes (`|`) to tables.
+- **XML Artifact Cleanup**: Silently removes leftover `<antArtifact>` or `<antThinking>` tags often leaked by Claude models.
+
+### 3. Reliability & Safety
+- **100% Rollback Guarantee**: If any normalization logic fails or crashes, the plugin catches the error and silently returns the exact original text, ensuring your chat never breaks.
+
+## 🔥 What's New in v1.2.8
+* **Reliability Enhancement**: Complete error fallback mechanism. Guarantees 0% data loss during processing.
+* **Inline Code Protection**: Upgraded escaping logic to protect inline code blocks (`` `...` ``).
+* **Code Block Escaping Control**: The `enable_escape_fix_in_code_blocks` Valve now correctly targets broken newlines inside code blocks (perfect for fixing flat SQL queries) when enabled.
+* **Privacy Optimization**: `show_debug_log` now defaults to `False` to prevent console noise.
 
 ## 🌐 Multilingual Support
 
-Supports automatic interface and status switching for the following languages:
+The plugin UI and status notifications automatically switch based on your language:
 `English`, `简体中文`, `繁體中文 (香港)`, `繁體中文 (台灣)`, `한국어`, `日本語`, `Français`, `Deutsch`, `Español`, `Italiano`, `Tiếng Việt`, `Bahasa Indonesia`.
 
-## ✨ Core Features
-
-* **Details Tag Normalization**: Ensures proper spacing for `<details>` tags (used for thought chains). Adds a blank line after `</details>` and ensures a newline after self-closing `<details />` tags to prevent rendering issues.
-* **Emphasis Spacing Fix**: Fixes extra spaces inside emphasis markers (e.g., `** text **` -> `**text**`) which can cause rendering failures. Includes safeguards to protect math expressions (e.g., `2 * 3 * 4`) and list variables.
-* **Mermaid Syntax Fix**: Automatically fixes common Mermaid syntax errors, such as unquoted node labels (including multi-line labels and citations) and unclosed subgraphs. **New in v1.1.2**: Comprehensive protection for edge labels (text on connecting lines) across all link types (solid, dotted, thick).
-* **Frontend Console Debugging**: Supports printing structured debug logs directly to the browser console (F12) for easier troubleshooting.
-* **Code Block Formatting**: Fixes broken code block prefixes, suffixes, and indentation.
-* **LaTeX Normalization**: Standardizes LaTeX formula delimiters (`\[` -> `$$`, `\(` -> `$`).
-* **Thought Tag Normalization**: Unifies thought tags (`<think>`, `<thinking>` -> `<thought>`).
-* **Escape Character Fix**: Cleans up excessive escape characters (`\\n`, `\\t`).
-* **List Formatting**: Ensures proper newlines in list items.
-* **Heading Fix**: Adds missing spaces in headings (`#Heading` -> `# Heading`).
-* **Table Fix**: Adds missing closing pipes in tables.
-* **XML Cleanup**: Removes leftover XML artifacts.
-
 ## How to Use 🛠️
 
 1. Install the plugin in Open WebUI.
-2. Enable the filter globally or for specific models.
-3. Configure the enabled fixes in the **Valves** settings.
-4. (Optional) **Show Debug Log** is enabled by default in Valves. This prints structured logs to the browser console (F12).
-    > [!WARNING]
-    > As this is an initial version, some "negative fixes" might occur (e.g., breaking valid Markdown). If you encounter issues, please check the console logs, copy the "Original" vs "Normalized" content, and submit an issue.
+2. Enable the filter globally or assign it to specific models (highly recommended for models with poor formatting).
+3. Tune the specific fixes you want via the **Valves** settings.
 
 ## Configuration (Valves) ⚙️
 
 | Parameter | Default | Description |
 | :--- | :--- | :--- |
-| `priority` | `50` | Filter priority. Higher runs later (recommended after other filters). |
-| `enable_escape_fix` | `True` | Fix excessive escape characters (`\n`, `\t`, etc.). |
-| `enable_escape_fix_in_code_blocks` | `False` | Apply escape fix inside code blocks (may affect valid code). |
-| `enable_thought_tag_fix` | `True` | Normalize thought tags (`</thought>`). |
-| `enable_details_tag_fix` | `True` | Normalize `<details>` tags and add safe spacing. |
-| `enable_code_block_fix` | `True` | Fix code block formatting (indentation/newlines). |
-| `enable_latex_fix` | `True` | Normalize LaTeX delimiters (`\[` -> `$$`, `\(` -> `$`). |
+| `priority` | `50` | Filter priority. Higher runs later (recommended to run this after all other content filters). |
+| `enable_escape_fix` | `True` | Convert excessive literal escape characters (`\n`, `\t`) to real spacing. |
+| `enable_escape_fix_in_code_blocks` | `False` | **Pro-tip**: Turn this ON if your SQL/HTML code blocks are constantly printing on a single line. Turn OFF for Python/C++. |
+| `enable_thought_tag_fix` | `True` | Normalize `<think>` tags. |
+| `enable_details_tag_fix` | `True` | Normalize `<details>` spacing. |
+| `enable_code_block_fix` | `True` | Fix code block indentation and newlines. |
+| `enable_latex_fix` | `True` | Standardize LaTeX delimiters (`\[` -> `$$`). |
 | `enable_list_fix` | `False` | Fix list item newlines (experimental). |
 | `enable_unclosed_block_fix` | `True` | Auto-close unclosed code blocks. |
-| `enable_fullwidth_symbol_fix` | `False` | Fix full-width symbols in code blocks. |
-| `enable_mermaid_fix` | `True` | Fix common Mermaid syntax errors. |
-| `enable_heading_fix` | `True` | Fix missing space in headings. |
-| `enable_table_fix` | `True` | Fix missing closing pipe in tables. |
-| `enable_xml_tag_cleanup` | `True` | Cleanup leftover XML tags. |
-| `enable_emphasis_spacing_fix` | `False` | Fix extra spaces in emphasis. |
-| `show_status` | `True` | Show status notification when fixes are applied. |
-| `show_debug_log` | `True` | Print debug logs to browser console (F12). |
+| `enable_mermaid_fix` | `True` | Fix common Mermaid syntax errors (auto-quoting). |
+| `enable_heading_fix` | `True` | Add missing space after heading hashes (`#Title` -> `# Title`). |
+| `enable_table_fix` | `True` | Add missing closing pipe in tables. |
+| `enable_xml_tag_cleanup` | `True` | Remove leftover XML artifacts. |
+| `enable_emphasis_spacing_fix` | `False` | Fix extra spaces in emphasis formatting. |
+| `show_status` | `True` | Show UI status notification when a fix is actively applied. |
+| `show_debug_log` | `False` | Print detailed before/after diffs to browser console (F12). |
 
 ## ⭐ Support
-
-If this plugin has been useful, a star on [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) is a big motivation for me. Thank you for the support.
+If this plugin saves your day, a star on [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) is a big motivation for me. Thank you!
 
 ## 🧩 Others
-
-### Troubleshooting ❓
-
-* **Submit an Issue**: If you encounter any problems, please submit an issue on GitHub: [OpenWebUI Extensions Issues](https://github.com/Fu-Jie/openwebui-extensions/issues)
-
-### Changelog
-
-See the full history on GitHub: [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions)
+* **Troubleshooting**: Encountering "negative fixes"? Enable `show_debug_log`, check your console, and submit an issue on GitHub: [OpenWebUI Extensions Issues](https://github.com/Fu-Jie/openwebui-extensions/issues)

docs/plugins/filters/markdown_normalizer.zh.md

@@ -1,81 +1,87 @@
 # Markdown 格式化过滤器 (Markdown Normalizer)
 
-**作者:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **Version:** 1.2.7 | **项目:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **许可证:** MIT
+**作者:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **版本:** 1.2.8 | **项目:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **许可证:** MIT
 
-这是一个用于 Open WebUI 的内容格式化过滤器，旨在修复 LLM 输出中常见的 Markdown 格式问题。它能确保代码块、LaTeX 公式、Mermaid 图表和其他 Markdown 元素被正确渲染。
+这是一个强大的、具备上下文感知的 Markdown 内容规范化过滤器，专为 Open WebUI 设计，旨在实时修复大语言模型 (LLM) 输出中常见的格式错乱问题。它能确保代码块、LaTeX 公式、Mermaid 图表以及其他结构化元素被完美渲染，同时**绝不破坏**你原有的有效技术内容（如代码、正则、路径）。
 
-> 🏆 **OpenWebUI 官方推荐** — 获得 OpenWebUI 社区 Newsletter 官方推荐：[2026 年 1 月 28 日](https://openwebui.com/blog/newsletter-january-28-2026)
+> 🏆 **OpenWebUI 官方推荐** — 本插件获得 OpenWebUI 社区 Newsletter 官方推荐：[2026 年 1 月 28 日](https://openwebui.com/blog/newsletter-january-28-2026)
 
-## 🔥 最新更新 v1.2.7
+[English](https://github.com/Fu-Jie/openwebui-extensions/blob/main/plugins/filters/markdown_normalizer/README.md) | [简体中文](https://github.com/Fu-Jie/openwebui-extensions/blob/main/plugins/filters/markdown_normalizer/README_CN.md)
 
-* **LaTeX 公式保护**: 增强了转义字符清理逻辑，自动保护 `$ $` 或 `$$ $$` 内的 LaTeX 命令（如 `\times`、`\nu`、`\theta`），防止渲染失效。
-* **扩展国际化 (i18n) 支持**: 现已支持 12 种语言，具备自动探测与回退机制。
-* **配置项优化**: 将 Valves 配置项的描述统一为英文，保持界面一致性。
-* **修复 Bug**: 
-    * 修复了 [Issue #49](https://github.com/Fu-Jie/openwebui-extensions/issues/49)：解决了当同一行存在多个加粗部分时，由于正则匹配过于贪婪导致中间内容丢失空格的问题。
-    * 修复了插件代码中的 `NameError` 错误，确保测试脚本能正常运行。
+---
+
+## 🚀 为什么你需要这个插件？(它能解决什么问题？)
+
+由于分词 (Tokenization) 伪影、过度转义或格式幻觉，LLM 经常会生成破损的 Markdown。如果你遇到过以下情况：
+- `mermaid` 图表因为节点标签缺少双引号而渲染失败、白屏。
+- LLM 输出的 SQL 语句挤在一行，因为本该换行的地方输出了字面量 `\n`。
+- 复杂的 `<details>` (思维链展开块) 因为缺少换行符导致整个聊天界面排版崩塌。
+- LaTeX 数学公式无法显示，因为模型使用了旧版的 `\[` 而不是 Markdown 支持的 `$$`。
+
+**本插件会自动拦截 LLM 返回的原始数据，实时分析其文本结构，并像外科手术一样精准修复这些排版错误，然后再将其展示在你的浏览器中。**
+
+## ✨ 核心功能与修复能力全景
+
+### 1. 高级结构保护 (上下文感知)
+在执行任何修改前，插件会为整个文本建立语义地图，确保技术性内容不被误伤：
+- **代码块保护**：默认跳过 ` ``` ` 内部的内容，保护所有编程逻辑。
+- **行内代码保护**：识别 `` `代码` `` 片段，防止正则表达式（如 `[\n\r]`）或文件路径（如 `C:\Windows`）被错误地去转义。
+- **LaTeX 公式保护**：识别行内 (`$`) 和块级 (`$$`) 公式，防止诸如 `\times`, `\theta` 等核心数学命令被意外破坏。
+
+### 2. 自动治愈转换 (Auto-Healing)
+- **Details 标签排版修复**：`<details>` 块要求极为严格的空行才能正确渲染内部内容。插件会自动在 `</details>` 以及自闭合 `<details />` 标签后注入安全的换行符。
+- **Mermaid 语法急救**：自动修复最常见的 Mermaid 错误——为未加引号的节点标签（如 `A --> B(Some text)`）自动补充双引号，甚至支持多行标签和引用，确保拓扑图 100% 渲染。
+- **强调语法间距修复**：修复加粗/斜体语法内部多余的空格（如 `** 文本 **` 变为 `**文本**`，否则 OpenWebUI 无法加粗），同时智能忽略数学算式（如 `2 * 3 * 4`）。
+- **智能转义字符清理**：将模型过度转义生成的字面量 `\n` 和 `\t` 转化为真正的换行和缩进（仅在安全的纯文本区域执行）。
+- **LaTeX 现代化转换**：自动将旧式的 LaTeX 定界符（`\[...\]` 和 `\(...\)`）升级为现代 Markdown 标准（`$$...$$` 和 `$ ... $`）。
+- **思维标签大一统**：无论模型输出的是 `<think>` 还是 `<thinking>`，统一标准化为 `<thought>` 标签。
+- **残缺代码块修复**：修复乱码的语言前缀（例如 ` ```python`），调整缩进，并在模型回答被截断时，自动补充闭合的 ` ``` `。
+- **列表与表格急救**：为粘连的编号列表注入换行，为残缺的 Markdown 表格补充末尾的闭合管道符（`|`）。
+- **XML 伪影消除**：静默移除 Claude 模型经常泄露的 `<antArtifact>` 或 `<antThinking>` 残留标签。
+
+### 3. 绝对的可靠性与安全 (100% Rollback)
+- **无损回滚机制**：如果在修复过程中发生任何意外错误或崩溃，插件会立即捕获异常，并静默返回**绝对原始**的文本，确保你的对话永远不会因插件报错而丢失。
+
+## 🔥 最新更新 v1.2.8
+* **可靠性增强**：修复了错误回滚机制。当规范化过程中发生意外错误时，插件现在会正确返回原始文本，而不是返回被部分修改的损坏内容。
+* **内联代码保护**：优化了转义字符清理逻辑，现在会保护内联代码块（`` `...` ``）不被错误转义，防止破坏有效的代码片段。
+* **配置项修复**：`enable_escape_fix_in_code_blocks` 配置项现在能正确作用于代码块了。**在代码块内修复换行符（比如修复 SQL）时，只需在设置中开启此选项即可。**
+* **隐私与日志优化**：将 `show_debug_log` 默认值修改为 `False`，避免将可能敏感的内容自动输出到浏览器控制台，并减少不必要的日志噪音。
 
 ## 🌐 多语言支持 (i18n)
 
-支持以下语言的界面与状态自动切换：
+界面的状态提示气泡会根据你的浏览器语言自动切换：
 `English`, `简体中文`, `繁體中文 (香港)`, `繁體中文 (台灣)`, `한국어`, `日本語`, `Français`, `Deutsch`, `Español`, `Italiano`, `Tiếng Việt`, `Bahasa Indonesia`
 
-## ✨ 核心特性
-
-* **Details 标签规范化**: 确保 `<details>` 标签（常用于思维链）有正确的间距。在 `</details>` 后添加空行，并在自闭合 `<details />` 标签后添加换行，防止渲染问题。
-* **强调空格修复**: 修复强调标记内部的多余空格（例如 `** 文本 **` -> `**文本**`），这会导致 Markdown 渲染失败。包含保护机制，防止误修改数学表达式（如 `2 * 3 * 4`）或列表变量。
-* **Mermaid 语法修复**: 自动修复常见的 Mermaid 语法错误，如未加引号的节点标签（支持多行标签和引用标记）和未闭合的子图 (Subgraph)。**v1.1.2 新增**: 全面保护各种类型的连线标签（实线、虚线、粗线），防止被误修改。
-* **前端控制台调试**: 支持将结构化的调试日志直接打印到浏览器控制台 (F12)，方便排查问题。
-* **代码块格式化**: 修复破损的代码块前缀、后缀和缩进问题。
-* **LaTeX 规范化**: 标准化 LaTeX 公式定界符 (`\[` -> `$$`, `\(` -> `$`)。
-* **思维标签规范化**: 统一思维链标签 (`<think>`, `<thinking>` -> `<thought>`)。
-* **转义字符修复**: 清理过度的转义字符 (`\\n`, `\\t`)。
-* **列表格式化**: 确保列表项有正确的换行。
-* **标题修复**: 修复标题中缺失的空格 (`#标题` -> `# 标题`)。
-* **表格修复**: 修复表格中缺失的闭合管道符。
-* **XML 清理**: 移除残留的 XML 标签。
-
-## 使用方法
+## 使用方法 🛠️
 
 1. 在 Open WebUI 中安装此插件。
-2. 全局启用或为特定模型启用此过滤器。
-3. 在 **Valves** 设置中配置需要启用的修复项。
-4. (可选) **显示调试日志 (Show Debug Log)** 在 Valves 中默认开启。这会将结构化的日志打印到浏览器控制台 (F12)。
-    > [!WARNING]
-    > 由于这是初版，可能会出现“负向修复”的情况（例如破坏了原本正确的格式）。如果您遇到问题，请务目查看控制台日志，复制“原始 (Original)”与“规范化 (Normalized)”的内容对比，并提交 Issue 反馈。
+2. 全局启用或为特定模型启用此过滤器（强烈建议为格式输出不稳定的模型启用）。
+3. 在 **Valves (配置参数)** 设置中微调你需要的修复项。
 
 ## 配置参数 (Valves) ⚙️
 
 | 参数 | 默认值 | 描述 |
 | :--- | :--- | :--- |
-| `priority` | `50` | 过滤器优先级。数值越大越靠后（建议在其他过滤器之后运行）。 |
-| `enable_escape_fix` | `True` | 修复过度的转义字符（`\n`, `\t` 等）。 |
-| `enable_escape_fix_in_code_blocks` | `False` | 在代码块内应用转义修复（可能影响有效代码）。 |
-| `enable_thought_tag_fix` | `True` | 规范化思维标签（`</thought>`）。 |
-| `enable_details_tag_fix` | `True` | 规范化 `<details>` 标签并添加安全间距。 |
-| `enable_code_block_fix` | `True` | 修复代码块格式（缩进/换行）。 |
-| `enable_latex_fix` | `True` | 规范化 LaTeX 定界符（`\[` -> `$$`, `\(` -> `$`）。 |
+| `priority` | `50` | 过滤器优先级。数值越大越靠后（建议放在其他内容过滤器之后运行）。 |
+| `enable_escape_fix` | `True` | 修复过度的转义字符（将字面量 `\n` 转换为实际换行）。 |
+| `enable_escape_fix_in_code_blocks` | `False` | **高阶技巧**：如果你的 SQL 或 HTML 代码块总是挤在一行，**请开启此项**。如果你经常写 Python/C++，建议保持关闭。 |
+| `enable_thought_tag_fix` | `True` | 规范化思维标签为 `<thought>`。 |
+| `enable_details_tag_fix` | `True` | 修复 `<details>` 标签的排版间距。 |
+| `enable_code_block_fix` | `True` | 修复代码块前缀、缩进和换行。 |
+| `enable_latex_fix` | `True` | 规范化 LaTeX 定界符（`\[` -> `$$`）。 |
 | `enable_list_fix` | `False` | 修复列表项换行（实验性）。 |
-| `enable_unclosed_block_fix` | `True` | 自动闭合未闭合的代码块。 |
-| `enable_fullwidth_symbol_fix` | `False` | 修复代码块中的全角符号。 |
-| `enable_mermaid_fix` | `True` | 修复常见 Mermaid 语法错误。 |
-| `enable_heading_fix` | `True` | 修复标题中缺失的空格。 |
+| `enable_unclosed_block_fix` | `True` | 自动闭合被截断的代码块。 |
+| `enable_mermaid_fix` | `True` | 修复常见 Mermaid 语法错误（如自动加引号）。 |
+| `enable_heading_fix` | `True` | 修复标题中缺失的空格 (`#Title` -> `# Title`)。 |
 | `enable_table_fix` | `True` | 修复表格中缺失的闭合管道符。 |
-| `enable_xml_tag_cleanup` | `True` | 清理残留的 XML 标签。 |
-| `enable_emphasis_spacing_fix` | `False` | 修复强调语法中的多余空格。 |
-| `show_status` | `True` | 应用修复时显示状态通知。 |
-| `show_debug_log` | `True` | 在浏览器控制台打印调试日志。 |
+| `enable_xml_tag_cleanup` | `True` | 清理残留的 XML 分析标签。 |
+| `enable_emphasis_spacing_fix` | `False` | 修复强调语法（加粗/斜体）内部的多余空格。 |
+| `show_status` | `True` | 当触发任何修复规则时，在页面底部显示提示气泡。 |
+| `show_debug_log` | `False` | 在浏览器控制台 (F12) 打印修改前后的详细对比日志。 |
 
 ## ⭐ 支持
+如果这个插件拯救了你的排版，欢迎到 [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) 点个 Star，这是我持续改进的最大动力。感谢支持！
 
-如果这个插件对你有帮助，欢迎到 [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) 点个 Star，这将是我持续改进的动力，感谢支持。
-
-## 其他
-
-### 故障排除 (Troubleshooting) ❓
-
-* **提交 Issue**: 如果遇到任何问题，请在 GitHub 上提交 Issue：[OpenWebUI Extensions Issues](https://github.com/Fu-Jie/openwebui-extensions/issues)
-
-### 更新日志
-
-完整历史请查看 GitHub 项目： [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions)
+## 🧩 其他
+* **故障排除**：遇到“负向修复”（即原本正常的排版被修坏了）？请开启 `show_debug_log`，在 F12 控制台复制出原始文本，并在 GitHub 提交 Issue：[提交 Issue](https://github.com/Fu-Jie/openwebui-extensions/issues)

docs/plugins/pipes/github-copilot-sdk.md

@@ -1,8 +1,14 @@
 # GitHub Copilot SDK Pipe for OpenWebUI
 
-**Author:** [Fu-Jie](https://github.com/Fu-Jie) | **Version:** 0.9.0 | **Project:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **License:** MIT
+**Author:** [Fu-Jie](https://github.com/Fu-Jie) | **Version:** 0.10.0 | **Project:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **License:** MIT
 
-This is an advanced Pipe function for [OpenWebUI](https://github.com/open-webui/open-webui) that integrates the official [GitHub Copilot SDK](https://github.com/github/copilot-sdk). It enables you to use **GitHub Copilot models** (e.g., `gpt-5.2-codex`, `claude-sonnet-4.5`,`gemini-3-pro`, `gpt-5-mini`) **AND** your own models via **BYOK** (OpenAI, Anthropic) directly within OpenWebUI, providing a unified agentic experience with **strict User & Chat-level Workspace Isolation**.
+This is a powerful **GitHub Copilot SDK** Pipe for **OpenWebUI** that provides a unified **Agentic experience**. It goes beyond simple model access by enabling autonomous **Intent Recognition**, **Web Search**, and **Context Compaction**. It seamlessly reuses your existing **Tools, MCP servers, OpenAPI servers, and Skills** from OpenWebUI to create a truly integrated ecosystem.
+
+- **🧠 Autonomous Intent Recognition**: The Agent independently analyzes user goals to determine the most effective path forward.
+- **🌐 Smart Web Search**: Built-in capability to trigger web searches autonomously based on task requirements.
+- **♾️ Infinite Session (Context Compaction)**: Automatically manages long-running conversations by compacting context (summarization + TODO persistence) to maintain project focus.
+- **🧩 Ecosystem Injection**: Directly reads and leverages your configured **OpenWebUI Tools, MCPs, OpenAPI Servers, and Skills**.
+- **🎨 Interactive Delivery**: Native support for **HTML Artifacts** and **RichUI** components for real-time visualization and reporting.
 
 > [!IMPORTANT]
 > **Essential Companion**
@@ -14,31 +20,39 @@ This is an advanced Pipe function for [OpenWebUI](https://github.com/open-webui/
 
 ---
 
-## ✨ v0.9.0: The Skills Revolution & Stability Update
+## ✨ v0.10.0: Native Prompt Restoration, Live TODO Widget & SDK v0.1.30
 
-- **🧩 Copilot SDK Skills Support**: Native support for Copilot SDK skill directories (`SKILL.md` + resources).
-- **🔄 OpenWebUI Skills Bridge**: Full bidirectional sync between OpenWebUI Workspace > Skills and SDK skill directories.
-- **🛠️ Deterministic `manage_skills` Tool**: Expert tool for stable install/create/list/edit/delete skill operations.
-- **🌊 Reinforced Status Bar**: Multi-layered locking mechanism (`session_finalized` guard) and atomic async delivery to prevent "stuck" indicators.
-- **🗂️ Persistent Config Directory**: Added `COPILOTSDK_CONFIG_DIR` for stable session-state persistence across container restarts.
+- **⌨️ Authentic Prompt Restoration**: Most native Copilot CLI prompts have been restored to ensure authentic behavior and enhanced capabilities across the Agentic workflow.
+- **📋 Live TODO Widget**: Added a compact real-time task tracking widget synchronized with `session.db`, keeping in-progress work visible without cluttering the chat history.
+- **🧩 OpenWebUI Tool Call Fixes**: Fixed custom tool invocation by syncing injected context with OpenWebUI 0.8.x expectations, including `__request__`, `request`, `body`, `__messages__`, `__metadata__`, `__files__`, `__task__`, and session/chat/message IDs.
+- **🔒 SDK v0.1.30 + Adaptive Workstyle**: Upgraded the pipe to `github-copilot-sdk==0.1.30`, moving workflow logic into the system prompt for autonomous "Plan-vs-Execute" decisions.
+- **🐛 Intent + Widget UX Fixes**: Fixed `report_intent` localization and cleaned up TODO widget layout for a more professional look.
+- **🧾 Better Embedded Tool Results**: Improved HTML/embedded tool outcomes and synchronized documentation surface.
 
 ---
 
 ## ✨ Key Capabilities
 
-- **🔑 Unified Intelligence (Official + BYOK)**: Seamlessly switch between official GitHub Copilot models (o1, GPT-4o, Claude 3.5 Sonnet, Gemini 2.0 Flash) and your own models (OpenAI, Anthropic) via **Bring Your Own Key** mode.
+- **🔑 Unified Intelligence (Official + BYOK)**: Seamlessly switch between official GitHub Copilot models and your own models (OpenAI, Anthropic, DeepSeek, xAI) via **Bring Your Own Key** mode.
 - **🛡️ Physical Workspace Isolation**: Every session runs in its own isolated directory sandbox. This ensures absolute data privacy and prevents cross-chat file contamination while allowing the Agent full filesystem access.
 - **🔌 Universal Tool Protocol**:
   - **Native MCP**: Direct, high-performance connection to Model Context Protocol servers.
   - **OpenAPI Bridge**: Connect to any external REST API as an Agent tool.
   - **OpenWebUI Native**: Zero-config bridge to your existing OpenWebUI tools and built-ins (Web Search, Memory, etc.).
 - **🧩 OpenWebUI Skills Bridge**: Transforms simple OpenWebUI Markdown instructions into powerful SDK skill folders complete with supporting scripts, templates, and data.
+- **🧭 Adaptive Planning and Execution**: The Agent decides whether to respond with a planning-first analysis or direct implementation flow based on task complexity, ambiguity, and user intent.
 - **♾️ Infinite Session Management**: Advanced context window management with automatic "Compaction" (summarization + list persistence). Carry out weeks-long projects without losing the core thread.
 - **📊 Interactive Artifacts & Publishing**:
   - **Live HTML/JS**: Instantly render and interact with apps, dashboards, or reports generated by the Agent.
   - **Persistent Publishing**: Agents can "publish" generated files (Excel, CSV, docs) to OpenWebUI's file storage, providing permanent download links.
 - **🌊 UX-First Streaming**: Full support for "Thinking" processes (Chain of Thought), status indicators, and real-time progress bars for long-running tasks.
-- **🧠 Deep Database Integration**: Real-time persistence of TOD·O lists and session metadata ensures your workflow state is always visible in the UI.
+- **🧠 Deep Database Integration**: Real-time persistence of TODO lists and session metadata ensures your workflow state is always visible in the UI.
+
+> [!TIP]
+> **💡 Visualization Pro-Tip**
+> To get the most out of **HTML Artifacts** and **RichUI**, we highly recommend asking the Agent to install the skill via its GitHub URL:
+> "Install this skill: <https://github.com/nicobailon/visual-explainer>".
+> This skill is specifically optimized for generating high-quality visual components and integrates perfectly with this Pipe.
 
 ---
 
@@ -69,7 +83,6 @@ Administrators define the default behavior for all users in the function setting
 | `ENABLE_MCP_SERVER` | `True` | Enable Direct MCP Client connection (Recommended). |
 | `ENABLE_OPENWEBUI_SKILLS` | `True` | Enable bidirectional sync with OpenWebUI Workspace > Skills. |
 | `OPENWEBUI_SKILLS_SHARED_DIR` | `/app/backend/data/cache/copilot-openwebui-skills` | Shared cache directory for skills. |
-| `GITHUB_SKILLS_SOURCE_URL` | `""` | Optional GitHub tree URL for batch skill import (e.g., anthropic/skills). |
 | `DISABLED_SKILLS` | `""` | Comma-separated skill names to disable in SDK session. |
 | `REASONING_EFFORT` | `medium` | Reasoning effort level: low, medium, high. |
 | `SHOW_THINKING` | `True` | Show model reasoning/thinking process. |
@@ -95,7 +108,6 @@ Standard users can override these settings in their individual Profile/Function
 | `MAX_MULTIPLIER` | Maximum allowed billing multiplier override. |
 | `EXCLUDE_KEYWORDS` | Exclude models containing these keywords. |
 | `ENABLE_OPENWEBUI_SKILLS` | Enable loading all active OpenWebUI skills readable by you into SDK `SKILL.md` directories. |
-| `GITHUB_SKILLS_SOURCE_URL` | Optional GitHub tree URL for batch skill import in your own session. |
 | `DISABLED_SKILLS` | Comma-separated skill names to disable for your own session. |
 | `BYOK_API_KEY` | Use your personal OpenAI/Anthropic API Key. |
 

docs/plugins/pipes/github-copilot-sdk.zh.md

@@ -1,46 +1,59 @@
-# GitHub Copilot SDK 官方管道
+# GitHub Copilot Official SDK Pipe
 
-**作者:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **版本:** 0.9.0 | **项目:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **许可证:** MIT
+**作者:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **版本:** 0.10.0 | **项目:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **许可证:** MIT
 
-这是一个用于 [OpenWebUI](https://github.com/open-webui/open-webui) 的高级 Pipe 函数，深度集成了 **GitHub Copilot SDK**。它不仅支持 **GitHub Copilot 官方模型**（如 `gpt-5.2-codex`, `claude-sonnet-4.5`, `gemini-3-pro`, `gpt-5-mini`），还支持 **BYOK (自带 Key)** 模式对接自定义服务商（OpenAI, Anthropic），并具备**严格的用户与会话级工作区隔离**能力，提供统一且安全的 Agent 交互体验。
+这是一个将 **GitHub Copilot SDK** 深度集成到 **OpenWebUI** 中的强大 Agent SDK 管道。它不仅实现了 SDK 的核心功能，还支持 **智能意图识别**、**自主网页搜索** 与 **自动上下文压缩**，并能够无缝读取 OpenWebUI 已有的配置进行智能注入，让 Agent 能够具备以下能力：
+
+- **🧠 智能意图识别**：Agent 能自主分析用户任务的深层意图，决定最有效的处理路径。
+- **🌐 自主网页搜索**：具备独立的网页搜索触发判断力，无需用户手动干预。
+- **♾️ 自动压缩上下文**：支持 Infinite Session，自动对长对话进行上下文压缩与摘要，确保长期任务跟进。
+- **🛠️ 全功能 Skill 体系**：完美支持本地自定义 Skill 目录，通过脚本与资源的结合实现真正的功能增强。
+- **🧩 深度生态复用**：直接复用您在 OpenWebUI 中配置的各种 **工具 (Tools)**、**MCP**、**OpenAPI Server** 和 **技能 (Skills)**。
+
+为您带来更强、更完整的交互体验。
 
 > [!IMPORTANT]
 > **核心伴侣组件**
-> 如需启用文件处理与数据分析能力，请务必安装 [GitHub Copilot SDK Files Filter](https://openwebui.com/posts/403a62ee-a596-45e7-be65-fab9cc24dd6)。
->
->## ✨ 0.9.0 核心更新：技能革命与稳定性加固
-
-- **🧩 Copilot SDK Skills 原生支持**: 技能可作为一等上下文能力被加载和使用。
-- **🔄 OpenWebUI Skills 桥接**: 实现 OpenWebUI **工作区 > Skills** 与 SDK 技能目录的深度双向同步。
-- **🛠️ 确定性 `manage_skills` 工具**: 通过稳定工具契约完成技能的生命周期管理。
-- **🌊 状态栏逻辑加固**: 引入 `session_finalized` 多层锁定机制，彻底解决任务完成后状态栏回弹或卡死的问题。
-- **🗂️ 环境目录持久化**: 增强 `COPILOTSDK_CONFIG_DIR` 逻辑，确保会话状态跨容器重启稳定存在。
-- **🌐 持续化共享缓存（扩展）**: 技能统一存储在 `OPENWEBUI_SKILLS_SHARED_DIR/shared/`，跨会话与容器重启复用。
-- **🎯 智能意图路由（扩展）**: 自动识别技能管理请求并优先路由到 `manage_skills`，确保执行确定性。
-- **🗂️ 环境目录升级**: 新增 `COPILOTSDK_CONFIG_DIR`，并自动回退到 `/app/backend/data/.copilot`，确保 SDK 配置与会话状态在容器重启后稳定持久化。
-- **🧭 CLI 提示词护栏**: 系统提示词明确区分可执行的 **tools** 与不可调用的 **skills**，并要求技能生命周期操作优先走 `manage_skills`，同时强化 CLI/Python 执行规范。
-
+> 如需启用文件处理与数据分析能力，请务必安装 [GitHub Copilot SDK Files Filter](https://openwebui.com/posts/403a62ee-a596-45e7-be65-fab9cc249dd6)。
 > [!TIP]
 > **BYOK 模式无需订阅**
 > 如果您使用自带的 API Key (BYOK 模式对接 OpenAI/Anthropic)，**您不需要 GitHub Copilot 官方订阅**。只有在访问 GitHub 官方模型时才需要订阅。
 
 ---
 
+## ✨ v0.10.0 最新更新：原生提示词恢复、Live TODO 小组件与 SDK v0.1.30 完善
+
+- **⌨️ 原生提示词恢复**：恢复了大部分 Copilot CLI 原生提示词，确保 Agent 在处理复杂任务时具备最正宗的行为逻辑与增强能力。
+- **📋 Live TODO 小组件**：新增基于 `session.db` 实时任务状态的紧凑型嵌入式 TODO 小组件，任务进度常驻可见，无需在正文中重复显示全部待办列表。
+- **🧩 OpenWebUI 工具调用修复**：修复自定义工具调用时上下文注入不完整的问题，完全对齐 OpenWebUI 0.8.x 所需的系统级上下文（`__request__`、`body`、`__metadata__` 等）。
+- **🔒 SDK v0.1.30 与自适应工作流**：升级到 `github-copilot-sdk==0.1.30`，将规划与执行逻辑移至系统提示词，让 Agent 根据任务复杂度自主决策工作流。
+- **🐛 意图与体验优化**：修复 `report_intent` 国际化问题，优化 TODO 小组件的视觉布局，减少冗余空白。
+- **🧾 嵌入结果与文档更新**：改进 HTML/嵌入式工具结果处理，同步中英 README 与 docs 镜像页，确保发布状态一致。
+
+---
+
 ## ✨ 核心能力 (Key Capabilities)
 
-- **🔑 统一智能体验 (官方 + BYOK)**: 自由切换官方模型（o1, GPT-4o, Claude 3.5 Sonnet, Gemini 2.0 Flash）与自定义服务商（OpenAI, Anthropic），支持 **BYOK (自带 Key)** 模式。
+- **🔑 统一智能体验 (官方 + BYOK)**: 自由切换官方模型与自定义服务商（OpenAI, Anthropic, DeepSeek, xAI），支持 **BYOK (自带 Key)** 模式。
 - **🛡️ 物理级工作区隔离**: 每个会话在独立的沙箱目录中运行。确保绝对的数据隐私，防止不同聊天间的文件污染，同时给予 Agent 完整的文件系统操作权限。
 - **🔌 通用工具协议**:
   - **原生 MCP**: 高性能直连 Model Context Protocol 服务器。
   - **OpenAPI 桥接**: 将任何外部 REST API 一键转换为 Agent 可调用的工具。
   - **OpenWebUI 原生桥接**: 零配置接入现有的 OpenWebUI 工具及内置功能（网页搜索、记忆等）。
-- **🧩 OpenWebUI Skills 桥接**: 将简单的 OpenWebUI Markdown 指令转化为包含脚本、模板和数据的强大 SDK 技能文件夹。
+- **🧩 OpenWebUI Skills 桥接**: 将简单的 OpenWebUI Markdown 指令转化为包含脚本、模板 and 数据的强大 SDK 技能文件夹。
+- **🧭 自适应规划与执行**: Agent 会根据任务复杂度、歧义程度和用户意图，自主决定先输出结构化方案，还是直接分析、实现并验证。
 - **♾️ 无限会话管理**: 先进的上下文窗口管理，支持自动“压缩”（摘要提取 + TODO 列表持久化）。支持长达数周的项目跟踪而不会丢失核心上下文。
 - **📊 交互式产物与发布**:
   - **实时 HTML/JS**: 瞬间渲染并交互 Agent 生成的应用程序、可视化看板或报告。
   - **持久化发布**: Agent 可将生成的产物（Excel, CSV, 文档）发布至 OpenWebUI 文件存储，并在聊天中提供永久下载链接。
 - **🌊 极致交互体验**: 完整支持深度思考过程 (Thinking Process) 流式渲染、状态指示器以及长任务实时进度条。
-- **🧠 深度数据库集成**: TOD·O 列表与会话元数据的实时持久化，确保任务执行状态在 UI 上清晰可见。
+- **🧠 深度数据库集成**: TODO 列表与会话元数据的实时持久化，确保任务执行状态在 UI 上清晰可见。
+
+> [!TIP]
+> **💡 增强渲染建议**
+> 为了获得最精美的 **HTML Artifacts** 与 **RichUI** 效果，建议在对话中通过提供的 GitHub 链接直接命令 Agent 安装：
+> “请安装此技能：<https://github.com/nicobailon/visual-explainer”。>
+> 该技能专为生成高质量可视化组件而设计，能够与本 Pipe 完美协作。
 
 ---
 
@@ -49,162 +62,106 @@
 `GitHub Copilot SDK Files Filter` 是本 Pipe 的配套插件，用于阻止 OpenWebUI 默认 RAG 在 Pipe 接手前抢先处理上传文件。
 
 - **作用**: 将上传文件移动到 `copilot_files`，让 Pipe 能直接读取原始二进制。
-- **必要性**: 若未安装，文件可能被提前解析/向量化，Agent 难以拿到原始文件。
+- **必要性**: 若未安装，文件可能被提前解析/向量化，Agent 拿到原始文件。
 - **v0.1.3 重点**:
   - 修复 BYOK 模型 ID 识别（支持 `github_copilot_official_sdk_pipe.xxx` 前缀匹配）。
   - 新增双通道调试日志（`show_debug_log`）：后端 logger + 浏览器控制台。
 
 ---
 
-## ⚙️ 核心配置参数 (Valves)
+## ⚙️ 核心配置 (Valves)
 
-### 1. 管理员配置 (基础设置)
+### 1. 管理员设置（全局默认）
 
-管理员可在函数设置中定义全局默认行为。
+管理员可在函数设置中为所有用户定义默认行为。
 
-| 参数 | 默认值 | 说明 |
+| Valve | 默认值 | 描述 |
 | :--- | :--- | :--- |
-| `GH_TOKEN` | `""` | 全局 GitHub Token (需具备 'Copilot Requests' 权限)。 |
-| `COPILOTSDK_CONFIG_DIR` | `""` | SDK 配置与会话状态持久化目录 (例如: `/app/backend/data/.copilot`)。 |
-| `ENABLE_OPENWEBUI_TOOLS` | `True` | 启用 OpenWebUI 工具 (包括定义工具和内置工具)。 |
-| `ENABLE_OPENAPI_SERVER` | `True` | 启用 OpenAPI 工具服务器连接。 |
-| `ENABLE_MCP_SERVER` | `True` | 启用直接 MCP 客户端连接 (推荐)。 |
-| `ENABLE_OPENWEBUI_SKILLS` | `True` | 开启与 OpenWebUI **工作区 > Skills** 的双向同步桥接。 |
-| `OPENWEBUI_SKILLS_SHARED_DIR` | `/app/backend/data/cache/copilot-openwebui-skills` | OpenWebUI skills 转换后的共享缓存目录。 |
-| `GITHUB_SKILLS_SOURCE_URL` | `""` | 可选 GitHub tree 地址，用于批量导入 skills（例如 anthropic/skills）。 |
-| `DISABLED_SKILLS` | `""` | 逗号分隔的 skill 名称黑名单（如 `docs-writer,webapp-testing`）。 |
-| `REASONING_EFFORT` | `medium` | 推理强度：low, medium, high。 |
-| `SHOW_THINKING` | `True` | 显示模型推理/思考过程。 |
-| `INFINITE_SESSION` | `True` | 启用无限会话 (自动上下文压缩)。 |
-| `MAX_MULTIPLIER` | `1.0` | 最大允许的模型计费倍率 (0x 为仅限免费模型)。 |
-| `EXCLUDE_KEYWORDS` | `""` | 排除包含这些关键字的模型 (逗号分隔)。 |
-| `TIMEOUT` | `300` | 每个流数据块的超时时间 (秒)。 |
-| `BYOK_TYPE` | `openai` | BYOK 服务商类型：`openai`, `anthropic`。 |
-| `BYOK_BASE_URL` | `""` | BYOK 基础 URL (例如: <https://api.openai.com/v1)。> |
-| `BYOK_MODELS` | `""` | BYOK 模型列表 (逗号分隔)。留空则从 API 获取。 |
-| `CUSTOM_ENV_VARS` | `""` | 自定义环境变量 (JSON 格式)。 |
-| `DEBUG` | `False` | 开启此项以在前端控制台输出详细调试日志。 |
+| `GH_TOKEN` | `""` | 全局 GitHub Fine-grained Token，需要 `Copilot Requests` 权限。 |
+| `COPILOTSDK_CONFIG_DIR` | `/app/backend/data/.copilot` | SDK 配置与会话状态的持久化目录。 |
+| `ENABLE_OPENWEBUI_TOOLS` | `True` | 启用 OpenWebUI Tools 与 Built-in Tools。 |
+| `ENABLE_OPENAPI_SERVER` | `True` | 启用 OpenAPI Tool Server 连接。 |
+| `ENABLE_MCP_SERVER` | `True` | 启用 MCP Server 连接。 |
+| `ENABLE_OPENWEBUI_SKILLS` | `True` | 启用 OpenWebUI Skills 到 SDK 技能目录的同步。 |
+| `OPENWEBUI_SKILLS_SHARED_DIR` | `/app/backend/data/cache/copilot-openwebui-skills` | Skills 共享缓存目录。 |
+| `DISABLED_SKILLS` | `""` | 逗号分隔的禁用技能名列表。 |
+| `REASONING_EFFORT` | `medium` | 推理强度：`low`、`medium`、`high`、`xhigh`。 |
+| `SHOW_THINKING` | `True` | 是否显示思考过程。 |
+| `INFINITE_SESSION` | `True` | 是否启用无限会话与上下文压缩。 |
+| `MAX_MULTIPLIER` | `1.0` | 允许的最大账单倍率。`0` 表示仅允许免费模型。 |
+| `EXCLUDE_KEYWORDS` | `""` | 排除包含这些关键词的模型。 |
+| `TIMEOUT` | `300` | 每个流式分片的超时时间（秒）。 |
+| `BYOK_TYPE` | `openai` | BYOK 提供商类型：`openai` 或 `anthropic`。 |
+| `BYOK_BASE_URL` | `""` | BYOK Base URL。 |
+| `BYOK_MODELS` | `""` | BYOK 模型列表，留空则尝试从 API 获取。 |
+| `CUSTOM_ENV_VARS` | `""` | 自定义环境变量（JSON 格式）。 |
+| `DEBUG` | `False` | 启用浏览器控制台/技术调试日志。 |
 
-### 2. 用户配置 (个人覆盖)
+### 2. 用户设置（个人覆盖）
 
-普通用户可在各自的个人设置中根据需要覆盖以下参数。
+普通用户可在个人资料或函数设置中覆盖以下选项。
 
-| 参数 | 说明 |
+| Valve | 描述 |
 | :--- | :--- |
-| `GH_TOKEN` | 使用个人的 GitHub Token。 |
-| `REASONING_EFFORT` | 个人偏好的推理强度。 |
-| `SHOW_THINKING` | 显示模型推理/思考过程。 |
-| `MAX_MULTIPLIER` | 最大允许的模型计费倍率覆盖。 |
-| `EXCLUDE_KEYWORDS` | 排除包含这些关键字的模型。 |
-| `ENABLE_OPENWEBUI_SKILLS` | 启用将当前用户可读的全部已启用 OpenWebUI skills 转换并加载为 SDK `SKILL.md` 目录。 |
-| `GITHUB_SKILLS_SOURCE_URL` | 为当前用户会话设置可选 GitHub tree 地址以批量导入 skills。 |
-| `DISABLED_SKILLS` | 为当前用户会话禁用指定 skills（逗号分隔）。 |
-| `BYOK_API_KEY` | 使用个人的 OpenAI/Anthropic API Key。 |
+| `GH_TOKEN` | 使用个人 GitHub Token。 |
+| `REASONING_EFFORT` | 个人推理强度偏好。 |
+| `SHOW_THINKING` | 是否显示思考过程。 |
+| `MAX_MULTIPLIER` | 个人最大账单倍率限制。 |
+| `EXCLUDE_KEYWORDS` | 个人模型排除关键词。 |
+| `ENABLE_OPENWEBUI_TOOLS` | 是否启用 OpenWebUI Tools 与 Built-in Tools。 |
+| `ENABLE_OPENAPI_SERVER` | 是否启用 OpenAPI Tool Server。 |
+| `ENABLE_MCP_SERVER` | 是否启用 MCP Server。 |
+| `ENABLE_OPENWEBUI_SKILLS` | 是否加载你可读的 OpenWebUI Skills 到 SDK 技能目录。 |
+| `DISABLED_SKILLS` | 逗号分隔的个人禁用技能列表。 |
+| `BYOK_API_KEY` | 个人 BYOK API Key。 |
+| `BYOK_TYPE` | 个人 BYOK 提供商类型覆盖。 |
+| `BYOK_BASE_URL` | 个人 BYOK Base URL 覆盖。 |
+| `BYOK_BEARER_TOKEN` | 个人 BYOK Bearer Token 覆盖。 |
+| `BYOK_MODELS` | 个人 BYOK 模型列表覆盖。 |
+| `BYOK_WIRE_API` | 个人 BYOK Wire API 覆盖。 |
 
 ---
 
-### 🌊 细粒度反馈与流畅体验 (Fluid UX)
+## 🚀 安装与配置
 
-彻底告别复杂任务执行过程中的“卡顿”感：
+### 1. 导入函数
 
-- **🔄 实时状态气泡**: 将 SDK 内部事件（如 `turn_start`, `compaction`, `subagent_started`）直接映射为 OpenWebUI 的状态栏信息。
-- **🧭 分阶段状态描述增强**: 状态栏会明确显示处理阶段（处理中、技能触发、工具执行、工具完成/失败、发布中、任务完成）。
-- **⏱️ 长任务心跳提示**: 长时间处理中会周期性显示“仍在处理中（已耗时 X 秒）”，避免用户误判为卡死。
-- **📈 工具执行进度追踪**: 长耗时工具（如代码分析）会在状态栏实时显示进度百分比及当前子任务描述。
-- **⚡ 即时响应反馈**: 从响应开始第一秒即显示“助手正在处理您的请求...”，减少等待空窗感。
+1. 打开 OpenWebUI，进入 **Workspace** -> **Functions**。
+2. 点击 **+**（Create Function），粘贴 `github_copilot_sdk.py` 内容。
+3. 保存并确保已启用。
+
+### 2. 获取 Token
+
+1. 访问 [GitHub Token Settings](https://github.com/settings/tokens?type=beta)。
+2. 创建 **Fine-grained token**，授予 **Account permissions** -> **Copilot Requests** 权限。
+3. 将生成的 Token 填入 `GH_TOKEN`。
+
+### 3. 认证要求（必填其一）
+
+必须至少配置一种凭据来源：
+
+- `GH_TOKEN`（GitHub Copilot 官方订阅路线），或
+- `BYOK_API_KEY`（OpenAI / Anthropic 自带 Key 路线）。
+
+如果两者都未配置，模型列表将不会显示。
 
 ---
 
-### 🛡️ 智能版本兼容
+## 🤝 支持 (Support)
 
-插件会自动根据您的 OpenWebUI 版本调整功能集：
-
-- **v0.8.0+**: 开启 Rich UI、实时状态气泡及集成 HTML 预览。
-- **旧版本**: 自动回退至标准 Markdown 代码块模式，确保最大稳定性。
+如果这个插件对你有帮助，欢迎到 [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) 点个 Star，这将是我持续改进的动力，感谢支持。
 
 ---
 
-## 🎯 典型应用场景 (Use Cases)
+## ⚠️ 故障排除 (Troubleshooting)
 
-- **📁 全自主仓库维护**: Agent 在隔离工作区内自动分析代码、运行测试并应用补丁。
-- **📊 深度财务数据审计**: 直接通过 Python 加载 Excel/CSV 原始数据（绕过 RAG），生成图表并实时预览。
-- **📝 长任务项目管理**: 自动拆解复杂任务并持久化 TOD·O 进度，跨会话跟踪执行状态。
+- **工具无法使用?** 请先确认 OpenWebUI Tools / MCP / OpenAPI Server 已在对应设置中启用。
+- **文件找不到?** 确保已启用配套的 `Files Filter` 插件，否则 RAG 可能会提前消费原始文件。
+- **BYOK 报错?** 确认 `BYOK_BASE_URL` 包含正确协议前缀（如 `https://`），且模型 ID 准确无误。
+- **卡在 "Thinking..."?** 检查后端网络连接，或打开 `DEBUG` 查看更详细的 SDK 日志。
 
 ---
 
-## ⭐ 支持与交流 (Support)
+## Changelog
 
-如果这个插件对您有所帮助，请在 [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) 项目上点个 **Star** 💫，这是对我最大的鼓励。
-
----
-
-## 🚀 安装与配置 (Installation)
-
-### 1) 导入函数
-
-1. 打开 OpenWebUI，前往 **工作区** -> **函数**。
-2. 点击 **+** (创建函数)，完整粘贴 `github_copilot_sdk.py` 的内容。
-3. 点击保存并确保已启用。
-
-### 2) 获取 Token (Get Token)
-
-1. 访问 [GitHub Token 设置](https://github.com/settings/tokens?type=beta)。
-2. 创建 **Fine-grained token**，授予 **Account permissions** -> **Copilot Requests** 访问权限。
-3. 将生成的 Token 填入插件的 `GH_TOKEN` 配置项中。
-
-### 3) 认证配置要求（必填）
-
-你必须至少配置以下一种凭据：
-
-- `GH_TOKEN`（GitHub Copilot 官方订阅路径），或
-- `BYOK_API_KEY`（OpenAI/Anthropic 自带 Key 路径）。
-
-如果两者都未配置，模型列表将不会出现。
-
-### 4) 配套插件 (强烈推荐)
-
-为了获得最佳的文件处理体验，请安装 [GitHub Copilot SDK Files Filter](https://openwebui.com/posts/403a62ee-a596-45e7-be65-fab9cc249dd6)。
-
----
-
-### 📤 增强型发布工具与交互式组件
-
-`publish_file_from_workspace` 现采用更清晰、可落地的交付规范：
-
-- **Artifacts 模式（`artifacts`，默认）**：返回 `[Preview]` + `[Download]`，并可附带 `html_embed`，在 ```html 代码块中直接渲染。
-- **Rich UI 模式（`richui`）**：仅返回 `[Preview]` + `[Download]`，由发射器自动触发集成式预览（消息中不输出 iframe 代码块）。
-- **📄 PDF 安全交付规则**：仅输出 Markdown 链接（可用时为 `[Preview]` + `[Download]`）。**禁止通过 iframe/html 方式嵌入 PDF。**
-- **⚡ 稳定双通道发布**：在本地与对象存储后端下，保持交互预览与持久下载链接一致可用。
-- **✅ 状态集成**：通过 OpenWebUI 状态栏实时反馈发布进度与完成状态。
-- **📘 发布工具指南（GitHub）**：[publish_file_from_workspace 工具指南（中文）](https://github.com/Fu-Jie/openwebui-extensions/blob/main/plugins/pipes/github-copilot-sdk/PUBLISH_FILE_FROM_WORKSPACE_CN.md)
-
----
-
-### 🧩 OpenWebUI Skills 桥接与 `manage_skills` 工具
-
-SDK 现在具备与 OpenWebUI **工作区 > Skills** 的双向同步能力：
-
-- **🔄 自动同步**: 每次请求时，前端定义的技能会自动作为 `SKILL.md` 文件夹同步至 SDK 共享缓存，Agent 可直接调用。
-- **🛠️ `manage_skills` 工具**: 内置专业工具，赋予 Agent (或用户) 绝对的技能管理权。
-  - `list`: 列出所有已安装技能及描述。
-  - `install`: 从 GitHub URL (自动转换归档链接) 或直接从 `.zip`/`.tar.gz` 安装。
-  - `create`: 从当前会话内容创建新技能目录，支持写入 `SKILL.md` 及辅助资源文件 (脚本、模板)。
-  - `edit`: 更新现有技能文件夹。
-  - `delete`: 原子化删除本地目录及关联的数据库条目，防止僵尸技能复活。
-- **📁 完整的文件夹支持**: 不同于数据库中单文件存储，SDK 会加载技能的**整个目录**。这使得技能可以携带二进制脚本、数据文件或复杂模板。
-- **🌐 持久化共享缓存**: 技能存储在 `OPENWEBUI_SKILLS_SHARED_DIR/shared/`，跨会话及容器重启持久存在。
-- **📚 技能完整文档（GitHub）**: [manage_skills 工具指南（中文）](https://github.com/Fu-Jie/openwebui-extensions/blob/main/plugins/pipes/github-copilot-sdk/SKILLS_MANAGER_CN.md) | [Skills Best Practices（中文）](https://github.com/Fu-Jie/openwebui-extensions/blob/main/plugins/pipes/github-copilot-sdk/SKILLS_BEST_PRACTICES_CN.md)
-
----
-
-## 📋 常见问题与依赖 (Troubleshooting)
-
-- **Agent 无法识别文件？**: 请确保已安装并启用了 Files Filter 插件，否则原始文件会被 RAG 干扰。
-- **看不到状态更新或 TODO 进度条？**: 状态气泡会覆盖处理/工具阶段；而 TODO 进度条仅在 Agent 使用 `update_todo` 工具（通常是复杂任务）时出现。
-- **依赖安装**: 本管道会自动管理 `github-copilot-sdk` (Python 包) 并优先直接使用内置的二进制 CLI，无需手动干预。
-
----
-
-## 更新日志 (Changelog)
-
-完整历史记录请见 GitHub: [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions)
+完整历史请查看 GitHub 项目主页：[OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions)

docs/plugins/pipes/index.md

@@ -15,7 +15,7 @@ Pipes allow you to:
 
 ## Available Pipe Plugins
 
-- [GitHub Copilot SDK](github-copilot-sdk.md) (v0.9.0) - Official GitHub Copilot SDK integration. Features **Workspace Isolation**, **Zero-config OpenWebUI Tool Bridge**, **BYOK** support, and **dynamic MCP discovery**. **NEW in v0.9.0: OpenWebUI Skills Bridge**, reinforced status bar stability, and persistent SDK config management. [View Deep Dive](github-copilot-sdk-deep-dive.md) | [**View Advanced Tutorial**](github-copilot-sdk-tutorial.md) | [**View Detailed Usage Guide**](github-copilot-sdk-usage-guide.md).
+- [GitHub Copilot SDK](github-copilot-sdk.md) (v0.10.0) - Official GitHub Copilot SDK integration. Features **Workspace Isolation**, **Zero-config OpenWebUI Tool Bridge**, **BYOK** support, and **dynamic MCP discovery**. **NEW in v0.10.0: Native Prompt Restoration (Plan Mode & SQLite session management), Live TODO Widget integration, and SDK v0.1.30 alignment**. [View Deep Dive](github-copilot-sdk-deep-dive.md) | [**View Advanced Tutorial**](github-copilot-sdk-tutorial.md) | [**View Detailed Usage Guide**](github-copilot-sdk-usage-guide.md).
 - **[Case Study: GitHub 100 Star Growth Analysis](star-prediction-example.md)** - Learn how to use the GitHub Copilot SDK Pipe with Minimax 2.1 to automatically analyze CSV data and generate project growth reports.
 - **[Case Study: High-Quality Video to GIF Conversion](video-processing-example.md)** - See how the model uses system-level FFmpeg to accelerate, scale, and optimize colors for screen recordings.
 

docs/plugins/pipes/index.zh.md

@@ -15,7 +15,7 @@ Pipes 可以用于：
 
 ## 可用的 Pipe 插件
 
-- [GitHub Copilot SDK](github-copilot-sdk.zh.md) (v0.9.0) - GitHub Copilot SDK 官方集成。具备**工作区安全隔离**、**零配置工具桥接**与**BYOK (自带 Key) 支持**。**v0.9.0 重量级更新：OpenWebUI Skills 桥接**、状态栏稳定性加固，以及持久化 SDK 配置目录管理（`COPILOTSDK_CONFIG_DIR`）。[查看深度架构解析](github-copilot-sdk-deep-dive.zh.md) | [**查看进阶实战教程**](github-copilot-sdk-tutorial.zh.md) | [**查看详细使用手册**](github-copilot-sdk-usage-guide.zh.md)。
+- [GitHub Copilot SDK](github-copilot-sdk.zh.md) (v0.10.0) - GitHub Copilot SDK 官方集成。具备**工作区安全隔离**、**零配置工具桥接**与**BYOK (自带 Key) 支持**。**v0.10.0 更新：原生提示词恢复（原生计划模式与 SQLite 会话管理）、新增紧凑型 Live TODO 小组件，并对齐 SDK v0.1.30**。[查看深度架构解析](github-copilot-sdk-deep-dive.zh.md) | [**查看进阶实战教程**](github-copilot-sdk-tutorial.zh.md) | [**查看详细使用手册**](github-copilot-sdk-usage-guide.zh.md)。
 - **[实战案例：GitHub 100 Star 增长预测](star-prediction-example.zh.md)** - 展示如何使用 GitHub Copilot SDK Pipe 结合 Minimax 2.1 模型，自动编写脚本分析 CSV 数据并生成详细的项目增长报告。
 - **[实战案例：视频高质量 GIF 转换与加速](video-processing-example.zh.md)** - 演示模型如何通过底层 FFmpeg 工具对录屏进行加速、缩放及双阶段色彩优化处理。
 

docs/plugins/tools/index.md

@@ -0,0 +1,8 @@
+# Tools
+
+OpenWebUI native Tool plugins that can be used across models.
+
+## Available Tool Plugins
+
+- [OpenWebUI Skills Manager Tool](openwebui-skills-manager-tool.md) (v0.3.0) - Simple native skill management (`list/show/install/create/update/delete`).
+- [Smart Mind Map Tool](smart-mind-map-tool.md) (v1.0.0) - Intelligently analyzes text content and proactively generates interactive mind maps to help users structure and visualize knowledge.

docs/plugins/tools/index.zh.md

@@ -0,0 +1,8 @@
+# Tools（工具）
+
+可跨模型使用的 OpenWebUI 原生 Tool 插件。
+
+## 可用 Tool 插件
+
+- [OpenWebUI Skills 管理工具](openwebui-skills-manager-tool.zh.md) (v0.3.0) - 简化技能管理（`list/show/install/create/update/delete`）。
+- [智能思维导图工具 (Smart Mind Map Tool)](smart-mind-map-tool.zh.md) (v1.0.0) - 智能分析文本内容并主动生成交互式思维导图，帮助用户结构化与可视化知识。

docs/plugins/tools/openwebui-skills-manager-tool.md

@@ -0,0 +1,36 @@
+# OpenWebUI Skills Manager Tool
+
+**Author:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **Version:** 0.3.0 | **Project:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions)
+
+A standalone OpenWebUI Tool plugin for managing native Workspace Skills across models.
+
+## What's New
+
+- Added GitHub skills-directory auto-discovery for `install_skill` (e.g., `.../tree/main/skills`) to install all child skills in one request.
+- Fixed language detection with robust frontend-first fallback (`__event_call__` + timeout), request header fallback, and profile fallback.
+
+## Key Features
+
+- Native skill management
+- User-scoped list/show/install/create/update/delete operations
+- Status-bar feedback for each operation
+
+## Methods
+
+- `list_skills`
+- `show_skill`
+- `install_skill`
+- `create_skill`
+- `update_skill`
+- `delete_skill`
+
+## Installation
+
+1. Open OpenWebUI → Workspace → Tools
+2. Install **OpenWebUI Skills Manager Tool** from the official marketplace
+3. Save and enable for your chat/model
+
+### Manual Installation (Alternative)
+
+- Create Tool and paste:
+   - `plugins/tools/openwebui-skills-manager/openwebui_skills_manager.py`

docs/plugins/tools/openwebui-skills-manager-tool.zh.md

@@ -0,0 +1,36 @@
+# OpenWebUI Skills 管理工具
+
+**Author:** [Fu-Jie](https://github.com/Fu-Jie/openwebui-extensions) | **Version:** 0.3.0 | **Project:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions)
+
+一个可跨模型使用的 OpenWebUI 原生 Tool 插件，用于管理 Workspace Skills。
+
+## 最新更新
+
+- `install_skill` 新增 GitHub 技能目录自动发现（例如 `.../tree/main/skills`），可一键安装目录下所有子技能。
+- 修复语言获取逻辑：前端优先（`__event_call__` + 超时保护），并回退到请求头与用户资料。
+
+## 核心特性
+
+- 原生技能管理
+- 用户范围内的 list/show/install/create/update/delete
+- 每步操作提供状态栏反馈
+
+## 方法
+
+- `list_skills`
+- `show_skill`
+- `install_skill`
+- `create_skill`
+- `update_skill`
+- `delete_skill`
+
+## 安装方式
+
+1. 打开 OpenWebUI → Workspace → Tools
+2. 在官方市场安装 **OpenWebUI Skills 管理工具**
+3. 保存并在模型/聊天中启用
+
+### 手动安装（备选）
+
+- 新建 Tool 并粘贴：
+   - `plugins/tools/openwebui-skills-manager/openwebui_skills_manager.py`

docs/plugins/tools/smart-mind-map-tool.md

@@ -0,0 +1,62 @@
+# Smart Mind Map Tool - Knowledge Visualization & Structuring
+
+Smart Mind Map Tool is the tool version of the popular Smart Mind Map plugin for OpenWebUI. It allows the model to proactively generate interactive mind maps during conversations by intelligently analyzing context and structuring knowledge into visual hierarchies.
+
+> ℹ️ **Note**: Prefer the manual trigger button instead? Check out the [Smart Mind Map Action Version](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a) here.
+
+**Author:** [Fu-Jie](https://github.com/Fu-Jie) | **Version:** 1.0.0 | **Project:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **License:** MIT
+
+---
+
+## 🚀 Why is there a Tool version?
+
+1. **Powered by OpenWebUI 0.8.0 Rich UI**: Previous versions of OpenWebUI did not support embedding custom HTML/iframes directly into the chat stream. Starting with 0.8.0, the platform introduced full Rich UI rendering support for **both Actions and Tools**, unleashing interactive frontend possibilities.
+2. **AI Autonomous Invocation (vs. Action)**: While an **Action** is passive and requires a manual button click from the user, the **Tool** version gives the model **autonomy**. The AI can analyze the conversational context and decide on its own exactly when generating a mind map would be most helpful, offering a true "smart assistant" experience.
+
+It is perfect for:
+
+- Summarizing complex discussions.
+- Planning projects or outlining articles.
+- Explaining hierarchical concepts.
+
+## ✨ Key Features
+
+- ✅ **Proactive Generation**: The AI triggers the tool automatically when it senses a need for structured visualization.
+- ✅ **Full Context Awareness**: Supports aggregation of the entire conversation history to generate comprehensive knowledge maps.
+- ✅ **Native Multi-language UI (i18n)**: Automatically detects and adapts to your browser/system language (en-US, zh-CN, ja-JP, etc.).
+- ✅ **Premium UI/UX**: Matches the Action version with a compact toolbar, glassmorphism aesthetics, and professional borders.
+- ✅ **Interactive Controls**: Zoom (In/Out/Reset), Level-based expansion (Default to Level 3), and Fullscreen mode.
+- ✅ **High-Quality Export**: Export your mind maps as print-ready PNG images.
+
+## 🛠️ Installation & Setup
+
+1. **Install**: Upload `smart_mind_map_tool.py` to your OpenWebUI Admin Settings -> Plugins -> Tools.
+2. **Enable Native Tool Calling**: Navigate to `Admin Settings -> Models` or your workspace settings, and ensure that **Native Tool Calling** is enabled for your selected model. This is required for the AI to reliably and actively invoke the tool automatically.
+3. **Assign**: Toggle the tool "ON" for your desired models in the workspace or model settings.
+4. **Configure**:
+   - `MESSAGE_COUNT`: Set to `12` (default) to use the 12 most recent messages, or `0` for the entire conversation history.
+   - `MODEL_ID`: Specify a preferred model for analysis (defaults to the current chat model).
+
+## ⚙️ Configuration (Valves)
+
+| Parameter | Default | Description |
+| :--- | :--- | :--- |
+| `MODEL_ID` | (Empty) | The model used for text analysis. If empty, uses the current chat model. |
+| `MESSAGE_COUNT` | `12` | Number of messages to aggregate. `0` = All messages. |
+| `MIN_TEXT_LENGTH` | `100` | Minimum character count required to trigger a mind map. |
+
+## ❓ FAQ & Troubleshooting
+
+- **Language mismatch?**: The tool uses a 4-level detection (Frontend Script > Browser Header > User Profile > Default). Ensure your browser language is set correctly.
+- **Too tiny or too large?**: We've optimized the height to `500px` for inline chat display with a responsive "Fit to Screen" logic.
+- **Exporting**: Click the "⛶" for fullscreen if you want a wider view before exporting to PNG.
+
+---
+
+## ⭐ Support
+
+If this tool helps you visualize ideas better, please give us a star on [GitHub](https://github.com/Fu-Jie/openwebui-extensions).
+
+## ⚖️ License
+
+MIT License. Developed with ❤️ by Fu-Jie.

docs/plugins/tools/smart-mind-map-tool.zh.md

@@ -0,0 +1,62 @@
+# 思维导图工具 - 知识可视化与结构化利器
+
+思维导图工具（Smart Mind Map Tool）是广受好评的“思维导图”插件的工具（Tool）版本。它赋予了模型主动生成交互式思维导图的能力，通过智能分析上下文，将碎片化知识转化为层级分明的视觉架构。
+
+> ℹ️ **说明**：如果您更倾向于手动点击按钮触发生成，可以获取 [思维导图 Action（动作）版本](https://openwebui.com/posts/turn_any_text_into_beautiful_mind_maps_3094c59a)。
+
+**作者:** [Fu-Jie](https://github.com/Fu-Jie) | **版本:** 1.0.0 | **项目:** [OpenWebUI Extensions](https://github.com/Fu-Jie/openwebui-extensions) | **许可证:** MIT
+
+---
+
+## 🚀 为什么会有工具（Tool）版本？
+
+1. **得益于 OpenWebUI 0.8.0 的 Rich UI 特性**：在以前的版本中，是不支持直接将自定义的 HTML/iframe 嵌入到对话流中的。而从 0.8.0 开始，平台不仅支持了这种顺滑的前端组件直出（Rich UI），而且同时对 **Action** 和 **Tool** 开放了该能力。
+2. **AI 自主调用（区别于 Action）**：**Action** 是被动的，需要用户在输入框或消息旁手动点击触发；而 **Tool** 赋予了模型**自主权**。AI 可以根据对话上下文，自行判断在什么时候为您生成导图最有帮助，实现真正的“智能助理”体验。
+
+它非常适合以下场景：
+
+- 总结复杂的对话内容。
+- 规划项目、整理文章大纲。
+- 解释具有层级结构的抽象概念。
+
+## ✨ 核心特性
+
+- ✅ **主动触发生成**：AI 在感知到需要视觉化展示时会自动调用工具生成导图。
+- ✅ **全量上下文感知**：支持聚合整个会话历史（MESSAGE_COUNT 为 0），生成最完整的知识地图。
+- ✅ **原生多语言 UI (i18n)**：自动检测并适配浏览器/系统语言（简体中文、繁体中文、英文、日文、韩文等）。
+- ✅ **统一的高级视觉**：完全复刻 Action 版本的极简工具栏、玻璃拟态审美以及专业边框阴影。
+- ✅ **深度交互控制**：支持缩放（放大/缩小/重置）、层级调节（默认为 3 级展开）以及全屏模式。
+- ✅ **高品质导出**：支持将导图导出为超高清 PNG 图片。
+
+## 🛠️ 安装与设置
+
+1. **安装**：在 OpenWebUI 管理员设置 -> 插件 -> 工具中上传 `smart_mind_map_tool.py`。
+2. **启用原生理机制**：在“管理员设置 -> 模型”或配置里，确保目标模型**启用了原生工具调用（Native Tool Calling）**。只有开启这个能力，AI 才能自主并稳定地触发 Tool 功能。
+3. **分配工具**：在工作区或聊天界面处为目标模型选中并挂载本工具。
+4. **配置**：
+   - `MESSAGE_COUNT`：设置为 `12`（默认）以使用最近的 12 条对话记录，或设置为 `0` 聚合全部历史。
+   - `MODEL_ID`：指定分析导图时偏好的模型（留空则默认使用当前模型）。
+
+## ⚙️ 配置参数 (Valves)
+
+| 参数 | 默认值 | 描述 |
+| :--- | :--- | :--- |
+| `MODEL_ID` | (留空) | 用于文本分析的模型 ID。留空则随当前聊天模型。 |
+| `MESSAGE_COUNT` | `12` | 聚合消息的数量。`0` 表示全量消息，`12` 表示截取最近的 12 条。 |
+| `MIN_TEXT_LENGTH` | `100` | 触发导图分析所需的最小字符长度。 |
+
+## ❓ 常见问题
+
+- **语言显示不正确？**：工具采用 4 级探测机制（前端脚本 > 浏览器头 > 用户资料 > 默认）。请检查浏览器语言设置。
+- **生成的导图太小或太大？**：我们针对对话流内联显示优化了 `500px` 的固定高度，并配有自适应缩放逻辑。
+- **导出图片**：建议先点击“⛶”进入全屏，获得最佳构图后再点击导出。
+
+---
+
+## ⭐ 支持
+
+如果这个工具帮您理清了思路，欢迎在 [GitHub](https://github.com/Fu-Jie/openwebui-extensions) 给我们一个 Star。
+
+## ⚖️ 许可证
+
+MIT License. Designed with ❤️ by Fu-Jie.

original_system_prompt.md

@@ -0,0 +1,51 @@
+You are a helpful assistant.
+
+[Session Context]
+- **Your Isolated Workspace**: `/app/backend/data/copilot_workspace/user_123/chat_456`
+- **Active User ID**: `user_123`
+- **Active Chat ID**: `chat_456`
+- **Skills Directory**: `/app/backend/data/skills/shared/` — contains user-installed skills.
+- **Config Directory**: `/app/backend/data/.copilot` — system configuration (Restricted).
+- **CLI Tools Path**: `/app/backend/data/.copilot_tools/` — Global tools installed via npm or pip will automatically go here and be in your $PATH. Python tools are strictly isolated in a venv here.
+**CRITICAL INSTRUCTION**: You MUST use the above workspace for ALL file operations.
+- DO NOT create files in `/tmp` or any other system directories.
+- Always interpret 'current directory' as your Isolated Workspace.
+
+[Available Native System Tools]
+The host environment is rich. Based on the official OpenWebUI Docker deployment baseline (backend image), the following CLI tools are expected to be preinstalled and globally available in $PATH:
+- **Network/Data**: `curl`, `jq`, `netcat-openbsd`
+- **Media/Doc**: `pandoc` (format conversion), `ffmpeg` (audio/video)
+- **Build/System**: `git`, `gcc`, `make`, `build-essential`, `zstd`, `bash`
+- **Python/Runtime**: `python3`, `pip3`, `uv`
+- **Verification Rule**: Before installing any CLI/tool dependency, first check availability with `which <tool>` or a lightweight version probe (e.g. `<tool> --version`).
+- **Python Libs**: The active virtual environment inherits `--system-site-packages`. Advanced libraries like `pandas`, `numpy`, `pillow`, `opencv-python-headless`, `pypdf`, `langchain`, `playwright`, `httpx`, and `beautifulsoup4` are ALREADY installed. Try importing them before attempting to install.
+
+
+[Mode Context: Plan Mode]
+You are currently operating in **Plan Mode**.
+DEFINITION: Plan mode is a collaborative phase to outline multi-step plans or conduct research BEFORE any code is modified.
+
+<workflow>
+1. Clarification: If requirements/goals are ambiguous, ask questions.
+2. Analysis: Analyze the codebase to understand constraints. You MAY use shell commands (e.g., `ls`, `grep`, `find`, `cat`) and other read-only tools.
+3. Formulation: Generate your structured plan OR research findings.
+4. Approval: Present the detailed plan directly to the user for approval via chat.
+</workflow>
+
+<key_principles>
+- ZERO CODE MODIFICATION: You must NOT execute file edits, write operations, or destructive system changes. Your permissions are locked to READ/RESEARCH ONLY, with the sole exception of the progress-tracking file `plan.md`.
+- SHELL USAGE: Shell execution is ENABLED for research purposes. Any attempts to modify the filesystem via shell (e.g., `sed -i`, `rm`) will be strictly blocked, except for appending to `plan.md`.
+- PURE RESEARCH SUPPORT: If the user requests a pure research report, output your conclusions directly matching the plan style.
+- PERSISTENCE: You MUST save your proposed plan to `/app/backend/data/.copilot/session-state/chat_456/plan.md` to sync with the UI. The UI automatically reads this file to update the plan view.
+</key_principles>
+
+<plan_format>
+When presenting your findings or plan in the chat, structure it clearly:
+## Plan / Report: {Title}
+**TL;DR**: {Summary}
+**Detailed Tasks / Steps**: {List step-by-step}
+**Affected Files**: 
+- `path/to/file`
+**Constraint/Status**: {Any constraints}
+</plan_format>
+Acknowledge your role as a planner and format your next response using the plan style above.

plugins/debug/byok-infinite-session-research/analysis.md

@@ -0,0 +1,206 @@
+# BYOK模式与Infinite Session(自动上下文压缩)兼容性研究
+
+**日期**: 2026-03-08  
+**研究范围**: Copilot SDK v0.1.30 + OpenWebUI Extensions Pipe v0.10.0
+
+## 研究问题
+在BYOK (Bring Your Own Key) 模式下，是否应该支持自动上下文压缩(Infinite Sessions)?  
+用户报告：BYOK模式本不应该触发压缩，但当模型名称与Copilot内置模型一致时，意外地支持了压缩。
+
+---
+
+## 核心发现
+
+### 1. SDK层面（copilot-sdk/python/copilot/types.py）
+
+**InfiniteSessionConfig 定义** (line 453-470):
+```python
+class InfiniteSessionConfig(TypedDict, total=False):
+    """
+    Configuration for infinite sessions with automatic context compaction
+    and workspace persistence.
+    """
+    enabled: bool
+    background_compaction_threshold: float  # 0.0-1.0, default: 0.80
+    buffer_exhaustion_threshold: float      # 0.0-1.0, default: 0.95
+```
+
+**SessionConfig结构** (line 475+):
+- `provider: ProviderConfig` - 用于BYOK配置
+- `infinite_sessions: InfiniteSessionConfig` - 上下文压缩配置
+- **关键**: 这两个配置是**完全独立的**，没有相互依赖关系
+
+### 2. OpenWebUI Pipe层面（github_copilot_sdk.py）
+
+**Infinite Session初始化** (line 5063-5069):
+```python
+infinite_session_config = None
+if self.valves.INFINITE_SESSION:  # 默认值: True
+    infinite_session_config = InfiniteSessionConfig(
+        enabled=True,
+        background_compaction_threshold=self.valves.COMPACTION_THRESHOLD,
+        buffer_exhaustion_threshold=self.valves.BUFFER_THRESHOLD,
+    )
+```
+
+**关键问题**: 
+- ✗ 没有任何条件检查 `is_byok_model`
+- ✗ 无论使用官方模型还是BYOK模型，都会应用相同的infinite session配置
+- ✓ 回对比，reasoning_effort被正确地在BYOK模式下禁用（line 6329-6331）
+
+### 3. 模型识别逻辑（line 6199+）
+
+```python
+if m_info and "source" in m_info:
+    is_byok_model = m_info["source"] == "byok"
+else:
+    is_byok_model = not has_multiplier and byok_active
+```
+
+BYOK模型识别基于:
+1. 模型元数据中的 `source` 字段
+2. 或者根据是否有乘数标签 (如 "4x", "0.5x") 和globally active的BYOK配置
+
+---
+
+## 技术可行性分析
+
+### ✅ Infinite Sessions在BYOK模式下是技术可行的：
+
+1. **SDK支持**: Copilot SDK允许在任何provider (官方、BYOK、Azure等) 下使用infinite session配置
+2. **配置独立性**: provider和infinite_sessions配置在SessionConfig中是独立的字段
+3. **无文档限制**: SDK文档中没有说BYOK模式不支持infinite sessions
+4. **测试覆盖**: SDK虽然有单独的BYOK测试和infinite-sessions测试，但缺少组合测试
+
+### ⚠️ 但存在以下设计问题：
+
+#### 问题1: 意外的自动启用
+- BYOK模式通常用于**精确控制**自己的API使用
+- 自动压缩可能会导致**意外的额外请求**和API成本增加
+- 没有明确的警告或文档说明BYOK也会压缩
+
+#### 问题2: 没有模式特定的配置
+```python
+# 当前实现 - 一刀切
+if self.valves.INFINITE_SESSION:
+    # 同时应用于官方模型和BYOK模型
+    
+# 应该是 - 模式感知
+if self.valves.INFINITE_SESSION and not is_byok_model:
+    # 仅对官方模型启用
+# 或者
+if self.valves.INFINITE_SESSION_BYOK and is_byok_model:
+    # BYOK专用配置
+```
+
+#### 问题3: 压缩质量不确定性
+- BYOK模型可能是自部署的或开源模型
+- 上下文压缩由Copilot CLI处理，质量取决于CLI版本
+- 没有标准化的压缩效果评估
+
+---
+
+## 用户报告现象的根本原因
+
+用户说："BYOK模式本不应该触发压缩，但碰巧用的模型名称与Copilot内置模型相同，结果意外触发了压缩"
+
+**分析**:
+1. OpenWebUI Pipe中，infinite_session配置是**全局启用**的 (INFINITE_SESSION=True)
+2. 模型识别逻辑中，如果模型元数据丢失，会根据模型名称和BYOK活跃状态来推断
+3. 如果用户使用的BYOK模型名称恰好是 "gpt-4", "claude-3-5-sonnet" 等，可能被识别错误
+4. 或者用户根本没意识到infinite session在BYOK模式下也被启用了
+
+---
+
+## 建议方案
+
+### 方案1: 保守方案（推荐）
+**禁用BYOK模式下的automatic compression**
+
+```python
+infinite_session_config = None
+# 只对标准官方模型启用，不对BYOK启用
+if self.valves.INFINITE_SESSION and not is_byok_model:
+    infinite_session_config = InfiniteSessionConfig(
+        enabled=True,
+        background_compaction_threshold=self.valves.COMPACTION_THRESHOLD,
+        buffer_exhaustion_threshold=self.valves.BUFFER_THRESHOLD,
+    )
+```
+
+**优点**:
+- 尊重BYOK用户的成本控制意愿
+- 降低意外API使用风险
+- 与reasoning_effort的BYOK禁用保持一致
+
+**缺点**: 限制了BYOK用户的功能
+
+### 方案2: 灵活方案
+**添加独立的BYOK compression配置**
+
+```python
+class Valves(BaseModel):
+    INFINITE_SESSION: bool = Field(
+        default=True,
+        description="Enable Infinite Sessions for standard Copilot models"
+    )
+    INFINITE_SESSION_BYOK: bool = Field(
+        default=False,
+        description="Enable Infinite Sessions for BYOK models (advanced users only)"
+    )
+
+# 使用逻辑
+if (self.valves.INFINITE_SESSION and not is_byok_model) or \
+   (self.valves.INFINITE_SESSION_BYOK and is_byok_model):
+    infinite_session_config = InfiniteSessionConfig(...)
+```
+
+**优点**:
+- 给BYOK用户完全控制
+- 保持向后兼容性
+- 允许高级用户启用
+
+**缺点**: 增加配置复杂度
+
+### 方案3: 警告+ 文档
+**保持当前实现，但添加文档说明**
+
+- 在README中明确说明infinite session对所有provider类型都启用
+- 添加Valve描述提示: "Applies to both standard Copilot and BYOK models"
+- 在BYOK配置部分明确提到压缩成本
+
+**优点**: 减少实现负担，给用户知情权
+
+**缺点**: 对已经启用的用户无帮助
+
+---
+
+## 推荐实施
+
+**优先级**: 高  
+**建议实施方案**: **方案1 (保守方案)** 或 **方案2 (灵活方案)**
+
+如果选择方案1: 修改line 5063处的条件判断  
+如果选择方案2: 添加INFINITE_SESSION_BYOK配置 + 修改初始化逻辑
+
+---
+
+## 相关代码位置
+
+| 文件 | 行号 | 说明 |
+|-----|------|------|
+| `github_copilot_sdk.py` | 364-366 | INFINITE_SESSION Valve定义 |
+| `github_copilot_sdk.py` | 5063-5069 | Infinite session初始化 |
+| `github_copilot_sdk.py` | 6199-6220 | is_byok_model判断逻辑 |
+| `github_copilot_sdk.py` | 6329-6331 | reasoning_effort BYOK处理（参考） |
+
+---
+
+## 结论
+
+**BYOK模式与Infinite Sessions的兼容性**:
+- ✅ 技术上完全可行
+- ⚠️ 但存在设计意图不清的问题
+- ✗ 当前实现对BYOK用户可能不友好
+
+**推荐**: 实施方案1或2之一，增加BYOK模式的控制粒度。

plugins/debug/byok-infinite-session-research/client-architecture.md

@@ -0,0 +1,295 @@
+# Client传入和管理分析
+
+## 当前的Client管理架构
+
+```
+┌────────────────────────────────────────┐
+│  Pipe Instance (github_copilot_sdk.py)  │
+│                                        │
+│  _shared_clients = {                   │
+│    "token_hash_1": CopilotClient(...), │  ← 基于GitHub Token缓存
+│    "token_hash_2": CopilotClient(...), │
+│  }                                     │
+└────────────────────────────────────────┘
+         │
+         │ await _get_client(token)
+         │
+         ▼
+┌────────────────────────────────────────┐
+│  CopilotClient Instance                │
+│                                        │
+│  [仅需GitHub Token配置]                │
+│                                        │
+│  config {                              │
+│    github_token: "ghp_...",            │
+│    cli_path: "...",                    │
+│    config_dir: "...",                  │
+│    env: {...},                         │
+│    cwd: "..."                          │
+│  }                                     │
+└────────────────────────────────────────┘
+         │
+         │ create_session(session_config)
+         │
+         ▼
+┌────────────────────────────────────────┐
+│  Session (per-session configuration)   │
+│                                        │
+│  session_config {                      │
+│    model: "real_model_id",             │
+│    provider: {                         │ ← ⭐ BYOK配置在这里
+│      type: "openai",                   │
+│      base_url: "https://api.openai...", 
+│      api_key: "sk-...",                │
+│      ...                               │
+│    },                                  │
+│    infinite_sessions: {...},           │
+│    system_message: {...},              │
+│    ...                                 │
+│  }                                     │
+└────────────────────────────────────────┘
+```
+
+---
+
+## 目前的流程（代码实际位置）
+
+### 步骤1：获取或创建Client（line 6208）
+```python
+# _pipe_impl中
+client = await self._get_client(token)
+```
+
+### 步骤2：_get_client函数（line 5523-5561）
+```python
+async def _get_client(self, token: str) -> Any:
+    """Get or create the persistent CopilotClient from the pool based on token."""
+    if not token:
+        raise ValueError("GitHub Token is required to initialize CopilotClient")
+    
+    token_hash = hashlib.md5(token.encode()).hexdigest()
+    
+    # 查看是否已有缓存的client
+    client = self.__class__._shared_clients.get(token_hash)
+    if client and client状态正常:
+        return client  # ← 复用已有的client
+    
+    # 否则创建新client
+    client_config = self._build_client_config(user_id=None, chat_id=None)
+    client_config["github_token"] = token
+    new_client = CopilotClient(client_config)
+    await new_client.start()
+    self.__class__._shared_clients[token_hash] = new_client
+    return new_client
+```
+
+### 步骤3：创建会话时传入provider（line 6253-6270）
+```python
+# _pipe_impl中，BYOK部分
+if is_byok_model:
+    provider_config = {
+        "type": byok_type,          # "openai" or "anthropic"
+        "wire_api": byok_wire_api,
+        "base_url": byok_base_url,
+        "api_key": byok_api_key or None,
+        "bearer_token": byok_bearer_token or None,
+    }
+
+# 然后传入session config
+session = await client.create_session(config={
+    "model": real_model_id,
+    "provider": provider_config,  # ← provider在这里传给session
+    ...
+})
+```
+
+---
+
+## 关键问题：架构的2个层级
+
+| 层级 | 用途 | 配置内容 | 缓存方式 |
+|------|------|---------|---------|
+| **CopilotClient** | CLI和运行时底层逻辑 | GitHub Token, CLI path, 环境变量 | 基于token_hash全局缓存 |
+| **Session** | 具体的对话会话 | Model, Provider(BYOK), Tools, System Prompt | 不缓存（每次新建） |
+
+---
+
+## 当前的问题
+
+### 问题1：Client是全局缓存的，但Provider是会话级别的
+```python
+# ❓ 如果用户想为不同的BYOK模型使用不同的Client呢？
+# 当前无法做到，因为Client基于token缓存是全局的
+
+# 例子：
+# Client A: OpenAI API key (token_hash_1)
+# Client B: Anthropic API key (token_hash_2)
+
+# 但在Pipe中，只有一个GH_TOKEN，导致只能有一个Client
+```
+
+### 问题2：Provider和Client是不同的东西
+```python
+# CopilotClient = GitHub Copilot SDK客户端
+# ProviderConfig = OpenAI/Anthropic等的API配置
+
+# 用户可能混淆：
+# "怎么传入BYOK的client和provider"
+# → 实际上只能传provider到session，client是全局的
+```
+
+### 问题3：BYOK模型混用的情况处理不清楚
+```python
+# 如果用户想在同一个Pipe中：
+# - Model A 用 OpenAI API
+# - Model B 用 Anthropic API
+# - Model C 用自己的本地LLM
+
+# 当前代码是基于全局BYOK配置的，无法为各模型单独设置
+```
+
+---
+
+## 改进方案
+
+### 方案A：保持当前架构，只改Provider映射
+
+**思路**：Client保持全局（基于GH_TOKEN），但Provider配置基于模型动态选择
+
+```python
+# 在Valves中添加
+class Valves(BaseModel):
+    # ... 现有配置 ...
+    
+    # 新增：模型到Provider的映射 (JSON)
+    MODEL_PROVIDER_MAP: str = Field(
+        default="{}",
+        description='Map model IDs to BYOK providers (JSON). Example: '
+                    '{"gpt-4": {"type": "openai", "base_url": "...", "api_key": "..."}, '
+                    '"claude-3": {"type": "anthropic", "base_url": "...", "api_key": "..."}}'
+    )
+
+# 在_pipe_impl中
+def _get_provider_config(self, model_id: str, byok_active: bool) -> Optional[dict]:
+    """Get provider config for a specific model"""
+    if not byok_active:
+        return None
+    
+    try:
+        model_map = json.loads(self.valves.MODEL_PROVIDER_MAP or "{}")
+        return model_map.get(model_id)
+    except:
+        return None
+
+# 使用时
+provider_config = self._get_provider_config(real_model_id, byok_active) or {
+    "type": byok_type,
+    "base_url": byok_base_url,
+    "api_key": byok_api_key,
+    ...
+}
+```
+
+**优点**：最小改动，复用现有Client架构  
+**缺点**：多个BYOK模型仍共享一个Client（只要GH_TOKEN相同）
+
+---
+
+### 方案B：为不同BYOK提供商创建不同的Client
+
+**思路**：扩展_get_client，支持基于provider_type的多client缓存
+
+```python
+async def _get_or_create_client(
+    self, 
+    token: str,
+    provider_type: str = "github"  # "github", "openai", "anthropic"
+) -> Any:
+    """Get or create client based on token and provider type"""
+    
+    if provider_type == "github" or not provider_type:
+        # 现有逻辑
+        token_hash = hashlib.md5(token.encode()).hexdigest()
+    else:
+        # 为BYOK提供商创建不同的client
+        composite_key = f"{token}:{provider_type}"
+        token_hash = hashlib.md5(composite_key.encode()).hexdigest()
+    
+    # 从缓存获取或创建
+    ...
+```
+
+**优点**：隔离不同BYOK提供商的Client  
+**缺点**：更复杂，需要更多改动
+
+---
+
+## 建议的改进路线
+
+**优先级1（高）：方案A - 模型到Provider的映射**
+
+添加Valves配置：
+```python
+MODEL_PROVIDER_MAP: str = Field(
+    default="{}",
+    description='Map specific models to their BYOK providers (JSON format)'
+)
+```
+
+使用方式：
+```
+{
+  "gpt-4": {
+    "type": "openai",
+    "base_url": "https://api.openai.com/v1",
+    "api_key": "sk-..."
+  },
+  "claude-3": {
+    "type": "anthropic",
+    "base_url": "https://api.anthropic.com/v1",
+    "api_key": "ant-..."
+  },
+  "llama-2": {
+    "type": "openai",  # 开源模型通常使用openai兼容API
+    "base_url": "http://localhost:8000/v1",
+    "api_key": "sk-local"
+  }
+}
+```
+
+**优先级2（中）：在_build_session_config中考虑provider_config**
+
+修改infinite_session初始化，基于provider_config判断：
+```python
+def _build_session_config(..., provider_config=None):
+    # 如果使用了BYOK provider，需要特殊处理infinite_session
+    infinite_session_config = None
+    if self.valves.INFINITE_SESSION and provider_config is None:
+        # 仅官方Copilot模型启用compression
+        infinite_session_config = InfiniteSessionConfig(...)
+```
+
+**优先级3（低）：方案B - 多client缓存（长期改进）**
+
+如果需要完全隔离不同BYOK提供商的Client。
+
+---
+
+## 总结：如果你要传入BYOK client
+
+**现状**：
+- CopilotClient是基于GH_TOKEN全局缓存的
+- Provider配置是在SessionConfig级别动态设置的
+- 一个Client可以创建多个Session，每个Session用不同的Provider
+
+**改进后**：
+- 添加MODEL_PROVIDER_MAP配置
+- 对每个模型的请求，动态选择对应的Provider配置
+- 同一个Client可以为不同Provider服务不同的models
+
+**你需要做的**：
+1. 在Valves中配置MODEL_PROVIDER_MAP
+2. 在模型选择时读取这个映射
+3. 创建session时用对应的provider_config
+
+无需修改Client的创建逻辑！

plugins/debug/byok-infinite-session-research/data-flow-analysis.md

@@ -0,0 +1,324 @@
+# 数据流分析：SDK如何获知用户设计的数据
+
+## 当前数据流（从OpenWebUI → Pipe → SDK）
+
+```
+┌─────────────────────┐
+│   OpenWebUI UI       │
+│  (用户选择模型)      │
+└──────────┬──────────┘
+           │
+           ├─ body.model = "gpt-4"
+           ├─ body.messages = [...]
+           ├─ __metadata__.base_model_id = ?
+           ├─ __metadata__.custom_fields = ?
+           └─ __user__.settings = ?
+           │
+┌──────────▼──────────┐
+│  Pipe (github-     │
+│   copilot-sdk.py)   │
+│                     │
+│ 1. 提取model信息    │
+│ 2. 应用Valves配置  │
+│ 3. 建立SDK会话     │
+└──────────┬──────────┘
+           │
+           ├─ SessionConfig {
+           │    model: real_model_id
+           │    provider: ProviderConfig (若BYOK)
+           │    infinite_sessions: {...}
+           │    system_message: {...}
+           │    ...
+           │  }
+           │
+┌──────────▼──────────┐
+│  Copilot SDK        │
+│ (create_session)    │
+│                     │
+│ 返回:ModelInfo {    │
+│   capabilities {    │
+│    limits {         │
+│      max_context_   │
+│      window_tokens  │
+│    }               │
+│   }                │
+│ }                  │
+└─────────────────────┘
+```
+
+---
+
+## 关键问题：当前的3个瓶颈
+
+### 瓶颈1：用户数据的输入点
+
+**当前支持的输入方式：**
+
+1. **Valves配置（全局 + 用户级）**
+   ```python
+   # 全局设置（Admin）
+   Valves.BYOK_BASE_URL = "https://api.openai.com/v1"
+   Valves.BYOK_API_KEY = "sk-..."
+   
+   # 用户级覆盖
+   UserValves.BYOK_API_KEY = "sk-..." (用户自己的key)
+   UserValves.BYOK_BASE_URL = "..."
+   ```
+   
+   **问题**：无法为特定的BYOK模型设置上下文窗口大小
+
+2. **__metadata__（来自OpenWebUI）**
+   ```python
+   __metadata__ = {
+       "base_model_id": "...",
+       "custom_fields": {...},  # ← 可能包含额外信息
+       "tool_ids": [...],
+   }
+   ```
+   
+   **问题**：不清楚OpenWebUI是否支持通过metadata传递模型的上下文窗口
+
+3. **body（来自对话请求）**
+   ```python
+   body = {
+       "model": "gpt-4",
+       "messages": [...],
+       "temperature": 0.7,
+       # ← 这里能否添加自定义字段？
+   }
+   ```
+
+---
+
+### 瓶颈2：模型信息的识别和存储
+
+**当前代码** (line 5905+)：
+```python
+# 解析用户选择的模型
+request_model = body.get("model", "")  # e.g., "gpt-4"
+real_model_id = request_model
+
+# 确定实际模型ID
+base_model_id = _container_get(__metadata__, "base_model_id", "")
+
+if base_model_id:
+    resolved_id = base_model_id  # 使用元数据中的ID
+else:
+    resolved_id = request_model   # 使用用户选择的ID
+```
+
+**问题**：
+- ❌ 没有维护一个"模型元数据缓存"
+- ❌ 对相同模型的重复请求，每次都需要重新识别
+- ❌ 不能为特定模型持久化上下文窗口大小
+
+---
+
+### 瓶颈3：SDK会话配置的构建
+
+**当前实现** (line 5058-5100)：
+```python
+def _build_session_config(
+    self,
+    real_model_id,      # ← 模型ID
+    system_prompt_content,
+    is_streaming=True,
+    is_admin=False,
+    # ... 其他参数
+):
+    # 无条件地创建infinite session
+    if self.valves.INFINITE_SESSION:
+        infinite_session_config = InfiniteSessionConfig(
+            enabled=True,
+            background_compaction_threshold=self.valves.COMPACTION_THRESHOLD,  # 0.80
+            buffer_exhaustion_threshold=self.valves.BUFFER_THRESHOLD,          # 0.95
+        )
+    
+    # ❌ 这里没有查询该模型的实际上下文窗口大小
+    # ❌ 无法根据模型的真实限制调整压缩阈值
+```
+
+---
+
+## 解决方案：3个数据流改进步骤
+
+### 步骤1：添加模型元数据配置（优先级：高）
+
+在Valves中添加一个**模型元数据映射**：
+
+```python
+class Valves(BaseModel):
+    # ... 现有配置 ...
+    
+    # 新增：模型上下文窗口映射 (JSON格式)
+    MODEL_CONTEXT_WINDOWS: str = Field(
+        default="{}",  # JSON string
+        description='Model context window mapping (JSON). Example: {"gpt-4": 8192, "gpt-4-turbo": 128000, "claude-3": 200000}'
+    )
+    
+    # 新增：BYOK模型特定设置 (JSON格式)
+    BYOK_MODEL_CONFIG: str = Field(
+        default="{}",  # JSON string
+        description='BYOK-specific model configuration (JSON). Example: {"gpt-4": {"context_window": 8192, "enable_compression": true}}'
+    )
+```
+
+**如何使用**：
+```python
+# Valves中设置
+MODEL_CONTEXT_WINDOWS = '{"gpt-4": 8192, "claude-3-5-sonnet": 200000}'
+
+# Pipe中解析
+def _get_model_context_window(self, model_id: str) -> Optional[int]:
+    """从配置中获取模型的上下文窗口大小"""
+    try:
+        config = json.loads(self.valves.MODEL_CONTEXT_WINDOWS or "{}")
+        return config.get(model_id)
+    except:
+        return None
+```
+
+### 步骤2：建立模型信息缓存（优先级：中）
+
+在Pipe中维护一个模型信息缓存：
+
+```python
+class Pipe:
+    def __init__(self):
+        # ... 现有代码 ...
+        self._model_info_cache = {}  # model_id -> ModelInfo
+        self._context_window_cache = {}  # model_id -> context_window_tokens
+
+    def _cache_model_info(self, model_id: str, model_info: ModelInfo):
+        """缓存SDK返回的模型信息"""
+        self._model_info_cache[model_id] = model_info
+        if model_info.capabilities and model_info.capabilities.limits:
+            self._context_window_cache[model_id] = (
+                model_info.capabilities.limits.max_context_window_tokens
+            )
+
+    def _get_context_window(self, model_id: str) -> Optional[int]:
+        """获取模型的上下文窗口大小（优先级：SDK > Valves配置 > 默认值）"""
+        # 1. 优先从SDK缓存获取（最可靠）
+        if model_id in self._context_window_cache:
+            return self._context_window_cache[model_id]
+        
+        # 2. 其次从Valves配置获取
+        context_window = self._get_model_context_window(model_id)
+        if context_window:
+            return context_window
+        
+        # 3. 默认值（未知）
+        return None
+```
+
+### 步骤3：使用真实的上下文窗口来优化压缩策略（优先级：中）
+
+修改_build_session_config：
+
+```python
+def _build_session_config(
+    self,
+    real_model_id,
+    # ... 其他参数 ...
+    **kwargs
+):
+    # 获取模型的真实上下文窗口大小
+    actual_context_window = self._get_context_window(real_model_id)
+    
+    # 只对有明确上下文窗口的模型启用压缩
+    infinite_session_config = None
+    if self.valves.INFINITE_SESSION and actual_context_window:
+        # 现在压缩阈值有了明确的含义
+        infinite_session_config = InfiniteSessionConfig(
+            enabled=True,
+            # 80% of actual context window
+            background_compaction_threshold=self.valves.COMPACTION_THRESHOLD,
+            # 95% of actual context window
+            buffer_exhaustion_threshold=self.valves.BUFFER_THRESHOLD,
+        )
+        
+        await self._emit_debug_log(
+            f"Infinite Session: model_context={actual_context_window}tokens, "
+            f"compaction_triggers_at={int(actual_context_window * self.valves.COMPACTION_THRESHOLD)}, "
+            f"buffer_triggers_at={int(actual_context_window * self.valves.BUFFER_THRESHOLD)}",
+            __event_call__,
+        )
+    elif self.valves.INFINITE_SESSION and not actual_context_window:
+        logger.warning(
+            f"Infinite Session: Unknown context window for {real_model_id}, "
+            f"compression disabled. Set MODEL_CONTEXT_WINDOWS in Valves to enable."
+        )
+```
+
+---
+
+## 具体的配置示例
+
+### 例子1：用户配置BYOK模型的上下文窗口
+
+**Valves设置**：
+```
+MODEL_CONTEXT_WINDOWS = {
+  "gpt-4": 8192,
+  "gpt-4-turbo": 128000,
+  "gpt-4o": 128000,
+  "claude-3": 200000,
+  "claude-3.5-sonnet": 200000,
+  "llama-2-70b": 4096
+}
+```
+
+**效果**：
+- Pipe会知道"gpt-4"的上下文是8192 tokens
+- 压缩会在 ~6553 tokens (80%) 时触发
+- 缓冲会在 ~7782 tokens (95%) 时阻塞
+
+### 例子2：为特定BYOK模型启用/禁用压缩
+
+**Valves设置**：
+```
+BYOK_MODEL_CONFIG = {
+  "gpt-4": {
+    "context_window": 8192,
+    "enable_infinite_session": true,
+    "compaction_threshold": 0.75
+  },
+  "llama-2-70b": {
+    "context_window": 4096,
+    "enable_infinite_session": false  # 禁用压缩
+  }
+}
+```
+
+**Pipe逻辑**：
+```python
+# 检查模型特定的压缩设置
+def _get_compression_enabled(self, model_id: str) -> bool:
+    try:
+        config = json.loads(self.valves.BYOK_MODEL_CONFIG or "{}")
+        model_config = config.get(model_id, {})
+        return model_config.get("enable_infinite_session", self.valves.INFINITE_SESSION)
+    except:
+        return self.valves.INFINITE_SESSION
+```
+
+---
+
+## 总结：SDK如何获知用户设计的数据
+
+| 来源 | 方式 | 更新 | 示例 |
+|------|------|------|------|
+| **Valves** | 全局配置 | Admin提前设置 | `MODEL_CONTEXT_WINDOWS` JSON |
+| **SDK** | SessionConfig返回 | 每次会话创建 | `model_info.capabilities.limits` |
+| **缓存** | Pipe本地存储 | 首次获取后缓存 | `_context_window_cache` |
+| **__metadata__** | OpenWebUI传递 | 每次请求随带 | `base_model_id`, custom fields |
+
+**流程**：
+1. 用户在Valves中配置 `MODEL_CONTEXT_WINDOWS`
+2. Pipe在session创建时获取SDK返回的model_info
+3. Pipe缓存上下文窗口大小
+4. Pipe根据真实窗口大小调整infinite session的阈值
+5. SDK使用正确的压缩策略
+
+这样，**SDK完全知道用户设计的数据**，而无需任何修改SDK本身。

plugins/debug/byok-infinite-session-research/sdk-context-limits.md

@@ -0,0 +1,163 @@
+# SDK中的上下文限制信息
+
+## SDK类型定义
+
+### 1. ModelLimits（copilot-sdk/python/copilot/types.py, line 761-789）
+
+```python
+@dataclass
+class ModelLimits:
+    """Model limits"""
+    
+    max_prompt_tokens: int | None = None           # 最大提示符tokens
+    max_context_window_tokens: int | None = None   # 最大上下文窗口tokens
+    vision: ModelVisionLimits | None = None        # 视觉相关限制
+```
+
+### 2. ModelCapabilities（line 817-843）
+
+```python
+@dataclass
+class ModelCapabilities:
+    """Model capabilities and limits"""
+    
+    supports: ModelSupports      # 支持的功能（vision, reasoning_effort等）
+    limits: ModelLimits          # 上下文和token限制
+```
+
+### 3. ModelInfo（line 889-949）
+
+```python
+@dataclass
+class ModelInfo:
+    """Information about an available model"""
+    
+    id: str
+    name: str
+    capabilities: ModelCapabilities  # ← 包含limits信息
+    policy: ModelPolicy | None = None
+    billing: ModelBilling | None = None
+    supported_reasoning_efforts: list[str] | None = None
+    default_reasoning_effort: str | None = None
+```
+
+---
+
+## 关键发现
+
+### ✅ SDK提供的信息
+- `model.capabilities.limits.max_context_window_tokens` - 模型的上下文窗口大小
+- `model.capabilities.limits.max_prompt_tokens` - 最大提示符tokens
+
+### ❌ OpenWebUI Pipe中的问题
+**目前Pipe完全没有使用这些信息！**
+
+在 `github_copilot_sdk.py` 中搜索 `max_context_window`, `capabilities`, `limits` 等，结果为空。
+
+---
+
+## 这对BYOK意味着什么？
+
+### 问题1: BYOK模型的上下文限制未知
+```python
+# BYOK模型的capabilities来自哪里？
+if is_byok_model:
+    # ❓ BYOK模型没有能力信息返回吗？
+    # ❓ 如何知道它的max_context_window_tokens？
+    pass
+```
+
+### 问题2: Infinite Session的阈值是硬编码的
+```python
+COMPACTION_THRESHOLD: float = Field(
+    default=0.80,  # 80%时触发后台压缩
+    description="Background compaction threshold (0.0-1.0)"
+)
+BUFFER_THRESHOLD: float = Field(
+    default=0.95,  # 95%时阻塞直到压缩完成
+    description="Buffer exhaustion threshold (0.0-1.0)"
+)
+
+# 但是 0.80 和 0.95 是什么的百分比？
+# - 是模型的max_context_window_tokens吗？
+# - 还是固定的某个值？
+# - BYOK模型的上下文窗口可能完全不同！
+```
+
+---
+
+## 改进方向
+
+### 方案A: 利用SDK提供的模型限制信息
+```python
+# 在获取模型信息时，保存capabilities
+self._model_capabilities = model_info.capabilities
+
+# 在初始化infinite session时，使用实际的上下文窗口
+if model_info.capabilities.limits.max_context_window_tokens:
+    actual_context_window = model_info.capabilities.limits.max_context_window_tokens
+    
+    # 动态调整压缩阈值而不是固定值
+    compaction_threshold = self.valves.COMPACTION_THRESHOLD
+    buffer_threshold = self.valves.BUFFER_THRESHOLD
+    # 这些现在有了明确的含义：是模型实际上下文窗口大小的百分比
+```
+
+### 方案B: BYOK模型的显式配置
+如果BYOK模型不提供capabilities信息，需要用户手动设置：
+
+```python
+class Valves(BaseModel):
+    # ... existing config ...
+    
+    BYOK_CONTEXT_WINDOW: int = Field(
+        default=0,  # 0表示自动检测或禁用compression
+        description="Manual context window size for BYOK models (tokens). 0=auto-detect or disabled"
+    )
+    
+    BYOK_INFINITE_SESSION: bool = Field(
+        default=False,
+        description="Enable infinite sessions for BYOK models (requires BYOK_CONTEXT_WINDOW > 0)"
+    )
+```
+
+### 方案C: 从会话反馈中学习（最可靠）
+```python
+# infinite session压缩完成时，获取实际的context window使用情况
+# (需要SDK或CLI提供反馈)
+```
+
+---
+
+## 建议实施路线
+
+**优先级1（必须）**: 检查BYOK模式下是否能获取capabilities
+```python
+# 测试代码
+if is_byok_model:
+    # 发送一个测试请求，看是否能从响应中获取model capabilities
+    session = await client.create_session(config=session_config)
+    # session是否包含model info？
+    # 能否访问session.model_capabilities？
+```
+
+**优先级2（重要）**: 如果BYOK没有capabilities，添加手动配置
+```python
+# 在BYOK配置中添加context_window字段
+BYOK_CONTEXT_WINDOW: int = Field(default=0)
+```
+
+**优先级3（长期）**: 利用真实的上下文窗口来调整压缩策略
+```python
+# 而不是单纯的百分比，使用实际的token数
+```
+
+---
+
+## 关键问题列表
+
+1. [ ] BYOK模型在create_session后能否获取capabilities信息？
+2. [ ] 如果能获取，max_context_window_tokens的值是否准确？
+3. [ ] 如果不能获取，是否需要用户手动提供？
+4. [ ] 当前的0.80/0.95阈值是否对所有模型都适用？
+5. [ ] 不同的BYOK提供商(OpenAI vs Anthropic)的上下文窗口差异有多大？

plugins/debug/common_tools/update_readmes_to_market.py

@@ -1,359 +0,0 @@
-#!/usr/bin/env python3
-"""
-======================================================================
-Staged README Synchronizer to OpenWebUI Community
-暂存 README 文件同步到 OpenWebUI 社区工具
-======================================================================
-
-PURPOSE / 用途:
---------------
-This script synchronizes staged README.md/README_CN.md files to their
-corresponding OpenWebUI Community posts automatically. It's designed for
-batch updating documentation content without modifying plugin versions
-or media attachments.
-
-本脚本自动将暂存的 README.md/README_CN.md 文件同步到对应的 OpenWebUI
-社区帖子。专为批量更新文档内容设计，不修改插件版本或媒体附件。
-
-USAGE / 使用方法:
-----------------
-1. Set up environment:
-   配置环境：
-
-   Create a .env file in the repository root with:
-   在仓库根目录创建 .env 文件，包含：
-
-   OPENWEBUI_API_KEY=your_api_key_here
-
-2. Stage README files to sync:
-   暂存需要同步的 README 文件：
-
-   git add plugins/actions/my_plugin/README.md
-   git add plugins/actions/my_plugin/README_CN.md
-
-3. Run the script:
-   运行脚本：
-
-   python plugins/debug/common_tools/update_readmes_to_market.py
-
-WORKFLOW / 工作流程:
--------------------
-1. Load OPENWEBUI_API_KEY from .env file
-   从 .env 文件加载 OPENWEBUI_API_KEY
-
-2. Get list of staged README.md/README_CN.md files via git
-   通过 git 获取暂存的 README.md/README_CN.md 文件列表
-
-3. For each staged README:
-   对于每个暂存的 README：
-
-   a. Locate the corresponding plugin .py file
-      定位对应的插件 .py 文件
-
-   b. Extract openwebui_id/post_id from plugin frontmatter
-      从插件前置信息中提取 openwebui_id/post_id
-
-   c. Fetch existing post data from OpenWebUI Community API
-      从 OpenWebUI 社区 API 获取现有帖子数据
-
-   d. Update post content with new README content
-      用新的 README 内容更新帖子内容
-
-   e. Push changes via API (preserves version & media)
-      通过 API 推送更改（保留版本和媒体）
-
-REQUIREMENTS / 依赖要求:
------------------------
-- python-dotenv: For loading .env configuration
-                 用于加载 .env 配置文件
-- Git repository: Must be run from a git-tracked workspace
-                  必须在 git 跟踪的工作区中运行
-
-KEY FEATURES / 关键特性:
------------------------
-✅ Only updates content field (不仅更新内容字段)
-✅ Skips files without openwebui_id (跳过没有 openwebui_id 的文件)
-✅ Automatically matches CN/EN plugin files (自动匹配中英文插件文件)
-✅ Supports staged plugin source code updates (支持暂存插件源码更新)
-✅ Safe: Won't modify version or media fields (安全：不会修改版本或媒体字段)
-
-NOTES / 注意事项:
----------------
-- This is a DEBUG/DEVELOPMENT tool, not for production workflows
-  这是一个调试/开发工具，不用于生产工作流
-
-- Always verify changes in OpenWebUI Community after sync
-  同步后务必在 OpenWebUI 社区中验证更改
-
-- Requires valid API key with update permissions
-  需要具有更新权限的有效 API 密钥
-
-AUTHOR / 作者:
--------------
-Fu-Jie
-GitHub: https://github.com/Fu-Jie/openwebui-extensions
-
-======================================================================
-"""
-
-from __future__ import annotations
-
-import importlib.util
-import os
-import re
-import sys
-import subprocess
-from pathlib import Path
-from typing import Dict, Optional, List
-
-
-def _load_dotenv(repo_root: Path) -> None:
-    try:
-        from dotenv import load_dotenv  # type: ignore
-    except Exception as exc:  # pragma: no cover
-        print("Missing dependency: python-dotenv. Please install it and retry.")
-        raise SystemExit(1) from exc
-
-    env_path = repo_root / ".env"
-    load_dotenv(env_path)
-
-
-def _get_repo_root() -> Path:
-    return Path(__file__).resolve().parents[3]
-
-
-def _get_staged_readmes(repo_root: Path) -> List[Path]:
-    try:
-        output = subprocess.check_output(
-            [
-                "git",
-                "-C",
-                str(repo_root),
-                "diff",
-                "--cached",
-                "--name-only",
-                "--",
-                "*.md",
-            ],
-            text=True,
-        )
-    except subprocess.CalledProcessError as exc:
-        print(f"Failed to read staged files: {exc}")
-        return []
-
-    paths = []
-    for line in output.splitlines():
-        line = line.strip()
-        if not line:
-            continue
-        if line.endswith("README.md") or line.endswith("README_CN.md"):
-            paths.append(repo_root / line)
-    return paths
-
-
-def _get_staged_plugin_files(repo_root: Path) -> List[Path]:
-    try:
-        output = subprocess.check_output(
-            [
-                "git",
-                "-C",
-                str(repo_root),
-                "diff",
-                "--cached",
-                "--name-only",
-                "--",
-                "*.py",
-            ],
-            text=True,
-        )
-    except subprocess.CalledProcessError as exc:
-        print(f"Failed to read staged files: {exc}")
-        return []
-
-    paths = []
-    for line in output.splitlines():
-        line = line.strip()
-        if not line:
-            continue
-        if "/plugins/" not in line:
-            continue
-        if line.endswith("__init__.py") or os.path.basename(line).startswith("test_"):
-            continue
-        paths.append(repo_root / line)
-    return paths
-
-
-def _parse_frontmatter(content: str) -> Dict[str, str]:
-    match = re.search(r'^\s*"""\n(.*?)\n"""', content, re.DOTALL)
-    if not match:
-        match = re.search(r'"""\n(.*?)\n"""', content, re.DOTALL)
-        if not match:
-            return {}
-
-    frontmatter = match.group(1)
-    meta: Dict[str, str] = {}
-    for line in frontmatter.split("\n"):
-        if ":" in line:
-            key, value = line.split(":", 1)
-            meta[key.strip()] = value.strip()
-    return meta
-
-
-def _find_plugin_file(readme_path: Path) -> Optional[Path]:
-    plugin_dir = readme_path.parent
-    is_cn = readme_path.name.lower().endswith("readme_cn.md")
-
-    py_files = [
-        p
-        for p in plugin_dir.glob("*.py")
-        if p.name != "__init__.py" and not p.name.startswith("test_")
-    ]
-    if not py_files:
-        return None
-
-    cn_files = [p for p in py_files if p.stem.endswith("_cn")]
-    en_files = [p for p in py_files if not p.stem.endswith("_cn")]
-
-    candidates = cn_files + en_files if is_cn else en_files + cn_files
-
-    # Prefer files that contain openwebui_id/post_id in frontmatter
-    for candidate in candidates:
-        post_id = _get_post_id(candidate)
-        if post_id:
-            return candidate
-
-    return candidates[0] if candidates else None
-
-
-def _get_post_id(plugin_file: Path) -> Optional[str]:
-    try:
-        content = plugin_file.read_text(encoding="utf-8")
-    except Exception:
-        return None
-
-    meta = _parse_frontmatter(content)
-    return meta.get("openwebui_id") or meta.get("post_id")
-
-
-def _get_plugin_metadata(plugin_file: Path) -> Dict[str, str]:
-    try:
-        content = plugin_file.read_text(encoding="utf-8")
-    except Exception:
-        return {}
-    return _parse_frontmatter(content)
-
-
-def _find_readme_for_plugin(plugin_file: Path) -> Optional[str]:
-    plugin_dir = plugin_file.parent
-    is_cn = plugin_file.stem.endswith("_cn")
-    readme_candidates = ["README_CN.md", "README.md"] if is_cn else ["README.md", "README_CN.md"]
-    for name in readme_candidates:
-        readme_path = plugin_dir / name
-        if readme_path.exists():
-            return readme_path.read_text(encoding="utf-8")
-    return None
-
-
-def main() -> int:
-    repo_root = _get_repo_root()
-    _load_dotenv(repo_root)
-
-    api_key = os.environ.get("OPENWEBUI_API_KEY")
-    if not api_key:
-        print("OPENWEBUI_API_KEY is not set in environment.")
-        return 1
-
-    client_module_path = repo_root / "scripts" / "openwebui_community_client.py"
-    spec = importlib.util.spec_from_file_location(
-        "openwebui_community_client", client_module_path
-    )
-    if not spec or not spec.loader:
-        print("Failed to load openwebui_community_client module.")
-        return 1
-
-    module = importlib.util.module_from_spec(spec)
-    spec.loader.exec_module(module)
-    client = module.get_client(api_key)
-
-    staged_plugins = _get_staged_plugin_files(repo_root)
-    staged_readmes = _get_staged_readmes(repo_root)
-    if not staged_plugins and not staged_readmes:
-        print("No staged README or plugin files found.")
-        return 0
-
-    updated_post_ids: set[str] = set()
-
-    for plugin_file in staged_plugins:
-        if not plugin_file.exists():
-            print(f"Skipped (missing): {plugin_file}")
-            continue
-
-        post_id = _get_post_id(plugin_file)
-        if not post_id:
-            print(f"Skipped (no openwebui_id): {plugin_file}")
-            continue
-
-        try:
-            post_data = client.get_post(post_id)
-            if not post_data:
-                print(f"Skipped (post not found): {plugin_file}")
-                continue
-
-            source_code = plugin_file.read_text(encoding="utf-8")
-            metadata = _get_plugin_metadata(plugin_file)
-            readme_content = _find_readme_for_plugin(plugin_file)
-
-            ok = client.update_plugin(
-                post_id=post_id,
-                source_code=source_code,
-                readme_content=readme_content or metadata.get("description", ""),
-                metadata=metadata,
-                media_urls=None,
-            )
-            if ok:
-                updated_post_ids.add(post_id)
-                print(f"Updated plugin -> {plugin_file} (post_id: {post_id})")
-        except Exception as exc:
-            print(f"Failed: {plugin_file} ({exc})")
-
-    for readme_path in staged_readmes:
-        if not readme_path.exists():
-            print(f"Skipped (missing): {readme_path}")
-            continue
-
-        plugin_file = _find_plugin_file(readme_path)
-        if not plugin_file:
-            print(f"Skipped (no plugin file): {readme_path}")
-            continue
-
-        post_id = _get_post_id(plugin_file)
-        if not post_id:
-            print(f"Skipped (no openwebui_id): {readme_path}")
-            continue
-
-        try:
-            if post_id in updated_post_ids:
-                print(f"Skipped (already updated via plugin): {readme_path}")
-                continue
-
-            post_data = client.get_post(post_id)
-            if not post_data:
-                print(f"Skipped (post not found): {readme_path}")
-                continue
-
-            readme_content = readme_path.read_text(encoding="utf-8")
-
-            # Update README content only, keep other fields unchanged.
-            post_data["content"] = readme_content
-
-            ok = client.update_post(post_id, post_data)
-            if ok:
-                print(f"Updated README -> {readme_path} (post_id: {post_id})")
-        except Exception as exc:
-            print(f"Failed: {readme_path} ({exc})")
-
-    return 0
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())

plugins/debug/copilot-sdk/USAGE_CN.md

@@ -0,0 +1,138 @@
+# Copilot SDK 自动任务脚本使用说明
+
+本目录提供了一个通用任务执行脚本，以及两个示例任务脚本：
+- `auto_programming_task.py`（通用）
+- `run_mindmap_action_to_tool.sh`（示例：mind map action → tool）
+- `run_infographic_action_to_tool.sh`（示例：infographic action → tool）
+
+## 1. 先决条件
+
+- 在仓库根目录执行（非常重要）
+- Python 3 可用
+- 当前环境中可正常使用 Copilot SDK / CLI
+
+建议先验证：
+
+python3 plugins/debug/copilot-sdk/auto_programming_task.py --help | head -40
+
+---
+
+## 2. 核心行为（当前默认）
+
+`auto_programming_task.py` 默认是 **两阶段自动执行**：
+
+1) 先规划（Planning）：AI 根据你的需求自动补全上下文、扩展为可执行计划。
+2) 再执行（Execution）：AI 按计划直接改代码并给出结果。
+
+如果你要关闭“先规划”，可使用 `--no-plan-first`。
+
+---
+
+## 3. 可复制命令（通用）
+
+### 3.1 最常用：直接写任务文本
+
+python3 plugins/debug/copilot-sdk/auto_programming_task.py \
+  --task "把 plugins/actions/xxx/xxx.py 转成 plugins/tools/xxx-tool/ 下的单文件 Tool 插件。保留 i18n 和语言回退逻辑。不要升级 SDK 版本。" \
+  --cwd "$PWD" \
+  --model "gpt-5.3-codex" \
+  --reasoning-effort "xhigh" \
+  --timeout 3600 \
+  --stream \
+  --trace-events \
+  --heartbeat-seconds 8
+
+### 3.2 使用任务文件（长任务推荐）
+
+先写任务文件（例如 task.txt），再执行：
+
+python3 plugins/debug/copilot-sdk/auto_programming_task.py \
+  --task-file "./task.txt" \
+  --cwd "$PWD" \
+  --model "gpt-5.3-codex" \
+  --reasoning-effort "xhigh" \
+  --timeout 3600 \
+  --stream \
+  --trace-events \
+  --heartbeat-seconds 8
+
+### 3.3 关闭规划阶段（仅直接执行）
+
+python3 plugins/debug/copilot-sdk/auto_programming_task.py \
+  --task "你的任务" \
+  --cwd "$PWD" \
+  --model "gpt-5-mini" \
+  --reasoning-effort "medium" \
+  --timeout 1800 \
+  --no-plan-first
+
+---
+
+## 4. 可复制命令（示例脚本）
+
+### 4.1 Mind Map 示例任务
+
+./plugins/debug/copilot-sdk/run_mindmap_action_to_tool.sh
+
+### 4.2 Infographic 示例任务
+
+./plugins/debug/copilot-sdk/run_infographic_action_to_tool.sh
+
+说明：这两个脚本是“固定任务模板”，适合当前仓库；复制到其他仓库时通常需要改任务内容。
+
+---
+
+## 5. 结果如何判定“完成”
+
+建议同时满足以下条件：
+
+1) 进程退出码为 0
+2) 输出中出现阶段结束信息（含最终摘要）
+3) 看到 `session.idle`（若是 `session.error` 则未完成）
+4) `git diff --name-only` 显示改动范围符合你的约束
+
+可复制检查命令：
+
+echo $?
+git diff --name-only
+git status --short
+
+---
+
+## 6. 参数速查
+
+- `--task`：直接传任务文本
+- `--task-file`：从文件读取任务文本（与 `--task` 二选一）
+- `--cwd`：工作区目录（建议用 `$PWD`）
+- `--model`：模型（例如 `gpt-5.3-codex`、`gpt-5-mini`）
+- `--reasoning-effort`：`low|medium|high|xhigh`
+- `--timeout`：超时秒数
+- `--stream`：实时输出增量内容
+- `--trace-events`：输出事件流，便于排错
+- `--heartbeat-seconds`：心跳输出间隔
+- `--no-plan-first`：关闭默认“先规划后执行”
+
+---
+
+## 7. 常见问题
+
+### Q1：为什么提示找不到脚本？
+你大概率不在仓库根目录。先执行：
+
+pwd
+
+确认后再运行命令。
+
+### Q2：执行很久没有输出？
+加上 `--trace-events --stream`，并适当增大 `--timeout`。
+
+### Q3：改动超出预期范围？
+把范围约束明确写进任务文本，例如：
+
+“不要修改其他文件代码，可以读取整个项目作为代码库。”
+
+并在完成后用：
+
+git diff --name-only
+
+进行核对。

plugins/debug/copilot-sdk/auto_programming_task.py

@@ -0,0 +1,447 @@
+#!/usr/bin/env python3
+"""
+Run an autonomous programming task via Copilot SDK.
+
+Usage:
+  python plugins/debug/copilot-sdk/auto_programming_task.py \
+    --task "Fix failing tests in tests/test_xxx.py" \
+    --cwd /Users/fujie/app/python/oui/openwebui-extensions
+
+Notes:
+- Default model is gpt-5-mini (low-cost for repeated runs).
+- This script DOES NOT pin/upgrade SDK versions.
+- Copilot CLI must be available (or set COPILOT_CLI_PATH).
+"""
+
+import argparse
+import asyncio
+import os
+import sys
+import textwrap
+from pathlib import Path
+from typing import Optional
+
+
+DEFAULT_TASK = (
+    "Convert plugins/actions/smart-mind-map/smart_mind_map.py (Action plugin) "
+    "into a Tool plugin implementation under plugins/tools/. "
+    "Keep Copilot SDK version unchanged, follow patterns from "
+    "plugins/pipes/github-copilot-sdk/, and implement a runnable MVP with "
+    "i18n/status events/basic validation."
+)
+
+
+def _ensure_copilot_importable() -> None:
+    """Try local SDK path fallback if `copilot` package is not installed."""
+    try:
+        import copilot  # noqa: F401
+
+        return
+    except Exception:
+        pass
+
+    candidates = []
+
+    env_path = os.environ.get("COPILOT_SDK_PYTHON_PATH", "").strip()
+    if env_path:
+        candidates.append(Path(env_path))
+
+    # Default sibling repo path: ../copilot-sdk/python
+    # Current file: plugins/debug/copilot-sdk/auto_programming_task.py
+    repo_root = Path(__file__).resolve().parents[3]
+    candidates.append(repo_root.parent / "copilot-sdk" / "python")
+
+    for path in candidates:
+        if path.exists():
+            sys.path.insert(0, str(path))
+            try:
+                import copilot  # noqa: F401
+
+                return
+            except Exception:
+                continue
+
+    raise RuntimeError(
+        "Cannot import `copilot` package. Install copilot-sdk python package "
+        "or set COPILOT_SDK_PYTHON_PATH to copilot-sdk/python directory."
+    )
+
+
+def _build_agent_prompt(task: str, cwd: str, extra_context: Optional[str]) -> str:
+    extra = extra_context.strip() if extra_context else ""
+    return textwrap.dedent(
+        f"""
+        You are an autonomous coding agent running in workspace: {cwd}
+
+        Primary task:
+        {task}
+
+        Requirements:
+        1. Inspect relevant files and implement changes directly in the workspace.
+        2. Keep changes minimal and focused on the task.
+        3. If tests/build commands exist, run targeted validation for changed scope.
+        4. If blocked, explain the blocker and propose concrete next steps.
+        5. At the end, provide a concise summary of:
+           - files changed
+           - what was implemented
+           - validation results
+
+        {f'Additional context:\n{extra}' if extra else ''}
+        """
+    ).strip()
+
+
+def _build_planning_prompt(task: str, cwd: str, extra_context: Optional[str]) -> str:
+    extra = extra_context.strip() if extra_context else ""
+    return textwrap.dedent(
+        f"""
+        You are a senior autonomous coding planner running in workspace: {cwd}
+
+        User requirement (may be underspecified):
+        {task}
+
+        Goal:
+        Expand the requirement into an actionable implementation plan that can be executed end-to-end without extra clarification whenever possible.
+
+        Output format (strict):
+        1) Expanded Objective (clear, concrete, scoped)
+        2) Assumptions (only necessary assumptions)
+        3) Step-by-step Plan (ordered, verifiable)
+        4) Validation Plan (how to verify changes)
+        5) Execution Brief (concise instruction for implementation agent)
+
+        Constraints:
+        - Keep scope minimal and aligned with the user requirement.
+        - Do not invent unrelated features.
+        - Prefer practical MVP completion.
+
+        {f'Additional context:\n{extra}' if extra else ''}
+        """
+    ).strip()
+
+
+def _build_execution_prompt(
+    task: str, cwd: str, extra_context: Optional[str], plan_text: str
+) -> str:
+    extra = extra_context.strip() if extra_context else ""
+    return textwrap.dedent(
+        f"""
+        You are an autonomous coding agent running in workspace: {cwd}
+
+        User requirement:
+        {task}
+
+        Planner output (must follow):
+        {plan_text}
+
+        Execution requirements:
+        1. Execute the plan directly; do not stop after analysis.
+        2. If the original requirement is underspecified, use the planner assumptions and continue.
+        3. Keep changes minimal, focused, and runnable.
+        4. Run targeted validation for changed scope where possible.
+        5. If blocked by missing prerequisites, report blocker and the smallest next action.
+        6. Finish with concise summary:
+           - files changed
+           - implemented behavior
+           - validation results
+
+        {f'Additional context:\n{extra}' if extra else ''}
+        """
+    ).strip()
+
+
+async def _run_single_session(
+    client,
+    args: argparse.Namespace,
+    prompt: str,
+    stage_name: str,
+    stream_output: bool,
+) -> tuple[int, str]:
+    from copilot.types import PermissionHandler
+
+    def _auto_user_input_handler(request, _invocation):
+        question = ""
+        if isinstance(request, dict):
+            question = str(request.get("question", "")).lower()
+            choices = request.get("choices") or []
+            if choices and isinstance(choices, list):
+                preferred = args.auto_user_answer.strip()
+                for choice in choices:
+                    c = str(choice)
+                    if preferred and preferred.lower() == c.lower():
+                        return {"answer": c, "wasFreeform": False}
+                return {"answer": str(choices[0]), "wasFreeform": False}
+
+        preferred = args.auto_user_answer.strip() or "continue"
+        if "confirm" in question or "proceed" in question:
+            preferred = "yes"
+        return {"answer": preferred, "wasFreeform": True}
+
+    session_config = {
+        "model": args.model,
+        "reasoning_effort": args.reasoning_effort,
+        "streaming": True,
+        "infinite_sessions": {
+            "enabled": True,
+        },
+        "on_permission_request": PermissionHandler.approve_all,
+        "on_user_input_request": _auto_user_input_handler,
+    }
+
+    session = await client.create_session(session_config)
+
+    done = asyncio.Event()
+    full_messages = []
+    has_error = False
+
+    def on_event(event):
+        nonlocal has_error
+        etype = getattr(event, "type", "unknown")
+        if hasattr(etype, "value"):
+            etype = etype.value
+
+        if args.trace_events:
+            print(f"\n[{stage_name}][EVENT] {etype}", flush=True)
+
+        if etype == "assistant.message_delta" and stream_output:
+            delta = getattr(event.data, "delta_content", "") or ""
+            if delta:
+                print(delta, end="", flush=True)
+
+        elif etype == "assistant.message":
+            content = getattr(event.data, "content", "") or ""
+            if content:
+                full_messages.append(content)
+
+        elif etype == "session.error":
+            has_error = True
+            done.set()
+        elif etype == "session.idle":
+            done.set()
+
+    unsubscribe = session.on(on_event)
+    heartbeat_task = None
+
+    async def _heartbeat():
+        while not done.is_set():
+            await asyncio.sleep(max(3, int(args.heartbeat_seconds)))
+            if not done.is_set():
+                print(
+                    f"[{stage_name}][heartbeat] waiting for assistant events...",
+                    flush=True,
+                )
+
+    try:
+        heartbeat_task = asyncio.create_task(_heartbeat())
+        await session.send({"prompt": prompt, "mode": "immediate"})
+        await asyncio.wait_for(done.wait(), timeout=args.timeout)
+
+        if stream_output:
+            print("\n")
+
+        final_message = full_messages[-1] if full_messages else ""
+        if final_message:
+            print(f"\n===== {stage_name} FINAL MESSAGE =====\n")
+            print(final_message)
+
+        if has_error:
+            return 1, final_message
+        return 0, final_message
+
+    except asyncio.TimeoutError:
+        print(f"\n❌ [{stage_name}] Timeout after {args.timeout}s")
+        return 124, ""
+    except Exception as exc:
+        print(f"\n❌ [{stage_name}] Run failed: {exc}")
+        return 1, ""
+    finally:
+        if heartbeat_task:
+            heartbeat_task.cancel()
+        try:
+            unsubscribe()
+        except Exception:
+            pass
+        try:
+            await session.destroy()
+        except Exception:
+            pass
+
+
+async def run_task(args: argparse.Namespace) -> int:
+    _ensure_copilot_importable()
+
+    from copilot import CopilotClient
+
+    task_text = (args.task or "").strip()
+    if args.task_file:
+        task_text = Path(args.task_file).read_text(encoding="utf-8").strip()
+
+    if not task_text:
+        task_text = DEFAULT_TASK
+
+    direct_prompt = _build_agent_prompt(task_text, args.cwd, args.extra_context)
+
+    client_options = {
+        "cwd": args.cwd,
+        "log_level": args.log_level,
+    }
+
+    if args.cli_path:
+        client_options["cli_path"] = args.cli_path
+
+    if args.github_token:
+        client_options["github_token"] = args.github_token
+
+    print(f"🚀 Starting Copilot SDK task runner")
+    print(f"   cwd: {args.cwd}")
+    print(f"   model: {args.model}")
+    print(f"   reasoning_effort: {args.reasoning_effort}")
+    print(f"   plan_first: {args.plan_first}")
+
+    client = CopilotClient(client_options)
+    await client.start()
+
+    try:
+        if args.plan_first:
+            planning_prompt = _build_planning_prompt(
+                task_text, args.cwd, args.extra_context
+            )
+            print("\n🧭 Stage 1/2: Planning and requirement expansion")
+            plan_code, plan_text = await _run_single_session(
+                client=client,
+                args=args,
+                prompt=planning_prompt,
+                stage_name="PLANNING",
+                stream_output=False,
+            )
+            if plan_code != 0:
+                return plan_code
+
+            execution_prompt = _build_execution_prompt(
+                task=task_text,
+                cwd=args.cwd,
+                extra_context=args.extra_context,
+                plan_text=plan_text or "(No planner output provided)",
+            )
+            print("\n⚙️ Stage 2/2: Execute plan autonomously")
+            exec_code, _ = await _run_single_session(
+                client=client,
+                args=args,
+                prompt=execution_prompt,
+                stage_name="EXECUTION",
+                stream_output=args.stream,
+            )
+            return exec_code
+
+        print("\n⚙️ Direct mode: Execute task without planning stage")
+        exec_code, _ = await _run_single_session(
+            client=client,
+            args=args,
+            prompt=direct_prompt,
+            stage_name="EXECUTION",
+            stream_output=args.stream,
+        )
+        return exec_code
+    finally:
+        try:
+            await client.stop()
+        except Exception:
+            pass
+
+
+def build_parser() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser(
+        description="Run one autonomous programming task with Copilot SDK"
+    )
+    parser.add_argument(
+        "--task",
+        default="",
+        help="Task description text (if empty, uses built-in default task)",
+    )
+    parser.add_argument("--task-file", default="", help="Path to a task text file")
+    parser.add_argument("--cwd", default=os.getcwd(), help="Workspace directory")
+    parser.add_argument(
+        "--model",
+        default="gpt-5-mini",
+        help="Model id for Copilot session (default: gpt-5-mini)",
+    )
+    parser.add_argument(
+        "--reasoning-effort",
+        default="medium",
+        choices=["low", "medium", "high", "xhigh"],
+        help="Reasoning effort",
+    )
+    parser.add_argument("--timeout", type=int, default=1800, help="Timeout seconds")
+    parser.add_argument(
+        "--log-level",
+        default="info",
+        choices=["trace", "debug", "info", "warn", "error"],
+        help="Copilot client log level",
+    )
+    parser.add_argument(
+        "--github-token",
+        default=os.environ.get("GH_TOKEN", ""),
+        help="Optional GitHub token; defaults to GH_TOKEN",
+    )
+    parser.add_argument(
+        "--cli-path",
+        default=os.environ.get("COPILOT_CLI_PATH", ""),
+        help="Optional Copilot CLI path",
+    )
+    parser.add_argument(
+        "--extra-context",
+        default="",
+        help="Optional extra context appended to the task prompt",
+    )
+    parser.add_argument(
+        "--stream",
+        action="store_true",
+        help="Print assistant delta stream in real-time",
+    )
+    parser.add_argument(
+        "--trace-events",
+        action="store_true",
+        help="Print each SDK event type for debugging",
+    )
+    parser.add_argument(
+        "--auto-user-answer",
+        default="continue",
+        help="Default answer for on_user_input_request",
+    )
+    parser.add_argument(
+        "--heartbeat-seconds",
+        type=int,
+        default=12,
+        help="Heartbeat interval while waiting for events",
+    )
+    parser.add_argument(
+        "--plan-first",
+        action="store_true",
+        help="Run planning stage before execution (default behavior)",
+    )
+    parser.add_argument(
+        "--no-plan-first",
+        action="store_true",
+        help="Disable planning stage and run direct execution",
+    )
+    return parser
+
+
+def main() -> int:
+    parser = build_parser()
+    args = parser.parse_args()
+
+    if args.task_file and (args.task or "").strip():
+        parser.error("Use either --task or --task-file, not both")
+
+    args.plan_first = True
+    if args.no_plan_first:
+        args.plan_first = False
+    elif args.plan_first:
+        args.plan_first = True
+
+    return asyncio.run(run_task(args))
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

plugins/debug/copilot-sdk/check_default_agents.py

@@ -0,0 +1,142 @@
+import asyncio
+import json
+import sys
+from typing import Any, Callable
+
+from copilot import CopilotClient
+
+try:
+    from copilot import PermissionHandler
+except ImportError:
+    PermissionHandler = None
+
+
+def _to_dict(obj: Any) -> dict:
+    if obj is None:
+        return {}
+    to_dict = getattr(obj, "to_dict", None)
+    if callable(to_dict):
+        return to_dict()
+    if isinstance(obj, dict):
+        return obj
+    result = {}
+    for key in ("name", "display_name", "description"):
+        if hasattr(obj, key):
+            result[key] = getattr(obj, key)
+    return result
+
+
+def _extract_agents(result: Any) -> list[dict]:
+    if result is None:
+        return []
+
+    if isinstance(result, dict):
+        raw_agents = result.get("agents")
+    else:
+        raw_agents = getattr(result, "agents", None)
+
+    if not raw_agents:
+        return []
+
+    normalized = []
+    for item in raw_agents:
+        data = _to_dict(item)
+        normalized.append(
+            {
+                "name": str(data.get("name", "") or "").strip(),
+                "display_name": str(data.get("display_name", "") or "").strip(),
+                "description": str(data.get("description", "") or "").strip(),
+            }
+        )
+    return normalized
+
+
+def _extract_current_agent(result: Any) -> dict | None:
+    if result is None:
+        return None
+
+    if isinstance(result, dict):
+        agent = result.get("agent")
+    else:
+        agent = getattr(result, "agent", None)
+
+    if not agent:
+        return None
+
+    data = _to_dict(agent)
+    return {
+        "name": str(data.get("name", "") or "").strip(),
+        "display_name": str(data.get("display_name", "") or "").strip(),
+        "description": str(data.get("description", "") or "").strip(),
+    }
+
+
+async def main() -> int:
+    client = CopilotClient()
+    started = False
+    session = None
+
+    try:
+        await client.start()
+        started = True
+
+        session_config: dict[str, Any] = {}
+        permission_handler: Callable | None = getattr(
+            PermissionHandler, "approve_all", None
+        )
+        if callable(permission_handler):
+            session_config["on_permission_request"] = permission_handler
+
+        session = await client.create_session(session_config)
+
+        list_result = await session.rpc.agent.list()
+        current_result = await session.rpc.agent.get_current()
+
+        agents = _extract_agents(list_result)
+        current = _extract_current_agent(current_result)
+
+        payload = {
+            "agents_count": len(agents),
+            "agents": agents,
+            "current_agent": current,
+            "summary": (
+                "No custom agents detected in current runtime."
+                if not agents
+                else "Custom agents detected."
+            ),
+        }
+
+        print(json.dumps(payload, ensure_ascii=False, indent=2))
+
+        if not agents:
+            print("\n[INFO] 当前运行时没有已注入的 custom agents（默认通常为空）。")
+        elif not current:
+            print("\n[INFO] 已检测到 custom agents，但当前没有选中的 agent。")
+        else:
+            print(
+                "\n[INFO] 当前已选中 agent: "
+                f"{current.get('display_name') or current.get('name') or '(unknown)'}"
+            )
+
+        return 0
+
+    except Exception as exc:
+        print(f"[ERROR] Agent 检测失败: {exc}", file=sys.stderr)
+        return 1
+
+    finally:
+        if session is not None:
+            try:
+                await session.destroy()
+            except Exception:
+                pass
+
+        if started:
+            try:
+                await client.stop()
+            except Exception:
+                pass
+
+
+if __name__ == "__main__":
+    raise SystemExit(asyncio.run(main()))

plugins/debug/copilot-sdk/run_owui_api_docs_phases.sh

@@ -0,0 +1,137 @@
+#!/usr/bin/env bash
+# run_owui_api_docs_phases.sh
+# One-click runner: generate OpenWebUI API documentation across 8 phases.
+#
+# Usage:
+#   ./plugins/debug/copilot-sdk/run_owui_api_docs_phases.sh
+#   ./plugins/debug/copilot-sdk/run_owui_api_docs_phases.sh --start-phase 3
+#   ./plugins/debug/copilot-sdk/run_owui_api_docs_phases.sh --only-phase 1
+#
+# Working directory: /Users/fujie/app/python/oui/open-webui  (open-webui source)
+# Task files:        plugins/debug/copilot-sdk/tasks/owui-api-docs/phases/
+
+set -euo pipefail
+
+# ── Resolve paths ────────────────────────────────────────────────────────────
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+REPO_ROOT="$(cd "${SCRIPT_DIR}/../../.." && pwd)"     # openwebui-extensions root
+TASKS_DIR="${SCRIPT_DIR}/tasks/owui-api-docs/phases"
+TARGET_CWD="/Users/fujie/app/python/oui/open-webui"   # source repo to scan
+RUNNER="${SCRIPT_DIR}/auto_programming_task.py"
+PYTHON="${PYTHON:-python3}"
+
+# ── Arguments ────────────────────────────────────────────────────────────────
+START_PHASE=1
+ONLY_PHASE=""
+
+while [[ $# -gt 0 ]]; do
+  case "$1" in
+    --start-phase)
+      START_PHASE="$2"; shift 2 ;;
+    --only-phase)
+      ONLY_PHASE="$2"; shift 2 ;;
+    *)
+      echo "Unknown argument: $1" >&2; exit 1 ;;
+  esac
+done
+
+# ── Phase definitions ─────────────────────────────────────────────────────────
+declare -a PHASE_FILES=(
+  "01_route_index.txt"
+  "02_auth_users_groups_models.txt"
+  "03_chats_channels_memories_notes.txt"
+  "04_files_folders_knowledge_retrieval.txt"
+  "05_ollama_openai_audio_images.txt"
+  "06_tools_functions_pipelines_skills_tasks.txt"
+  "07_configs_prompts_evaluations_analytics_scim_utils.txt"
+  "08_consolidation_index.txt"
+)
+
+declare -a PHASE_LABELS=(
+  "Route Index (master table)"
+  "Auth / Users / Groups / Models"
+  "Chats / Channels / Memories / Notes"
+  "Files / Folders / Knowledge / Retrieval"
+  "Ollama / OpenAI / Audio / Images"
+  "Tools / Functions / Pipelines / Skills / Tasks"
+  "Configs / Prompts / Evaluations / Analytics / SCIM / Utils"
+  "Consolidation — README + JSON"
+)
+
+# ── Pre-flight checks ─────────────────────────────────────────────────────────
+echo "============================================================"
+echo " OpenWebUI API Docs — Phase Runner"
+echo "============================================================"
+echo "  Source (--cwd): ${TARGET_CWD}"
+echo "  Task files:     ${TASKS_DIR}"
+echo "  Runner:         ${RUNNER}"
+echo ""
+
+if [[ ! -d "${TARGET_CWD}" ]]; then
+  echo "ERROR: Target source directory not found: ${TARGET_CWD}" >&2
+  exit 1
+fi
+
+if [[ ! -f "${RUNNER}" ]]; then
+  echo "ERROR: Runner script not found: ${RUNNER}" >&2
+  exit 1
+fi
+
+# ── Run phases ────────────────────────────────────────────────────────────────
+TOTAL=${#PHASE_FILES[@]}
+PASSED=0
+FAILED=0
+
+for i in "${!PHASE_FILES[@]}"; do
+  PHASE_NUM=$((i + 1))
+  TASK_FILE="${TASKS_DIR}/${PHASE_FILES[$i]}"
+  LABEL="${PHASE_LABELS[$i]}"
+
+  # --only-phase filter
+  if [[ -n "${ONLY_PHASE}" && "${PHASE_NUM}" != "${ONLY_PHASE}" ]]; then
+    echo "  [SKIP] Phase ${PHASE_NUM}: ${LABEL}"
+    continue
+  fi
+
+  # --start-phase filter
+  if [[ "${PHASE_NUM}" -lt "${START_PHASE}" ]]; then
+    echo "  [SKIP] Phase ${PHASE_NUM}: ${LABEL} (before start phase)"
+    continue
+  fi
+
+  if [[ ! -f "${TASK_FILE}" ]]; then
+    echo "  [ERROR] Task file not found: ${TASK_FILE}" >&2
+    FAILED=$((FAILED + 1))
+    break
+  fi
+
+  echo ""
+  echo "──────────────────────────────────────────────────────────"
+  echo "  Phase ${PHASE_NUM}/${TOTAL}: ${LABEL}"
+  echo "  Task file: ${PHASE_FILES[$i]}"
+  echo "──────────────────────────────────────────────────────────"
+
+  if "${PYTHON}" "${RUNNER}" \
+      --task-file "${TASK_FILE}" \
+      --cwd "${TARGET_CWD}" \
+      --model "claude-sonnet-4.6" \
+      --reasoning-effort high \
+      --no-plan-first; then
+    echo "  ✓ Phase ${PHASE_NUM} completed successfully."
+    PASSED=$((PASSED + 1))
+  else
+    EXIT_CODE=$?
+    echo ""
+    echo "  ✗ Phase ${PHASE_NUM} FAILED (exit code: ${EXIT_CODE})." >&2
+    echo "  Fix the issue and re-run with: --start-phase ${PHASE_NUM}" >&2
+    FAILED=$((FAILED + 1))
+    exit "${EXIT_CODE}"
+  fi
+done
+
+# ── Summary ──────────────────────────────────────────────────────────────────
+echo ""
+echo "============================================================"
+echo " Run complete: ${PASSED} passed, ${FAILED} failed"
+echo " Output: ${TARGET_CWD}/api_docs/"
+echo "============================================================"

plugins/debug/copilot-sdk/tasks/owui-api-docs/phases/00_run_order.md

@@ -0,0 +1,74 @@
+# OpenWebUI API Documentation — Phase Run Order
+
+## Overview
+
+This task set reads the OpenWebUI backend source code and generates a complete
+API reference in `api_docs/` inside the open-webui repository.
+
+**Source repo:** `/Users/fujie/app/python/oui/open-webui`  
+**Output directory:** `/Users/fujie/app/python/oui/open-webui/api_docs/`  
+**Task files dir:** `plugins/debug/copilot-sdk/tasks/owui-api-docs/phases/`
+
+---
+
+## Phase Execution Order
+
+Run phases sequentially. Each phase depends on the previous.
+
+| Order | Task File | Coverage | ~Lines Read |
+|-------|-----------|----------|-------------|
+| 1 | `01_route_index.txt` | main.py + all 26 router files → master route table | ~15,000 |
+| 2 | `02_auth_users_groups_models.txt` | auths, users, groups, models | ~4,600 |
+| 3 | `03_chats_channels_memories_notes.txt` | chats, channels, memories, notes | ~5,500 |
+| 4 | `04_files_folders_knowledge_retrieval.txt` | files, folders, knowledge, retrieval | ~5,200 |
+| 5 | `05_ollama_openai_audio_images.txt` | ollama, openai, audio, images | ~6,900 |
+| 6 | `06_tools_functions_pipelines_skills_tasks.txt` | tools, functions, pipelines, skills, tasks | ~3,200 |
+| 7 | `07_configs_prompts_evaluations_analytics_scim_utils.txt` | configs, prompts, evaluations, analytics, scim, utils | ~3,400 |
+| 8 | `08_consolidation_index.txt` | Consolidates all outputs → README.md + JSON | (reads generated files) |
+
+---
+
+## Output Files (after all phases complete)
+
+```
+open-webui/api_docs/
+├── README.md               ← Master index + quick reference
+├── 00_route_index.md       ← Complete route table (200+ endpoints)
+├── 02_auths.md
+├── 02_users.md
+├── 02_groups.md
+├── 02_models.md
+├── 03_chats.md
+├── 03_channels.md
+├── 03_memories.md
+├── 03_notes.md
+├── 04_files.md
+├── 04_folders.md
+├── 04_knowledge.md
+├── 04_retrieval.md
+├── 05_ollama.md
+├── 05_openai.md
+├── 05_audio.md
+├── 05_images.md
+├── 06_tools.md
+├── 06_functions.md
+├── 06_pipelines.md
+├── 06_skills.md
+├── 06_tasks.md
+├── 07_configs.md
+├── 07_prompts.md
+├── 07_evaluations.md
+├── 07_analytics.md
+├── 07_scim.md
+├── 07_utils.md
+└── openwebui_api.json      ← Machine-readable summary (all routes)
+```
+
+---
+
+## Notes
+
+- Each phase uses `--no-plan-first` (detailed instructions already provided).
+- Working directory for all phases: `/Users/fujie/app/python/oui/open-webui`
+- The one-click runner: `run_owui_api_docs_phases.sh`
+- If a phase fails, fix the issue and re-run that single phase before continuing.

plugins/debug/copilot-sdk/tasks/owui-api-docs/phases/01_route_index.txt

@@ -0,0 +1,41 @@
+Phase 1 Mission:
+Scan the entire OpenWebUI backend source and produce a master route index table.
+
+Source root: backend/open_webui/
+Target output directory: api_docs/
+
+Constraints:
+- Read-only on ALL files EXCEPT under api_docs/ (create it if missing).
+- Do NOT generate per-endpoint detail yet — only the master table.
+- Cover every router file in backend/open_webui/routers/.
+- Also read backend/open_webui/main.py to capture route prefixes (app.include_router calls).
+
+Deliverables:
+1) Create directory: api_docs/
+2) Create file: api_docs/00_route_index.md
+
+Content of 00_route_index.md must contain:
+- A table with columns: Module | HTTP Method | Path | Handler Function | Auth Required | Brief Description
+- One row per route decorator found in every router file.
+- "Auth Required" = YES if the route depends on get_verified_user / get_admin_user / similar dependency, NO otherwise.
+- "Brief Description" = first sentence of the handler's docstring, or empty string if none.
+- Group rows by Module (router file name without .py).
+- At the top: a summary section listing total_route_count and module_count.
+
+Process:
+1. Read main.py — extract all app.include_router() calls, note prefix and tags per router.
+2. For each router file in backend/open_webui/routers/, read it fully.
+3. Find every @router.get/@router.post/@router.put/@router.delete/@router.patch decorator.
+4. For each decorator: record path, method, function name, auth dependency, docstring.
+5. Write the combined table to api_docs/00_route_index.md.
+
+Exit Criteria:
+- api_docs/00_route_index.md exists.
+- Table contains at least 100 rows (the codebase has 200+ routes).
+- No placeholder or TBD.
+- Total route count printed at the top.
+
+Final output format:
+- List of files created/updated.
+- Total routes found.
+- Any router files that could not be parsed and why.

plugins/debug/copilot-sdk/tasks/owui-api-docs/phases/02_auth_users_groups_models.txt

@@ -0,0 +1,82 @@
+Phase 2 Mission:
+Generate detailed API reference documentation for authentication, users, groups, and models endpoints.
+
+Prerequisites:
+- api_docs/00_route_index.md must already exist (from Phase 1).
+
+Source files to read (fully):
+- backend/open_webui/routers/auths.py
+- backend/open_webui/routers/users.py
+- backend/open_webui/routers/groups.py
+- backend/open_webui/routers/models.py
+- backend/open_webui/models/auths.py        (Pydantic models)
+- backend/open_webui/models/users.py
+- backend/open_webui/models/groups.py (if exists)
+- backend/open_webui/models/models.py
+
+Output files to create under api_docs/:
+- 02_auths.md
+- 02_users.md
+- 02_groups.md
+- 02_models.md
+
+Per-endpoint format (use this EXACTLY for every endpoint in each file):
+
+---
+
+### {HTTP_METHOD} {full_path}
+
+**Summary:** One sentence description.
+
+**Auth:** Admin only | Verified user | Public
+
+**Request**
+
+| Location | Field | Type | Required | Description |
+|----------|-------|------|----------|-------------|
+| Header   | Authorization | Bearer token | Yes | JWT token |
+| Body | field_name | type | Yes/No | description |
+| Query | param_name | type | No | description |
+| Path | param_name | type | Yes | description |
+
+*If no request body/params, write: "No additional parameters."*
+
+**Response `200`**
+
+```json
+{
+  "example_field": "example_value"
+}
+```
+
+| Field | Type | Description |
+|-------|------|-------------|
+| field_name | type | description |
+
+**Error Responses**
+
+| Status | Meaning |
+|--------|---------|
+| 400 | Bad request / validation error |
+| 401 | Not authenticated |
+| 403 | Insufficient permissions |
+| 404 | Resource not found |
+
+---
+
+Instructions:
+1. Read each router file fully to understand every route.
+2. Trace Pydantic model definitions from the corresponding models/ file.
+3. Fill in every field from actual code — no guessing.
+4. If a field is Optional with a default, mark Required = No.
+5. For auth: check FastAPI dependency injection (Depends(get_verified_user) → "Verified user", Depends(get_admin_user) → "Admin only").
+6. List ALL endpoints in the router — do not skip any.
+
+Exit Criteria:
+- 4 output files created.
+- Every route from 00_route_index.md for these modules is covered.
+- No placeholder or TBD.
+
+Final output format:
+- List of files created.
+- Count of endpoints documented per file.

plugins/debug/copilot-sdk/tasks/owui-api-docs/phases/03_chats_channels_memories_notes.txt

@@ -0,0 +1,87 @@
+Phase 3 Mission:
+Generate detailed API reference documentation for chat, channels, memories, and notes endpoints.
+
+Prerequisites:
+- api_docs/00_route_index.md must already exist (from Phase 1).
+
+Source files to read (fully):
+- backend/open_webui/routers/chats.py
+- backend/open_webui/routers/channels.py
+- backend/open_webui/routers/memories.py
+- backend/open_webui/routers/notes.py
+- backend/open_webui/models/chats.py        (Pydantic models)
+- backend/open_webui/models/channels.py
+- backend/open_webui/models/memories.py
+- backend/open_webui/models/notes.py (if exists)
+- backend/open_webui/models/messages.py (shared message models)
+
+Output files to create under api_docs/:
+- 03_chats.md
+- 03_channels.md
+- 03_memories.md
+- 03_notes.md
+
+Per-endpoint format:
+
+---
+
+### {HTTP_METHOD} {full_path}
+
+**Summary:** One sentence description.
+
+**Auth:** Admin only | Verified user | Public
+
+**Request**
+
+| Location | Field | Type | Required | Description |
+|----------|-------|------|----------|-------------|
+| Body | field_name | type | Yes/No | description |
+
+*If no parameters, write: "No additional parameters."*
+
+**Response `200`**
+
+```json
+{
+  "example_field": "example_value"
+}
+```
+
+| Field | Type | Description |
+|-------|------|-------------|
+| field_name | type | description |
+
+**Error Responses**
+
+| Status | Meaning |
+|--------|---------|
+| 401 | Not authenticated |
+| 403 | Insufficient permissions |
+| 404 | Resource not found |
+
+---
+
+Special notes for this phase:
+- chats.py is 1527 lines with ~40 routes — document ALL of them.
+- channels.py is 2133 lines — document ALL routes; note WebSocket upgrade endpoints separately.
+- For WebSocket endpoints: note the protocol (ws://) and describe events/message payload format.
+- Pay special attention to chat history structure: messages array, history.messages dict.
+- Note pagination parameters (skip, limit, page) where applicable.
+
+Instructions:
+1. Read each router file fully.
+2. Trace Pydantic model definitions from the corresponding models/ file.
+3. For complex response types (list of chats, paginated results), show the wrapper structure.
+4. If a route modifies chat history, document the exact history object shape.
+5. List ALL endpoints — do not skip paginated variants.
+
+Exit Criteria:
+- 4 output files created.
+- Every route from 00_route_index.md for these modules is covered.
+- WebSocket endpoints documented with payload shape.
+- No placeholder or TBD.
+
+Final output format:
+- List of files created.
+- Count of endpoints documented per file.
+- Note any complex schemas that required deep tracing.