Smart Summary — Yuque Document & Knowledge Base Summarization

Generate summaries at different granularity levels for any Yuque document or entire knowledge base. Supports one-liner, key points extraction, and detailed summary modes.

When to Use

User wants a quick summary of a Yuque document or knowledge base
User says "帮我总结一下这篇文档", "summarize this doc", "这个知识库讲了什么"
User shares a Yuque document link and asks for a summary
User wants to quickly understand the content of a repo without reading everything

Required MCP Tools

All tools are from the yuque-mcp server:

yuque_get_doc — Read full document content by slug/id
yuque_get_repo — Get knowledge base metadata
yuque_list_docs — List all documents in a knowledge base
yuque_get_toc — Get the table of contents of a knowledge base

Workflow

Step 1: Identify the Target

Determine what the user wants summarized:

Case A — Single Document: The user provides a document link or specifies a document by name. Extract repo_id (namespace) and doc_id (slug) from the link.

Yuque doc URL pattern: https://www.yuque.com/{namespace}/{slug}

Case B — Entire Knowledge Base: The user provides a knowledge base link or name. Extract repo_id (namespace).

Yuque repo URL pattern: https://www.yuque.com/{namespace}

If the user's input is ambiguous, ask: "你想总结单篇文档还是整个知识库？"

Step 2: Determine Summary Granularity

Check if the user specified a granularity level. If not, default to key points.

Level	Trigger Phrases	Output
one-liner (一句话摘要)	"一句话总结", "简单说说", "TL;DR"	1 sentence, ≤50 words
key-points (要点提取)	"要点", "关键点", "summarize" (default)	5-10 bullet points
detailed (详细摘要)	"详细总结", "完整摘要", "deep summary"	Structured multi-section summary

Step 3: Fetch Content

For a single document:

Tool: yuque_get_doc
Parameters:
  repo_id: "<namespace>"
  doc_id: "<slug>"

For an entire knowledge base:

First, get the TOC to understand the structure:

Tool: yuque_get_toc
Parameters:
  repo_id: "<namespace>"

Then list all documents:

Tool: yuque_list_docs
Parameters:
  repo_id: "<namespace>"

For knowledge base summaries, read up to 10 key documents (prioritize by TOC order and recent updates). Do NOT try to read every document in a large repo.

Tool: yuque_get_doc
Parameters:
  repo_id: "<namespace>"
  doc_id: "<slug>"

If yuque_get_doc returns a 404, skip the document and note it may have been deleted. If yuque_get_doc returns a 403, note the user may lack permission.

Step 4: Generate Summary

One-liner format:

📝 **一句话摘要**：[一句话概括文档/知识库的核心内容]

Key-points format:

## 📋 要点摘要

**文档**：[文档标题](文档链接)
**知识库**：[知识库名称]
**更新时间**：YYYY-MM-DD

### 核心要点

1. **[要点标题]**：[简要说明，1-2 句话]
2. **[要点标题]**：[简要说明，1-2 句话]
3. **[要点标题]**：[简要说明，1-2 句话]
...

### 一句话总结

[用一句话概括全文核心观点]

Detailed format:

## 📖 详细摘要

**文档**：[文档标题](文档链接)
**知识库**：[知识库名称]
**更新时间**：YYYY-MM-DD
**字数**：约 X 字

### 背景与目的

[文档的背景、写作目的，2-3 句话]

### 主要内容

#### [章节 1 标题]
[该章节的核心内容摘要]

#### [章节 2 标题]
[该章节的核心内容摘要]

...

### 核心结论

- [结论 1]
- [结论 2]
- [结论 3]

### 一句话总结

[用一句话概括全文]

For knowledge base summaries, use this format:

## 📚 知识库摘要

**知识库**：[知识库名称](知识库链接)
**文档数量**：X 篇
**最近更新**：YYYY-MM-DD

### 知识库概览

[2-3 句话描述这个知识库的主题和用途]

### 内容结构

1. **[分类/目录 1]**（X 篇）：[简要描述]
2. **[分类/目录 2]**（X 篇）：[简要描述]
...

### 重点文档

1. [文档标题](链接) — [一句话描述]
2. [文档标题](链接) — [一句话描述]
3. [文档标题](链接) — [一句话描述]

Guidelines

Always answer in the same language the user used (Chinese or English)
For knowledge base summaries, focus on structure and key documents rather than trying to summarize every single doc
Preserve the original document's terminology and key concepts
If the document is very short (< 100 words), just present the content directly instead of summarizing
Never fabricate content not present in the original document
Include links back to the original document(s) so the user can read the full source
When summarizing a knowledge base, respect the TOC order as it reflects the author's intended structure

Error Handling

Situation	Action
Document not found (404)	Inform user the document may have been deleted or the link is incorrect
Permission denied (403)	Tell user they may lack permission to access this document
Knowledge base is empty	Inform user: "这个知识库目前没有文档"
Knowledge base has 50+ docs	Read only the top 10 by TOC order, note that summary covers key documents only
Document content is empty	Skip and note: "该文档内容为空"
API timeout	Retry once, then inform user of connectivity issue

smart-summary