Context7
基于Upstash的向量搜索和上下文管理MCP服务
Use cases/AI knowledge base
Ground AI with up-to-date library docs and wikis—fewer hallucinations when coding.
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Knowledge-base MCPs fix the model's biggest weaknesses—stale knowledge and hallucinations. Context7 fetches versioned official docs and code examples on demand; DeepWiki compiles any GitHub repo into a queryable wiki; vector-store and knowledge-graph servers ground agents in your own content.
Typical coding loop: ask 'What is fetch caching in Next.js 15?' inside Cursor → Context7 returns docs for that exact version → generated code stops using outdated APIs. Especially valuable during major upgrades and framework evaluation.
Before wiring in an internal wiki, scope access: give the agent a read-only, space-permissioned retrieval path instead of indexing every confidential doc, and mind licensing when exposing external content.
v1.0.0
Notion API for creating and managing pages, databases, and blocks.
连接Notion的MCP服务器,支持页面管理和数据操作
v2.0.0
Safe Notion API access for pages, databases, and blocks: schema diffs before structural changes, append-first writes, and personal/work profile switching. Needs only curl, no CLI to install. Use this whenever the user mentions Notion, asks to log or file something into their workspace, query a Notio
v1.2.4
Notion API integration with managed OAuth. Query databases, search pages, and read workspace content. Write operations require explicit user confirmation of the target resource and connection. Use this skill when users want to interact with Notion workspaces, databases, or pages. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway). Calls run through the `maton` CLI with OAuth login, or over raw HTTP with a Maton API key where the CLI cannot be installed. Every call is authenticated as the user's connection and reaches only what that connection's authorization allows, which the provider enforces on every request; the endpoints documented here are the ones this skill uses, and any other endpoint of this app needs the user to ask for it by name. Default to read and list calls, and confirm every write or new connection with the user. This file also documents the three constructs that turn a Notion connection into automation, in the order they are used: the connection (t
v1.0.0
Query the DeepWiki MCP server for GitHub repository documentation, wiki structure, and AI-powered questions.
v0.1.1
Search pages and databases, update content, and manage Notion workspace data from chat.
v1.2.0
LLM-maintained personal knowledge base. Compile raw sources into a structured markdown wiki, auto-lint for consistency, serve as a browsable website.
Fetch up-to-date, version-specific documentation and code examples directly into your prompts. Enhance your coding experience by eliminating outdated information and hallucinated APIs. Simply add `use context7` to your questions for accurate and relevant answers.
v1.0.0
Technical documentation patterns, structure, maintenance, and avoiding common documentation failures.
Search across your Notion workspace and connected sources to quickly find pages, databases, and users. View full page and database details for deeper context. Create and update pages, manage databases, move or duplicate content, and add comments to keep work organized.
Explore GitHub repository documentation by topic to quickly understand any project. Open pages on demand and ask questions to get concise answers. Find what you need faster across complex wikis.
v0.1.1
Evidence-graded, task-level record of how AI and automation change jobs and degrees. Read-only.
v4.1.1
Up-to-date code docs for any prompt
v1.0.0
Search and read Empryo's documentation. Read-only, no auth, no local access.
v1.0.0
Search and fetch AgendaForge public documentation and marketing content. No authentication needed.
v1.1.1
A wiki about your life that writes itself. Save from any AI chat, recall it in the next.
v1.0.0
Political Comms documentation MCP server: search docs, query the docs filesystem. No auth.
v1.0.0
Search and query nTop's knowledge base and engineering guides from AI applications.
v1.0.0
Search and read the Free Battery Factory docs (LiteShip, batpak) as live MCP tools.
v0.1.1
Search how-to docs for Merchinary's Shopify Bulk Product Editor and Image Editor apps.
v1.0.2
Create, update, and manage pages, databases, and workspace users
v1.0.0
Stimulsoft Reports & Dashboards docs MCP server. Semantic search for all platforms.
v1.1.0
Knowledge Base von designare.at – Michael Kanda, Web & KI aus Wien. Semantische Suche über RAG.
v1.0.2
JSDoc, README, changelog generation for AI agents
v1.0.0
An MCP server for docs.continue.dev
Notion API + ntn CLI: pages, databases, markdown, Workers.
Notion CLI/API for pages, Markdown content, data sources, files, comments, search, Workers, and raw API calls.
中文文档排版参考——中英文空格、全半角标点、术语保留、链接格式、中文文案排版指北约定。仅在用户显式 /chinese-documentation 时调用,不要根据上下文自动触发。
飞书的MCP服务器,支持文档管理等功能
v1.2.2
Clawdbot documentation expert with decision tree navigation, search scripts, doc fetching, version tracking, and config snippets for all Clawdbot features
v1.0.0
Performs web searches using DuckDuckGo to retrieve real-time information from the internet. Use when the user needs to search for current events, documentation, tutorials, or any information that requires web search capabilities.
v1.0.31
腾讯文档(docs.qq.com)-在线云文档平台,是创建、编辑、管理文档的首选 skill。涉及"新建/创建/编辑/读取/查看/搜索文档"、"保存文件"、"云文档"、"腾讯文档"、"docs.qq.com"等操作,请优先使用本 skill。
v1.0.0
📄 Feishu Doc Manager | 飞书文档管理器 Seamlessly publish Markdown content to Feishu Docs with automatic formatting. Solves key pain points: Markdown table conversion, permission management, batch writing. 将 Markdown 内容无缝发布到飞书文档,自动渲染格式。 解决核心痛点:Markdown 表格转换、权限管理、批量写入。
v1.0.3
Context7 MCP - Intelligent documentation search and context for any library
非官方的DeepWiki MCP服务器,通过MCP接收DeepWiki URL,爬取所有相关页面并转换为Markdown格式,可返回单个文档或按页面列表返回
Wikipedia MCP服务器,提供与维基百科API的交互能力,包括文章搜索、内容获取、历史事件查询、图片检索等功能
v1.2.4
Google Docs API integration with managed OAuth. Create documents, insert text, apply formatting, and manage content. Use this skill when users want to interact with Google Docs. For other third party apps, use the api-gateway skill (https://clawhub.ai/byungkyu/api-gateway). Calls run through the `maton` CLI with OAuth login, or over raw HTTP with a Maton API key where the CLI cannot be installed. Every call is authenticated as the user's connection and reaches only what that connection's authorization allows, which the provider enforces on every request; the endpoints documented here are the ones this skill uses, and any other endpoint of this app needs the user to ask for it by name. Default to read and list calls, and confirm every write or new connection with the user. This file also documents the three constructs that turn a Google Docs connection into automation, in the order they are used: the connection (the first step), a hosted function that runs a Google Docs action through the Maton SDK, and a trig
v0.1.0
Complete Supabase platform documentation. Use when working with Supabase - covers authentication (email, OAuth, magic links, phone, SSO), database (PostgreSQL, RLS, migrations), storage (file uploads, CDN), edge functions, realtime subscriptions, AI/embeddings, cron jobs, queues, and platform management. Includes framework integrations (Next.js, React, SvelteKit, etc.).
v0.1.4
Personal knowledge base powered by Ensue for capturing and retrieving understanding. Use when user wants to save knowledge, recall what they know, manage their toolbox, or build on past learnings. Triggers on "save this", "remember", "what do I know about", "add to toolbox", "my notes on", "store this concept".
v1.0.0
Maintain Clawdbot's compounding knowledge graph under life/areas/** by adding/superseding atomic facts (items.json), regenerating entity summaries (summary.md), and keeping IDs consistent. Use when you need deterministic updates to the knowledge graph rather than manual JSON edits.
v16.1.6
Complete Next.js 16 documentation in markdown format. Use when working with Next.js projects, building React applications, configuring routing, data fetching, rendering strategies, deployment, or migrating from other frameworks. Covers App Router, Pages Router, API routes, server components, server actions, caching, and all Next.js features.
v1.0.0
飞书知识库 Skill。创建知识空间、创建 Wiki 页面节点。当需要在飞书知识库中组织和沉淀文档时使用此 Skill。
v1.1.0
Generic Notion API CLI (Node) for search, querying data sources (databases), and creating pages. Configure with NOTION_KEY (or ~/.config/notion/api_key).
v1.0.5
Google Docs API integration with managed OAuth. Search, read, create, and update Google Docs documents.
v0.0.1
Notion CLI for creating and managing pages, databases, and blocks.
A fully managed remote MCP server that provides up-to-date documentation, code samples, knowledge about the regional availability of AWS APIs and CloudFormation resources, and other official AWS content.
v2.2.0
Smart ClawdBot documentation access with local search index, cached snippets, and on-demand fetch. Token-efficient and freshness-aware.
Context7 resolves library + version to precise doc chunks structured for the model—no scraping, tighter context. Plain search still suits open-ended research.
Three common paths: a vector-store MCP (Qdrant / Chroma / pgvector) for semantic retrieval, official Notion / Confluence MCPs, or a self-hosted RAG service wrapped as MCP—pick by sensitivity.
One extra tool round-trip (typically a few hundred ms) in exchange for far fewer wrong-code retries. Keep snippets small and mount only needed corpora.