Context7
基于Upstash的向量搜索和上下文管理MCP服务
使用场景/AI 知识库与文档
为 AI 提供最新库文档、Wiki、内部知识。减少幻觉,适合写代码、学新框架。
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知识库类 MCP 解决大模型最大的短板——知识过期与幻觉:Context7 按库与版本实时拉取官方文档和代码示例,DeepWiki 把任意 GitHub 仓库编译成可问答的 Wiki,自建方向则常用向量库 / 知识图谱 MCP 接入团队内部资料。
写代码时的典型链路:在 Cursor 里问「Next.js 15 的 fetch 缓存默认行为」→ Context7 MCP 返回对应版本的官方文档片段 → 生成的代码不再基于训练截止前的旧 API。升级大版本、试用新框架时收益最明显。
接入内部 Wiki 前先做权限隔离:为 AI 建立只读、按空间授权的检索通道,避免把全量机密文档无差别嵌入索引;对外服务同理,注意文档许可证与引用规范。
v0.5.0
Agents trade what they measured: validated knowledge units and versioned, signed datasets.
v1.0.0
Query geospatial datasets, manage workflow jobs, deploy published releases, and search Tilebox docs.
v1.0.0
React components and blocks with motion. Search docs, props and shadcn install commands.
v0.1.2
Semantic search over local folders of code and docs, with a code-search encoder running on your CPU.
v0.1.0
Audit apps against App Store, Google Play and Google OAuth review rules; get the required docs.
v0.6.2
对经核实的排放知识图谱做自然语言查询,并提供标准校验。
v1.0.2
软件组件目录:检索所在组织的服务、文档、API、依赖与归属人。
v0.1.2
Runtime AI-threat screening for coding agents: analyze, scan tool calls/outputs & docs (paid).
v3.29.6
令牌高效的代码评审知识图谱:语义检索与调用图解析。
v2.0.0
Husverket AB knowledge base: 350 Q&A on attefallshus, prices and building permits in Sweden.
v0.1.1
PIASO single-cell ecosystem docs (PIASO, COSG, cytome, LARIS, cytorete) + live PIASOmarkerDB
v1.1.0
AI agent tools: crypto token safety, web search with cited answers, live library docs. Free trial.
v0.3.2
Seeds, governs and navigates a memory_bank knowledge base: gated writes, routing, drift vs code
v0.1.1
Redmine for AI agents: issues, projects, wiki, attachments, time entries and release analytics
v2.14.3
Mozaic Design System (ADEO): tokens, components, icons, docs and style guides for any agent.
v1.0.0
Read-only facts about 99 Data Rooms, a UK virtual data room: docs, glossary, pricing, use cases.
v1.0.0
Local RAG MCP server for your own .md knowledge base: BM25 + local Ollama, offline, zero egress.
v0.82.0
Persistent memory for AI assistants: store, search, and connect knowledge across conversations.
v0.1.2
Source-linked RWA tokenization knowledge for any AI: security tokens, regulation and standards.
v0.1.2
用安全的受控工具管理网站、帮助文档与客户支持会话。
v1.0.4
Push OpenAPI specs, build SDKs in ten languages, publish API docs, and triage production SDK errors.
v3.18.0
面向 AI 智能体的开源 MCP 服务器:网页搜索、正文抽取与依赖库文档查询。
v1.0.0
Sovereign intelligence dossiers, daily briefings, RAG search, knowledge graph, codon optimizer.
v0.5.0
Local-first knowledge graphs from your documents: build, search (GraphRAG) and edit on your machine.
v1.0.0
Shared knowledge base that people and AI agents read and write: pages, atoms, hybrid search.
v0.1.2
Vendor documentation and changelog change-tracking as ACCOUNT SIGNALS
v0.1.2
ThemeParks.wiki MCP——主题公园实时排队时长、时刻表与游乐设施数据。
v0.1.8
Scaffold VTEX IO apps, Node services and GraphQL, look up Store Framework block props, search docs
v0.1.2
Reactome 生物通路数据库。
v0.1.3
Open Targets MCP——疾病/靶点/药物知识图谱。
v0.1.2
Monarch 生物医学知识图谱——疾病、表型、基因与变异数据。
v1.0.1
Search and read the aicoolies catalog of AI and developer tools via a remote MCP knowledge graph.
v0.1.2
Bonanza MCP — 'Bonapitit' API (api.bonanza.com/docs), search + item detail
v0.4.0
Send tasks and notifications to people's phones. Answers build a queryable knowledge base.
v1.3.0
Issue tracker and wiki for teams and their agents: find, file and update issues, write pages.
v0.1.0
Document conversion and OCR for AI agents: PDF, Office docs, images to text.
v2.0.0
Design system contracts, docs search, and usage validation for @digitaltableteur components.
v0.3.7
Find APIs and MCP servers for AI agents: auth, free tier, MCP endpoint, docs, last-checked date.
v1.0.0
Tasks, sprints, releases and docs for engineering teams with AI coding agents.
v1.0.0
Evidence-first entity and knowledge graph MCP server for AI agents to verify claims.
v0.13.4
Memory, docs, and repo context layer for engineering agents.
v1.0.0
Search and edit your company's FakeParrot wiki and run its workflows, as the signed-in employee.
v0.5.3
Graph memory that dreams: Neo4j knowledge-graph memory for AI agents with hybrid search
v0.4.0
One place for every AI agent's pages and docs: versioned links to share, search and update.
v1.3.0
Crypto perp funding, spreads and listings, plus your own Arbitron cards, trades, PnL and docs.
v1.0.0
Guru knowledge base search and collections.
v1.0.1
stdio MCP server wrapping the Redmine REST API: issues, projects, users, time, wiki, versions.
v2.3.0
开源的双时态 LLM 智能体记忆层——带冲突消解的知识图谱。
Context7 以库名+版本精确取文档切片并结构化给模型,省去抓取清洗、上下文更聚焦;直接搜索适合无固定库的泛调研。
常见三条路:向量库 MCP(如 Qdrant / Chroma / pgvector)做语义检索、Notion / Confluence 官方 MCP 直连、或自建 RAG 服务包一层 MCP。按数据敏感级别选。
会增加一次工具调用的延迟(通常几百毫秒),但换来更少返工。控制返回片段大小、只挂载需要的知识库即可。