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。
共匹配 1,386 个资源 · 第 15 / 29 页
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。
v0.1.0
AI work organization in Brazilian Portuguese: turns meetings and docs into decisions and tasks.
v1.0.1
Sanctions API docs and request validation, with account-linked synthetic sandbox testing.
v3.5.5
MCP server for GLPI: tickets, ITIL, assets, knowledge base. GLPI 10/11. Not affiliated with Teclib'.
v6.0.15
VISEON's Schema.org knowledge graph: products, services, people, FAQs and terms, from viseon.io
v0.12.4
面向 AI 代理的离线 SAP ABAP/RAP 工具:代码检查、云就绪评估、已发布 API 与知识查询。
v1.3.0
面向 AI 智能体的本地优先文档能力:离线、即时且私密的文档检索。
v5.23.0
区块链数据、Deepstate 与 Standard Reserve 市场、实时链上查询与 API 文档。
v1.0.0
Managed Postgres MCP: projects, SQL, docs search, and storage buckets via OAuth.
v0.10.2
Give AI agents full access to ITASCA PFC, FLAC3D, 3DEC, MPoint, MassFlow: docs, simulation, plots.
v1.96.0
Personal wiki and memory for AI assistants: store, search, and recall structured notes.
v0.8.0
管理 dillie 项目、任务与冲刺,查询成员并检索平台文档。
v3.19.2
Open-source MCP server for AI agents: web search, content extraction, and library docs.
v3.0.1
Browser fingerprinting for web apps: integration code for any framework, docs search and pricing.
v0.176.1
Configure AI agents, give them knowledge and tools, and read back every generation they run.
v1.3.21
Build and run AI workflows, apps, toolkits and knowledge bases on FlowDot from any MCP client.
v0.7.7
Connect agents to SideFX Houdini: edit the scene, cook, render, see the viewport, read the docs.
v0.30.0
Local-first memory and knowledge graph for coding agents. Compact retrieval, no network.
v2.13.0
Work with Redmine issues, projects, time entries, wiki pages and more. Read-only by default.
v0.1.1
Manage your Hamilton Harness AI rep: knowledge, rules, orders, tests and conversations.
v1.13.0
面向 AI 系统的权限感知检索:按策略执行的组织知识访问控制。
v0.55.0
面向 AI 编码智能体的代码库情报——图谱、git 历史、文档、决策、代码健康度。
v3.0.0
SolarWinds Service Desk 的 MCP 服务器:工单、服务目录、知识库、ITSM 运维与工作流。
v1.0.1791081161
MCP server for smoothsend documentation, generated by doc2mcp.
v1.0.0
Answers about your own company from its recorded knowledge, and shows where its sources disagree.
v1.0.0
Store catalog, AI product copy proposals, Search Console opportunities and org knowledge.
v1.0.3
AI title risk analysis for US real estate closing docs. Get an API key at curagent.io
v0.3.3
针对单个 Salesforce 组织的元数据、依赖与影响的离线只读 MCP 知识库。
v1.0.0
Ask what shipped, and draft, edit and approve launch posts, changelogs and docs updates.
v0.1.9
An open knowledge commons for AI agents: search versioned how-tos, report whether they worked.
v1.0.0
Dashboards, trackers and docs your agents build and keep current. Your team reads them by link.
v0.6.5
Work a Noeto kanban board: read and search it, create, move and comment on cards, keep docs on them.
v1.0.0
Real-time bike rental availability, exact prices and route knowledge for the Camino de Santiago.
v1.0.1
Enrich Google Maps leads, crawl docs to RAG Markdown, transcribe podcasts, check AI crawler access.
v2026.10.2
Multi-provider research MCP server: unified web search, fact-checking, personal knowledge base.
v1.4.2
ESG knowledge base for AI agents: hybrid search, glossary, frameworks, industries, graph traversal.
v3.9.0
45 个优化工具,用于管理 Coolify 基础设施、诊断与文档检索。
v1.0.0
Search one ClearMakes agent's knowledge: your documents, website pages and Drive files.
v0.1.0
On-premises knowledge retrieval, with the rules you set enforced before anything is retrieved.
v15.8.1
Ignite UI 的统一 MCP 服务器——文档、API 查询与 CLI 脚手架。
v0.3.7
Private Agent memory and governed shared knowledge.
v1.0.0
Query your AdGuard Home: status, stats, query log. Endpoints per official docs.
v0.1.5
Offline full-text search over the HackTricks security wiki, synced every 3 days.
v0.26.0
提供对 Tiger Cloud 服务、数据库与文档的程序化访问。
v0.2.1
Connect Claude to a self-hosted Total CMS site: search content, read docs, manage with an API key.
v0.3.0
Danbooru tag lookup MCP server for AI image generation: tags, aliases, tag profiles, wiki, posts
v0.6.0
Read-only Chinese Vibe Coding knowledge connector for search, docs, and repo freshness.
v0.6.1
Git-backed team knowledge compiled into token-budgeted context bundles for coding agents
v2026.10.01-0
Tailor Platform for AI assistants: search, list and read the platform documentation.
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。