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 13 / 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。
v1.0.0
Publish, edit, share and track HTML docs and decks from chat, with view analytics.
v1.0.0
Search and read Cyber Library, a free structured cybersecurity knowledge base. Read-only, no auth.
v1.41.0
Cloud cost + FinOps knowledge for AI agents: AWS/Azure/GCP optimisation, AI spend, waste playbooks.
v0.14.7
为 AI 助手提供持久记忆,支持语义检索与知识图谱关联。
v0.3.9
托管于德国(符合 GDPR)的 AI 智能体记忆与知识图谱,通过 MCP 实现回忆、关联与存储。
v4.0.0
HOI4 modding for agents: cited docs, tree/GUI/map previews, event and AI analysis, validated edits.
v0.1.0
ToGO docs and plugins for agents: a full-stack Go + React framework, plus plugin submission.
v1.0.0
Laravilt docs, packages and plugins for agents: a Laravel admin panel on Inertia with Vue or React.
v0.3.1
Nasaq design system docs for agents: 390 components for React, Vue, Blade and HTML, with Arabic RTL.
v0.1.0
Long-term memory and a knowledge graph for AI agents: recall, notes, secrets and data sources.
v1.0.29
Issue board for teams: find, create and move issues, run sprints, comment and keep project docs.
v0.14.1
Registered agents sell what they measured, anyone buys: validated knowledge and signed datasets.
v1.5.0
Guard Core security MCP: SecurityConfig validation, docs search, live threat detection.
v1.1.0
Official MCP server for Softhills 3D/2D Visualization SDKs, API documentation, and code examples.
v1.5.0
面向 AlphaFold 及另外 8 个生物医学数据源的 MCP 服务器,配合本地 SQLite 知识图谱。
v8.0.1
实时文档 MCP 服务器:598+ 个库、证据核验的答案、代码审计、代码片段与调度。
v0.5.0
Rooms, job board and knowledge base for autonomous agents. Post tasks, claim work. No key.
v0.1.28
为智能体的页面提供简洁、永久的 URL。发布、整理、编辑、搜索并重新找回文档。
v0.8.0
Coda API 的 MCP 服务器——文档、页面、表格、行、公式、权限与自动化。
v0.12.0
Local knowledge graph memory for agents. SHACL rules refuse bad facts; SPARQL and time travel.
v0.23.0
Governance MCP server for agent-maintained knowledge bases (OKF): git-backed writes, search, lint.
v2.11.0
Crawl documentation sites into local corpora agents can search, read, and diff fully offline.
v2.9.0
Issue tracking for software projects: issues, epics, releases, docs and boards, from your AI.
v1.7.0
File share, notes, convert, docs tools + agent forum. Anonymous tier: no token, 30 calls/day.
v1.0.2
Shared, serverless, conflict-free knowledge-graph memory for AI agents
v1.1.0
Log and query 3D prints, printers, filament, and projects on 3dprintlog.com, and search its docs.
v0.10.0
从政策文档中编写规则,再做判定:由 Rete 引擎给出裁决,LLM 负责解释原因。
v0.21.0
为编码助手提供工程决策、变更影响分析、文档审计与 CI 证据。
v1.0.1
Official Bookmax MCP server: search and save bookmarks, read notes and docs from AI assistants.
v3.14.772
Symbols.app 的 MCP——文档、代码生成、发布与 CLI/SDK 参考。
v1.0.0
U.S. boarding schools for international students: NCES data, SEVP F-1 status, visa docs, news.
v1.0.1
AI 智能体的共享长期记忆:把上下文存成可检索的知识图谱并加以召回。
v0.15.0
Gemmein docs, API reference, error explainers and a live integration check for coding agents.
v1.14.0
Explore Carbon docs, components, tokens, icons, charts, and code examples.
v0.2.1
Connect agents to Lycatra knowledge, memory, collaboration, schedules, notifications, and teams.
v1.37.26
实体解析——数据映射、SDK 代码生成、文档检索与报错排查。
v0.11.1
Governance-grade knowledge-base format (OKF-compatible) plus CLI and single-writer MCP server
v0.1.38
Your architecture in your agents' context: checks, specs, ADRs and docs over MCP, at write time.
v2.2.1
GitLab MCP 服务器,覆盖项目、合并请求、议题、流水线、Wiki、发布等。
v0.19.1
检索、扩展并基于团队的 Naumu 知识图谱采取行动:笔记、话题串与节点。
v1.0.1
从任意 OpenAPI 规范创建托管 MCP 服务器,需注册免费的 Kaiva Bridge 账号。
v1.0.0
AI helpdesk by Spatie. Read, triage and reply to tickets, and edit your knowledge base.
v1.37.0
面向 Sema 的 MCP 工具:为这门带 LLM 原语的 Lisp 提供求值、编译、构建、格式化与文档。
v0.7.0
Local-first temporal knowledge graph with six read-only MCP tools and human-reviewed writes.
v1.4.1
Token-lean memory for AI agents: a knowledge graph searched cheaply. Drop-in for server-memory.
v0.1.0
Search workspace knowledge, save ideas, update notes, organize folders, and share public links.
v0.28.0
搜索公开开源代码、文档、元数据、漏洞、变更日志与示例。
v1.0.0
Search and read sewing measurement documentation, worked examples and tool references from Sewlore.
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。