AI 知识库 MCP（Context7 / 文档检索）

面向 AI 智能体的代码库知识图谱 — 支持 162 种语言、亚毫秒查询、少用 99% 的 token。

为 AI 智能体提供语义记忆：混合检索、知识图谱与记忆整合。

Cross-session memory and hybrid RAG over your notes and docs. Local-first, with cited answers.

MCP 指令索引服务器，支持搜索、增删改查、校验与跨仓库知识沉淀。

Official ImageKit developer server: search the docs and build transformation URLs. No sign-in.

Free CRE loan sizing, DSCR stress tests, payments, closing costs and cited lending knowledge.

Reliability intelligence: production incidents, risk register, controls catalog, knowledge graph.

面向 AI 智能体的零知识 MCP 密钥保险库：密钥在运行时注入，模型始终看不到明文。

AI 智能体的认知记忆，支持语义回忆、知识图谱与矛盾检测。

Securely query and analyze business data, dashboards, projections, alerts, and knowledge.

PIL: local-first knowledge base for your Instagram saved posts, with a read-only MCP server.

Find Power Apps PCF controls, read their docs, and validate pcfhub.json manifests.

Offline self-checking to reduce AI-style wording in source code and documentation.

The Matra rich text editor's documentation as an MCP server: every extension, command and API.

Search hub knowledge and memories, read saved context, and create or update hub content.

Decide whether an agent should reuse cached URL knowledge or fetch the resource again.

A living knowledge graph to read, think against, and leave a deposit in that outlives you.

Public Fabricate pricing and documentation tools.

为 AI 工作流提供持久化知识图谱与 MCP 服务器，并附带由 git 跟踪的项目上下文。

Files what you learn into a personal wiki and quizzes you before you forget it.

Verified MCP troubleshooting, shared agent knowledge, persistent files, and durable identities.

Read-only docs for the ADITUS event-technology APIs (ticketing, access, BI) and Shop Micro Frontend.

Team conventions, anti-patterns, and domain knowledge from .codehabits/ for AI coding agents.

Shared knowledge cache for AI coding agents — reuse an answer once it exists.

搭建并运行产品内 AI 助手：小部件、知识库、MCP 连接与用量统计。

经过验证、标注日期的事实知识库，收录你的 LLM 容易答错的内容。

零配置、可检索文档的 MCP 服务器，支持 SQLite 或 PostgreSQL。

提供架构洞察、安全分析与持续更新的文档，含 14 个 Mermaid 工具。

Local-first memory for AI coding agents: shell history with exit codes, git diffs, docs, MCP.

Aztra workspace: projects, issues, sprints, goals, wiki and time tracking.

面向代理的 Telegram 原生 CRM：联系人、商机、销售管道、营销活动、文档与报表。

Queryable UniFi API docs: endpoint search, schemas, code examples. No controller access.

Read-only visualization for Cortex memory, knowledge, sessions, traces, and codebase graphs.

以 DOCX 填充标准法律协议模板（NDA、SAFE、NVCA 文件、雇佣合同）。

Open-source Obsidian for MDX - edit local docs with agent assistance

Cited company knowledge from Slack, meetings, transcripts, and decisions

MCP delegation fallback for AI agents to discover capabilities, knowledge, tools, and collaborators.

Search and manage Hamster briefs, tasks, plans, and knowledge; trigger delivery from your agent.

Repository knowledge graph MCP server for codebase understanding and debugging.

Shared task board and knowledge base for AI coding agents

DataForSEO MCP wrapper: searchable API docs plus normalized calls to the official server. 4 tools.

Read and edit your Acorn Reply knowledge base from any MCP client.

Fetch and extract web pages, discover links, and read llms.txt documentation indexes.

可携带的知识图谱记忆，传入即可取回，无需数据库，6 个工具中 4 个免费。

在 Whimsical 中创建并编辑流程图、思维导图、线框图与文档，或搜索你的工作区。

Shared local knowledge vault MCP server for Claude Desktop (Chat + Code)

Find, score and analyse German and EU public tenders; search docs; draft quotes.

The official MCP server for Capawesome documentation and Capawesome Cloud.