知识与记忆 MCP 服务器
知识与记忆 分类 — 389 个 MCP 服务器,按 GitHub star 数排序。
Context7
Up-to-date code docs for any prompt
cognee
Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
hindsight
Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
Skill_Seekers
Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG…
basic-memory
Local-first knowledge management with bi-directional LLM sync via Markdown files.
NoteDiscovery
Self-hosted plain-markdown knowledge base with a built-in MCP server. Lets Claude Desktop, Cursor, and any MCP client search, read,…
mcp-memory-service
Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
mcpvault
Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault…
ApeRAG
Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph…
mcp-server-chatsum
Query and summarize your chat messages with AI prompts.
deja-vu
deja-vu: local memory over the session histories of thirty-four coding agents.
iai-personal-memory-engine
Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store…
projectmem
Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes.
memora
Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
Vestige
Local-first memory for AI agents that reaches backward to find a failure's root cause.
open-ontologies
AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge…
MisakaNet
Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.
telemem
Long-term and multimodal memory for AI agents - character-aware, mem0-compatible, fully-local option
Entroly
Context Assurance for AI agents: context engineering, AI cost optimization, verification.
beever-atlas
Open-source LLM knowledge base: team chat into a typed knowledge graph and auto-generated wiki.
mcp-local-rag
Easy-to-setup local RAG server with minimal configuration
graphlit-mcp-server
Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve…
AgentRecall-X
Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.
MemoryMesh
Enhanced graph-based memory with a focus on AI role-play and story generation
Ori-Mnemos
Persistent memory infrastructure for AI agents. Identity, knowledge graph, and search.
plur
Open, local-first engram memory for AI agents: read, correct, delete; shared over MCP.
emulo
Mine your local AI coding session logs into a profile your agent loads before every task.
Nautilus Compass Memory
Local-first long-term memory for AI agents, with byte-recomputable signed verification receipts.
shodh-memory
Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
markmap-mcp-server
An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports…
knowledge-rag
Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion,…
YourMemory
Persistent memory for AI agents. Memories decay with time and strengthen on recall.
mcp-ragdocs
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants…
sage
Persistent, consensus-validated institutional memory for AI agents. Runs locally.
neural-memory
Persistent memory for AI agents — 55 MCP tools, spreading activation recall.
superlocalmemory
Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.
OMEGA Memory
Persistent memory, coordination, and learning for AI agents. Local-first, 25 MCP tools.
gistpad-mcp
Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to…
mengram
Long-term memory for AI agents: semantic facts, episodic events, and procedural workflows
NotebookLM MCP
Automate Google NotebookLM — Q&A with citations, audio, video, content generation
In-Memoria
Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and pattern learning.…
mcp-summarizer
AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
zettelkasten-mcp
A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and…
mcp-zotero
A connector for LLMs to work with collections and sources on your Zotero Cloud
Piia Engram
Local-first AI identity for MCP coding tools. Lessons, decisions, and context you control.
akb
Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP.
prism-coder
Session memory for coding agents: local-first recall, drift detection, on-device inference.
context-keeper
LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval…
ContextLattice
Private-by-default, local-first memory/context/task orchestrator for MCP apps and agents.
openzim-mcp
Offline MCP access to ZIM knowledge archives — Wikipedia, Wiktionary, Stack Exchange, Kiwix.
MediaWiki MCP Server
MCP server enabling AI clients to interact with any MediaWiki wiki through standard tools
memorylane
Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and…
DeepMem
Mem0-compatible persistent memory for AI agents: write facts once, recall them semantically.
mem0-mcp-selfhosted
Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth,…
mcp-server-infranodus
Map text into knowledge graphs to create a structured representation of conceptual relations and t…
Knowl
Persistent memory for Claude Code, Cursor and Codex. Facts retire when they change.
memory-mcp
Persistent memory + git snapshots for Claude Code. Never lose context or code.
claudex
Persistent memory + FTS5 search MCP server for Claude Code conversation history.
ragie-mcp-server
Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA…
claude-soul
Self-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic…