知识与记忆 MCP 服务器
知识与记忆 分类 — 531 个 MCP 服务器,按 GitHub star 数排序。
Synap Memory
Persistent memory for AI agents — log and recall conversation context over MCP.
DocsMint
Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.
cdeust/cortex
Persistent memory for AI agents — 36 cited neuroscience mechanisms, local-first, hybrid retrieval.
Total Agent Memory
Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall
Hatchdoor
Self-host your Obsidian vaults: a web UI for you, MCP for your AI agents. No Obsidian, no plugins.
kyb
Git-backed shared memory for AI agent fleets: searchable knowledge base, incident and task tracking, every write versioned and attributed.…
agentcairn
Local-first agent memory: a Markdown Obsidian vault as source of truth plus a rebuildable DuckDB index for hybrid BM25, vector and graph…
obsidian-sync-mcp
Give AI agents access to your Obsidian vault via local files or Self-hosted LiveSync.
kb-mcp-server
Build a knowledge base into a tar.gz and give it to this MCP server, and it is ready to serve.
scrivener-mcp
MCP server for Scrivener: read, write, analyze, and search your manuscripts with AI assistants.
logseq-mcp-tools
mcp server for logseq graph
kirby-mcp
CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/plugins, interact with a real Kirby runtime, and…
kaeru
Memory for LLM agents: a local graph where the agent itself keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a…
obsidian-mcp-rest
An MCP server implementation for accessing Obsidian via local REST API
Myco: Agent-First Cognitive Substrate
Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating graph.
Reverie
Graph memory that dreams: Neo4j knowledge-graph memory for AI agents with hybrid search
docx-mcp
Read and edit Word (.docx) documents with tracked changes, threaded comments, footnotes, OOXML-level validation and document auditing.
vouchdev/vouch
Git-native, review-gated knowledge base for LLM agents. Cited retrieval, audited writes.
Paper Distill MCP
Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support.
MCP AutoMem
Graph-vector memory for AI assistants using FalkorDB and Qdrant
rms-memory-mcp
Local-first memory for coding agents: hybrid LanceDB/Tantivy search, Markdown and code indexes, per-project vaults and recall that…
devrag
Lightweight local RAG MCP server. 40x token reduction.
mcp-think-tank
MCP Think Tank is a powerful Model Context Protocol (MCP) server designed to enhance the capabilities of AI assistants like Cursor and…
bioinformatics-agent-skills
MCP server for bioinformatics agent skills — query a knowledge graph of 78 bioinformatics workflows directly from Claude Code
alfredang/notebooklm-mcp
Bridge Google NotebookLM with Claude via MCP. Full programmatic access to create notebooks, manage sources, and generate AI-powered…
obsidian-multivault-mcp
Multi-vault and multiuser Obsidian MCP
Civil3D-mcp
Civil3d MCP server - 180 tools , Knowledge Base, Control UI, Automation
Zikkaron
Biologically-inspired persistent memory engine for Claude Code MCP agents
Context Awesome
MCP server for accessing curated awesome list documentation
people-context
Local-first MCP server giving AI agents contextual knowledge about the people in your life
Perenna
A lightweight, Git-backed permanent memory for AI agents.
ChatCrystal
Local-first AI PKM memory for coding conversations.
smart-connections-mcp
Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.
onenote-mcp-server
Complete OneNote MCP Server for Claude Desktop - Access your entire OneNote knowledge base through AI with robust authentication and full…
ai-memory-mcp
Persistent memory for any AI — zero token cost until recall
mcp-rdf-explorer
A Model Context Protocol (MCP) server that provides conversational interface for the exploration and analysis of RDF (Turtle) based…
jevreel
Search and understand videos without embeddings: contact sheets plus Jev typed decisions.
distill-kura
蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, one kura per agent mode. Ships as a DeepSeek…
roampal-core
Outcome-based persistent memory for Claude Code and OpenCode: memories that help get promoted, misleading ones get demoted.
cove-book-forge-mcp
Turn PDF and EPUB books into cached AI analysis, Obsidian notes, and installable Codex/Claude Agent Skills through an open MCP server.
flowstate-qmd
FlowState QMD — Anticipatory Memory for AI Agents. Hermes 2026 Hackathon Entry.
fazer-ai/mcp-obsidian
MCP server for Obsidian (TypeScript + Bun)
cortex-engine
Cognitive engine for AI agents — semantic memory, observations, embeddings, dream consolidation. Cloud Run service + MCP tools.
Dragon-Brain
Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search…
codebase-mcp
Open-source MCP server that gives Claude Desktop local semantic code search, persistent memory and a quality-checked edit pipeline.…
Kindex
Persistent knowledge graph and MCP server for AI workflows with git-tracked project context.
understand-quickly
Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.
callimachus
MCP server for Callimachus: local index and search of your AI coding-agent threads
mendeley-mcp
Search your Mendeley library, browse folders, get document metadata, search the global catalog and add papers to your collection.
tstockham96/engram
Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall.
logseq-mcp
simple logseq mcp server
notebooklm-mcp-server
Universal installer and configuration guide for NotebookLM MCP server.
org-mcp-server
MCP server for org-mode and org-roam knowledge base management
ContextStream MCP Server
The context platform for AI agents: code search, team decisions, and grounded project context.
DollhouseMCP
OSS to create Personas, Skills, Templates, Agents, and Memories to customize your AI experience.
assistant-mcp
Connect to your Pinecone Assistant and retrieve context from its knowledge engine.
Renor
Private memory for AI agents: save and recall facts across Claude Code, Codex, Cursor and ChatGPT.
mitre-attack-mcp
A Model-Context Protocol server for the MITRE ATT&CK knowledge base
Adam
Persistent memory tools for Claude Desktop. Search your vault or Obsidian notes mid-conversation.
Waggle-mcp
Persistent graph-backed conversational memory for AI agents.