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。

S

Synap Memory

知识与记忆

Persistent memory for AI agents — log and recall conversation context over MCP.

★ 79 MCP 服务器
D

DocsMint

知识与记忆

Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.

★ 78 MCP 服务器 需要鉴权
C

cdeust/cortex

知识与记忆

Persistent memory for AI agents — 36 cited neuroscience mechanisms, local-first, hybrid retrieval.

★ 76 MCP 服务器
T

Total Agent Memory

知识与记忆

Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall

★ 75 MCP 服务器
H

Hatchdoor

知识与记忆

Self-host your Obsidian vaults: a web UI for you, MCP for your AI agents. No Obsidian, no plugins.

★ 74 MCP 服务器
K

kyb

知识与记忆

Git-backed shared memory for AI agent fleets: searchable knowledge base, incident and task tracking, every write versioned and attributed.…

★ 73 MCP 服务器
A

agentcairn

知识与记忆

Local-first agent memory: a Markdown Obsidian vault as source of truth plus a rebuildable DuckDB index for hybrid BM25, vector and graph…

★ 72 MCP 服务器
O

obsidian-sync-mcp

知识与记忆

Give AI agents access to your Obsidian vault via local files or Self-hosted LiveSync.

★ 72 MCP 服务器
K

kb-mcp-server

知识与记忆

Build a knowledge base into a tar.gz and give it to this MCP server, and it is ready to serve.

★ 72 MCP 服务器
S

scrivener-mcp

知识与记忆

MCP server for Scrivener: read, write, analyze, and search your manuscripts with AI assistants.

★ 71 MCP 服务器
L

logseq-mcp-tools

知识与记忆

mcp server for logseq graph

★ 70 MCP 服务器
K

kirby-mcp

知识与记忆

CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/plugins, interact with a real Kirby runtime, and…

★ 69 MCP 服务器
K

kaeru

知识与记忆

Memory for LLM agents: a local graph where the agent itself keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a…

★ 69 MCP 服务器
O

obsidian-mcp-rest

知识与记忆

An MCP server implementation for accessing Obsidian via local REST API

★ 69 MCP 服务器
M

Myco: Agent-First Cognitive Substrate

知识与记忆

Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating graph.

★ 67 MCP 服务器
R

Reverie

知识与记忆

Graph memory that dreams: Neo4j knowledge-graph memory for AI agents with hybrid search

★ 67 MCP 服务器
D

docx-mcp

知识与记忆

Read and edit Word (.docx) documents with tracked changes, threaded comments, footnotes, OOXML-level validation and document auditing.

★ 67 MCP 服务器
V

vouchdev/vouch

知识与记忆

Git-native, review-gated knowledge base for LLM agents. Cited retrieval, audited writes.

★ 67 MCP 服务器
P

Paper Distill MCP

知识与记忆

Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support.

★ 66 MCP 服务器
M

MCP AutoMem

知识与记忆

Graph-vector memory for AI assistants using FalkorDB and Qdrant

★ 66 MCP 服务器
R

rms-memory-mcp

知识与记忆

Local-first memory for coding agents: hybrid LanceDB/Tantivy search, Markdown and code indexes, per-project vaults and recall that…

★ 65 MCP 服务器
D

devrag

知识与记忆

Lightweight local RAG MCP server. 40x token reduction.

★ 64 MCP 服务器
M

mcp-think-tank

知识与记忆

MCP Think Tank is a powerful Model Context Protocol (MCP) server designed to enhance the capabilities of AI assistants like Cursor and…

★ 63 MCP 服务器
B

bioinformatics-agent-skills

知识与记忆

MCP server for bioinformatics agent skills — query a knowledge graph of 78 bioinformatics workflows directly from Claude Code

★ 63 MCP 服务器
A

alfredang/notebooklm-mcp

知识与记忆

Bridge Google NotebookLM with Claude via MCP. Full programmatic access to create notebooks, manage sources, and generate AI-powered…

★ 62 MCP 服务器
O

obsidian-multivault-mcp

知识与记忆

Multi-vault and multiuser Obsidian MCP

★ 62 MCP 服务器
C

Civil3D-mcp

知识与记忆

Civil3d MCP server - 180 tools , Knowledge Base, Control UI, Automation

★ 62 MCP 服务器
Z

Zikkaron

知识与记忆

Biologically-inspired persistent memory engine for Claude Code MCP agents

★ 61 MCP 服务器
C

Context Awesome

知识与记忆

MCP server for accessing curated awesome list documentation

★ 61 MCP 服务器
P

people-context

知识与记忆

Local-first MCP server giving AI agents contextual knowledge about the people in your life

★ 60 MCP 服务器
P

Perenna

知识与记忆

A lightweight, Git-backed permanent memory for AI agents.

★ 60 MCP 服务器
C

ChatCrystal

知识与记忆

Local-first AI PKM memory for coding conversations.

★ 60 MCP 服务器
S

smart-connections-mcp

知识与记忆

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

★ 59 MCP 服务器
O

onenote-mcp-server

知识与记忆

Complete OneNote MCP Server for Claude Desktop - Access your entire OneNote knowledge base through AI with robust authentication and full…

★ 57 MCP 服务器
A

ai-memory-mcp

知识与记忆

Persistent memory for any AI — zero token cost until recall

★ 56 MCP 服务器
M

mcp-rdf-explorer

知识与记忆

A Model Context Protocol (MCP) server that provides conversational interface for the exploration and analysis of RDF (Turtle) based…

★ 56 MCP 服务器
J

jevreel

知识与记忆

Search and understand videos without embeddings: contact sheets plus Jev typed decisions.

★ 54 MCP 服务器
D

distill-kura

知识与记忆

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…

★ 54 MCP 服务器
R

roampal-core

知识与记忆

Outcome-based persistent memory for Claude Code and OpenCode: memories that help get promoted, misleading ones get demoted.

★ 54 MCP 服务器
C

cove-book-forge-mcp

知识与记忆

Turn PDF and EPUB books into cached AI analysis, Obsidian notes, and installable Codex/Claude Agent Skills through an open MCP server.

★ 53 MCP 服务器
F

flowstate-qmd

知识与记忆

FlowState QMD — Anticipatory Memory for AI Agents. Hermes 2026 Hackathon Entry.

★ 52 MCP 服务器
F

fazer-ai/mcp-obsidian

知识与记忆

MCP server for Obsidian (TypeScript + Bun)

★ 52 MCP 服务器
C

cortex-engine

知识与记忆

Cognitive engine for AI agents — semantic memory, observations, embeddings, dream consolidation. Cloud Run service + MCP tools.

★ 51 MCP 服务器
D

Dragon-Brain

知识与记忆

Dragon Brain — persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search…

★ 51 MCP 服务器
C

codebase-mcp

知识与记忆

Open-source MCP server that gives Claude Desktop local semantic code search, persistent memory and a quality-checked edit pipeline.…

★ 50 MCP 服务器
K

Kindex

知识与记忆

Persistent knowledge graph and MCP server for AI workflows with git-tracked project context.

★ 49 MCP 服务器
U

understand-quickly

知识与记忆

Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.

★ 48 MCP 服务器
C

callimachus

知识与记忆

MCP server for Callimachus: local index and search of your AI coding-agent threads

★ 47 MCP 服务器
M

mendeley-mcp

知识与记忆

Search your Mendeley library, browse folders, get document metadata, search the global catalog and add papers to your collection.

★ 47 MCP 服务器
T

tstockham96/engram

知识与记忆

Intelligent agent memory with automatic extraction, consolidation, and bi-temporal recall.

★ 47 MCP 服务器
L

logseq-mcp

知识与记忆

simple logseq mcp server

★ 46 MCP 服务器
N

notebooklm-mcp-server

知识与记忆

Universal installer and configuration guide for NotebookLM MCP server.

★ 46 MCP 服务器
O

org-mcp-server

知识与记忆

MCP server for org-mode and org-roam knowledge base management

★ 46 MCP 服务器
C

ContextStream MCP Server

知识与记忆

The context platform for AI agents: code search, team decisions, and grounded project context.

★ 45 MCP 服务器 需要鉴权
D

DollhouseMCP

知识与记忆

OSS to create Personas, Skills, Templates, Agents, and Memories to customize your AI experience.

★ 45 MCP 服务器
A

assistant-mcp

知识与记忆
官方

Connect to your Pinecone Assistant and retrieve context from its knowledge engine.

★ 45 MCP 服务器
R

Renor

知识与记忆

Private memory for AI agents: save and recall facts across Claude Code, Codex, Cursor and ChatGPT.

★ 45 MCP 服务器 需要鉴权
M

mitre-attack-mcp

知识与记忆

A Model-Context Protocol server for the MITRE ATT&CK knowledge base

★ 45 MCP 服务器
A

Adam

知识与记忆

Persistent memory tools for Claude Desktop. Search your vault or Obsidian notes mid-conversation.

★ 45 MCP 服务器
W

Waggle-mcp

知识与记忆

Persistent graph-backed conversational memory for AI agents.

★ 44 MCP 服务器