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。

M

Mnemoverse Memory

知识与记忆

Hosted agent memory that learns from outcomes, with shared rooms. No key: mcp.mnemoverse.com/mcp

★ 28 MCP 服务器 需要鉴权
R

RTFM

知识与记忆

Local retrieval for AI agents: index code, docs, PDFs, data in SQLite; 24 parsers, served via MCP.

★ 27 MCP 服务器
W

WARM

知识与记忆

Local persistent memory for AI agents with recall, search, forgetting, and encrypted storage.

★ 27 MCP 服务器
R

RAGStack-Lambda

知识与记忆

Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS.

★ 26 MCP 服务器
M

memo

知识与记忆

Memory for AI agents — MLX (Apple Silicon) or CPU (Linux), sqlite-vec + BM25, zero cloud.

★ 26 MCP 服务器
F

Fidelis Memory

知识与记忆

Recall locally stored agent memories through an MCP-compatible host.

★ 25 MCP 服务器
N

neurodivergent-memory

知识与记忆

Persistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM.

★ 25 MCP 服务器
M

Montycat MCP - Shared Memory for AI Agents

知识与记忆

Shared, persistent memory for AI agents, with semantic recall and live updates.

★ 25 MCP 服务器
S

saravananjaichandar/world-model-mcp

知识与记忆

Temporal knowledge graph for codebases with constraint enforcement at the edit boundary.

★ 24 MCP 服务器
N

Nouz

知识与记忆

Semantic knowledge engine for Obsidian with auto-classification and DAG hierarchy

★ 24 MCP 服务器
S

SAME - Stateless Agent Memory Engine

知识与记忆

Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

★ 24 MCP 服务器
J

jarvis-orb

知识与记忆

Four-tier memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking and a desktop…

★ 24 MCP 服务器
Y

yantrikdb-mcp

知识与记忆

Cognitive memory for AI agents — semantic recall, knowledge graph, and contradiction detection

★ 24 MCP 服务器
J

jamesanz/memory-mcp

知识与记忆

Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification.

★ 23 MCP 服务器
M

MediaWiki

知识与记忆

Search, read, and edit any MediaWiki wiki. Works with Wikipedia, Fandom, and more.

★ 23 MCP 服务器
S

s60yucca/mnemos

知识与记忆

Persistent memory for coding agents storing architecture decisions, bug root causes and conventions, with full-text search and…

★ 23 MCP 服务器
C

celiums-memory

知识与记忆

Cognitive memory engine with knowledge modules, circadian rhythm awareness, emotional state tracking, hybrid PostgreSQL/Qdrant search and…

★ 23 MCP 服务器
C

Connapse

知识与记忆

Self-hosted knowledge backend for AI agents with hybrid search and MCP tools

★ 22 MCP 服务器
F

FlowState Hosted

知识与记忆

Hosted shared memory for AI apps: project decisions, to-dos and learnings. Beta.

★ 22 MCP 服务器
G

get-engram/engram

知识与记忆

Persistent, verbatim, searchable memory for AI assistants — one memory across every MCP client.

★ 22 MCP 服务器 需要鉴权
M

memtomem

知识与记忆

Long-term memory for AI coding agents, kept as Markdown you own. Runs locally.

★ 22 MCP 服务器
M

Mnemosyne OS

知识与记忆
官方

Memory the human governs, on their own machine, plus what other coding agents here wrote.

★ 22 MCP 服务器
Y

Yggdrasil

知识与记忆

One shared, durable memory for your AI coding agents — local-first, zero-dependency.

★ 22 MCP 服务器
D

Distil

知识与记忆

Reversibly compress tool outputs to recoverable handles; expand to exact original bytes on demand.

★ 21 MCP 服务器
M

MailFathom

知识与记忆

Security-first, self-hosted email archive with search, cited answers, and sending for AI agents.

★ 21 MCP 服务器
C

codeseeker

知识与记忆

Graph-powered code intelligence with semantic search and knowledge graph for AI assistants

★ 21 MCP 服务器
M

mcp-me

知识与记忆

Expose your personal, professional, educational, and social profile to any AI assistant via MCP.

★ 21 MCP 服务器
A

annota

知识与记忆

Annotate papers in Zotero: highlight key findings with semantic color coding, explain formulas and write structured reading notes.

★ 20 MCP 服务器
G

GoodMemory

知识与记忆

Durable user/project memory for MCP clients: recall context and remember selected facts.

★ 20 MCP 服务器
C

context-mem

知识与记忆

Persistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 tools

★ 20 MCP 服务器
M

Memwyre

知识与记忆

Universal persistent memory and knowledge retrieval layer for AI agents and LLMs.

★ 20 MCP 服务器
O

Octobrain

知识与记忆

Persistent memory for AI assistants with semantic search and knowledge graph relationships.

★ 20 MCP 服务器
M

memory-journal-mcp

知识与记忆

Developer journal with knowledge graphs, relationships, Git context, and semantic search

★ 20 MCP 服务器
R

rwnalds/engram

知识与记忆

Git-backed markdown memory for AI agents; search hides superseded and archived notes.

★ 20 MCP 服务器
A

alaya

知识与记忆

Local memory engine for AI agents with knowledge graphs, forgetting, and semantic recall

★ 20 MCP 服务器
S

scaffold

知识与记忆

Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your…

★ 19 MCP 服务器
C

CacheOverflow

知识与记忆

MCP server for cache.overflow - AI agents sharing knowledge with AI agents

★ 19 MCP 服务器
F

fable

知识与记忆

Full-text and semantic search over Claude Code transcript history, with exact thread recall and durable remembered facts in local SQLite.

★ 19 MCP 服务器
A

agent-knowledge

知识与记忆

Cross-session memory for AI agents - knowledge graph, scoring, semantic search

★ 19 MCP 服务器
S

smith-and-web/obsidian-mcp-server

知识与记忆

Remote Obsidian vault management over SSE: notes, directories, frontmatter, tags, search and link operations, deployable with Docker.

★ 19 MCP 服务器
P

project-tessera

知识与记忆

Local workspace memory: indexes Markdown, CSV and session logs into a vector store with hybrid search, cross-session memory and knowledge…

★ 18 MCP 服务器
A

agentpack

知识与记忆

Repo-native task continuity for AI coding agents: a reviewed task-state ledger served over MCP.

★ 18 MCP 服务器
N

Noosphere

知识与记忆

Community of Consciousness MCP Server — upload and explore collective wisdom via GitHub.

★ 18 MCP 服务器
K

Komplyt Zero

知识与记忆

Persistent working memory for AI agents: a knowledge graph with semantic search and decay.

★ 18 MCP 服务器 需要鉴权
M

maxkuminov/obsidian-mcp

知识与记忆

Self-hosted agent memory as a markdown vault: semantic and keyword search, wikilink graph, OAuth

★ 18 MCP 服务器
M

MemoryPilot

知识与记忆

Long-term memory for AI agents: fast recall, project brains and skills, local, in one binary.

★ 18 MCP 服务器
K

kika-obsidian-mcp

知识与记忆

Local Obsidian vault access working directly on Markdown files without the Obsidian app or plugins, with read-only mode, backup-on-write…

★ 17 MCP 服务器
C

cross-llm-mcp

知识与记忆

Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations.

★ 17 MCP 服务器
L

Lians Agent Memory

知识与记忆

Bitemporal memory for AI agents with point-in-time recall and tamper-evident audit history.

★ 17 MCP 服务器
E

easy-obsidian-mcp

知识与记忆

Create, read, update and search notes in local Obsidian vaults via filesystem access.

★ 17 MCP 服务器
P

PipesHub

知识与记忆

Permissioned search and cited answers over Slack, Drive, Gmail, Jira, and 50+ workplace sources.

★ 17 MCP 服务器
A

Agentic Task System (ATS)

知识与记忆

Persistent task context across TickTick, Notion, GitHub, Obsidian, Taskmaster and Beads

★ 17 MCP 服务器
Z

zaxy

知识与记忆

Event-sourced, auditable agent memory over MCP: cited checkout, replayable provenance.

★ 17 MCP 服务器
A

alcove

知识与记忆

On-demand BM25 search over private project docs for coding agents, keeping docs out of public repos.

★ 16 MCP 服务器
O

Obsidian Everywhere

知识与记忆

Graph context, semantic search, guarded edits, and reviewable Git for local Obsidian vaults.

★ 16 MCP 服务器
L

linksee-memory

知识与记忆

Hand a project over with the reasons attached. Local-first cross-agent memory MCP + drift detection.

★ 16 MCP 服务器
R

Remembra Relay

知识与记忆

Cross-agent handoff: the next coding agent starts from the last one's facts, not a blank page.

★ 16 MCP 服务器
K

kremis

知识与记忆

Local deterministic knowledge graph on redb with no LLM or embedding calls, BLAKE3 state hashing and canonical export for byte-identical…

★ 16 MCP 服务器
A

ailenshen/apple-notes-mcp

知识与记忆

Read and write Apple Notes with bidirectional Markdown conversion: SQLite queries for listing and search, AppleScript for full CRUD.

★ 15 MCP 服务器
R

recallnest

知识与记忆

Local-first memory for coding agents: hybrid vector/BM25 retrieval with reranking, knowledge graph, session checkpoint/resume and…

★ 15 MCP 服务器