知识记忆 MCP 服务器

知识记忆 主题 — 345 个 MCP 服务器,按 GitHub star 数排序。

O

obsidian-mcp-server

知识与记忆

SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link…

★ 18 MCP 服务器
P

project-tessera

知识与记忆

Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search,…

★ 17 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.

★ 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
C

claude-engram

知识与记忆

Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history…

★ 16 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.

★ 16 MCP 服务器
C

cross-llm-mcp

知识与记忆

An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context…

★ 16 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.

★ 16 MCP 服务器
A

alaya

知识与记忆

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

★ 16 MCP 服务器
K

kika-obsidian-mcp

知识与记忆

Local-first Obsidian vault MCP server for Codex, Claude Desktop, and other MCP clients. Works directly with markdown files, no Obsidian…

★ 15 MCP 服务器
R

recallnest

知识与记忆

Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder…

★ 15 MCP 服务器
A

alcove

知识与记忆

MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor,…

★ 15 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.

★ 15 MCP 服务器
R

Remembra — AI Memory Layer

知识与记忆

Persistent AI memory with entity resolution, temporal knowledge graph & 11 MCP tools.

★ 15 MCP 服务器
C

CogniRepo

知识与记忆

FAISS, call graph, AST, BM25 — 34 MCP tools for AI agents. 50-80% token reduction. Offline.

★ 14 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.

★ 14 MCP 服务器
O

obsidian-mcp

知识与记忆

Self-hosted MCP server for Obsidian with semantic + full-text search over PostgreSQL/pgvector, wikilink graph traversal, atomic note CRUD,…

★ 14 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.

★ 14 MCP 服务器
P

PapersFlow

知识与记忆

Academic research MCP server for paper search, citation checks, graphs, and deep research.

★ 14 MCP 服务器 需要鉴权
A

Agentic Task System (ATS)

知识与记忆

MCP server giving AI agents persistent task memory across TickTick, Notion, GitHub, Linear & Beads

★ 14 MCP 服务器
K

kremis

知识与记忆

Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX…

★ 14 MCP 服务器
M

Midas

知识与记忆

Local-first, source-traceable agent memory — no LLM at ingest, fully offline

★ 14 MCP 服务器
L

Longhand

知识与记忆

Local memory for Claude Code. Semantic recall across session history with zero API calls.

★ 14 MCP 服务器
D

deep-thinker

知识与记忆

Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical,…

★ 13 MCP 服务器
E

empathy-framework

知识与记忆

Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs…

★ 13 MCP 服务器
N

NexusMem

知识与记忆

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

★ 13 MCP 服务器
L

lennys-quotes

知识与记忆

Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect…

★ 12 MCP 服务器
F

fable

知识与记忆

MCP server over your Claude Code transcript history — full-text + semantic search, byte-identical thread recall, durable /remember facts.…

★ 12 MCP 服务器
M

mcp-persona-sessions

知识与记忆

Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching…

★ 12 MCP 服务器
M

memex

知识与记忆

Temporal engineering context for agents via MCP.

★ 12 MCP 服务器
X

XMemo

知识与记忆

Shared, governed long-term memory for AI agents across tools and sessions via MCP and REST.

★ 12 MCP 服务器 需要鉴权
C

claude-find

知识与记忆

Pull Deep Memory from across your Claude Code Sessions — when you need it.

★ 11 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.

★ 11 MCP 服务器
H

Hive Vault

知识与记忆

On-demand Obsidian vault access for AI coding assistants — 17 tools, 5 resources, 4 prompts.

★ 11 MCP 服务器
M

mnemo

知识与记忆

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

★ 11 MCP 服务器
E

Engram

知识与记忆

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

★ 11 MCP 服务器
A

agent-memory

知识与记忆

Git-native project memory for AI coding agents: Markdown source of truth, reviewable, secret-safe.

★ 11 MCP 服务器
A

apple-notes-mcp

知识与记忆

Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import…

★ 10 MCP 服务器
C

coldstart

知识与记忆

Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.

★ 10 MCP 服务器
L

Lockstep

知识与记忆

Decision memory for AI coding agents: captures decisions once, briefs every agent before it acts.

★ 10 MCP 服务器
L

LIFE

知识与记忆

Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay,…

★ 10 MCP 服务器
T

Tribal

知识与记忆

Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Needs Postgres.

★ 10 MCP 服务器
M

memory-arbiter-mcp

知识与记忆

Local SQLite MCP memory: evidence-based recall, advisory conflict notices, authorized governance.

★ 9 MCP 服务器
M

memory-mcp

知识与记忆

Two-tier memory: hot cache (0ms) + semantic search. Self-organizing.

★ 9 MCP 服务器
W

wellread

知识与记忆

Shared research cache across AI agents. Hit → instant answer from verified sources. Miss → your research saves the next dev's tokens. `npx…

★ 9 MCP 服务器
L

legends-mcp

知识与记忆

Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks,…

★ 8 MCP 服务器
S

sessionmem

知识与记忆

Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new…

★ 8 MCP 服务器
K

KLYPIX Project Brain

知识与记忆

Active state management for multi-agent coding: a shared, versioned project brain over MCP.

★ 8 MCP 服务器
E

engram

知识与记忆

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.

★ 8 MCP 服务器
L

lore

知识与记忆

Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background…

★ 8 MCP 服务器
H

hypermnesic

知识与记忆

Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools…

★ 8 MCP 服务器
M

memstate-mcp

知识与记忆

Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1)…

★ 8 MCP 服务器
A

Artel

知识与记忆

Self-hosted shared-memory & coordination mesh for AI agent fleets. You host it; agents connect.

★ 8 MCP 服务器
C

CodeCortex

知识与记忆

Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs,…

★ 8 MCP 服务器
A

AIWiki

知识与记忆

Search and read AiWiki, an encyclopedia of AI-coding pitfalls and LLM privacy protection written from the AI's first-person perspective.…

★ 8 MCP 服务器
A

agent-memory

知识与记忆

Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and…

★ 7 MCP 服务器
C

cogmemai-mcp

知识与记忆

The smart memory layer for everything Ai. 95.10% LongMemEval (highest published).

★ 7 MCP 服务器
P

passbaton

知识与记忆

Zero-config session continuity for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db. Auto context injection on…

★ 7 MCP 服务器
G

genome

知识与记忆

Fully local memory for AI agents: zero-LLM ingest, semantic recall, air-gapped, auditable.

★ 7 MCP 服务器
M

mnemostack

知识与记忆

Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via…

★ 7 MCP 服务器