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。

R

RoboSystems

知识与记忆

Accounting knowledge graphs: SEC XBRL filings, QuickBooks ledgers, reports and forecasts over MCP.

★ 26 MCP 服务器 需要鉴权
R

RAGStack-Lambda

知识与记忆

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

★ 25 MCP 服务器
D

data-olympus

知识与记忆

Governance-grade project knowledge MCP server for coding agents. Git-native Markdown knowledge base with proposed vs accepted guidance,…

★ 25 MCP 服务器
M

Mnemoverse Memory

知识与记忆

Hosted AI agent memory that learns from outcomes, with shared rooms, in Claude, Cursor and ChatGPT.

★ 25 MCP 服务器 需要鉴权
M

memory-mcp-1file

知识与记忆

A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and…

★ 24 MCP 服务器
M

membase-mcp

知识与记忆

Save and query your agent memory in distributed way by Membase

★ 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
Z

ZenBrain Memory

知识与记忆

Seven-layer agent memory: episodic, semantic, procedural and core. Local SQLite, no account.

★ 24 MCP 服务器
F

Fidelis Memory

知识与记忆

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

★ 23 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.

★ 23 MCP 服务器
C

celiums-memory

知识与记忆

Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search…

★ 23 MCP 服务器
M

mnemos

知识与记忆

Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions.…

★ 22 MCP 服务器
W

world-model-mcp

知识与记忆

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

★ 22 MCP 服务器
J

jarvis-orb

知识与记忆

Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and…

★ 22 MCP 服务器
M

memory-mcp

知识与记忆

An MCP server that stores and retrieves memories from multiple LLMs using MongoDB. Provides tools for saving, retrieving, adding, and…

★ 21 MCP 服务器
Y

Yggdrasil

知识与记忆

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

★ 21 MCP 服务器
V

Vault Cortex

知识与记忆

Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1

★ 20 MCP 服务器
C

codeseeker

知识与记忆

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

★ 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
M

MediaWiki

知识与记忆

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

★ 20 MCP 服务器
N

Nouz

知识与记忆

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

★ 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
A

annota

知识与记忆

AI-powered paper annotation MCP server. Reads papers, highlights key findings with semantic color coding, explains formulas, and writes…

★ 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
M

memo

知识与记忆

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

★ 19 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.

★ 19 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

★ 19 MCP 服务器
C

Connapse

知识与记忆

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

★ 18 MCP 服务器
G

GoodMemory

知识与记忆

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

★ 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
A

agent-knowledge

知识与记忆

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

★ 18 MCP 服务器
E

easy-obsidian-mcp

知识与记忆

Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using…

★ 18 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.

★ 18 MCP 服务器
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
O

Octobrain

知识与记忆

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

★ 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

memoir

知识与记忆

Persistent memory for AI coding tools via MCP. Remembers across sessions and machines.

★ 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
M

memtomem

知识与记忆

Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally.

★ 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