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。

C

codemem

知识与记忆

Persistent coding memory across sessions, machines, and teammates. Provides MCP tools for searching and managing memories, optional…

★ 71 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

★ 69 MCP 服务器
T

tela

知识与记忆

Self-hostable team wiki; agents read & write it via MCP; Atlas turns your repo into a cited wiki.

★ 69 MCP 服务器 需要鉴权
A

agentkits-memory

知识与记忆

Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and…

★ 64 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.

★ 64 MCP 服务器
D

devrag

知识与记忆

Lightweight local RAG MCP server. 40x token reduction.

★ 63 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.

★ 61 MCP 服务器
C

Context Awesome

知识与记忆

MCP server for accessing curated awesome list documentation

★ 59 MCP 服务器 可访问
A

agentcairn

知识与记忆

Local-first agent memory: a plain-Markdown Obsidian vault is the source of truth, with a rebuildable DuckDB index for hybrid BM25 + vector…

★ 58 MCP 服务器
C

ChatCrystal

知识与记忆

Local-first AI PKM memory for coding conversations.

★ 58 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

★ 55 MCP 服务器
D

docx-mcp

知识与记忆

Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining…

★ 54 MCP 服务器
R

roampal-core

知识与记忆

Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude…

★ 51 MCP 服务器
E

engram

知识与记忆

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

★ 47 MCP 服务器
A

assistant-mcp

知识与记忆
官方

Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.

★ 45 MCP 服务器
D

DollhouseMCP

知识与记忆

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

★ 44 MCP 服务器
W

Waggle-mcp

知识与记忆

Persistent graph-backed conversational memory for AI agents.

★ 43 MCP 服务器
C

ContextStream MCP Server

知识与记忆

Project memory, semantic code search, and grounded agent context.

★ 43 MCP 服务器 需要鉴权
L

lean-memory

知识与记忆

Embedded, local-first agent memory: one SQLite file per namespace, no server, no cloud.

★ 42 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

★ 40 MCP 服务器
R

rms-memory-mcp

知识与记忆

Local-first persistent memory for AI coding agents. Hybrid vector + full-text search (LanceDB + Tantivy), separate Markdown and…

★ 39 MCP 服务器
M

mendeley-mcp

知识与记忆

MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add…

★ 39 MCP 服务器
L

Lotus Wisdom

知识与记忆

Contemplative reasoning with Lotus Sutra wisdom framework and ext-apps visualization.

★ 34 MCP 服务器 可访问
L

Local FAISS MCP Server

知识与记忆

Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

★ 34 MCP 服务器
K

Kage

知识与记忆

Verified memory for coding agents: claims cited against code, stale withheld, savings receipts.

★ 33 MCP 服务器
E

enquire-mcp

知识与记忆

Long-term memory for AI agents — your Obsidian vault as searchable persistent memory.

★ 33 MCP 服务器
R

remem

知识与记忆

Local-first automatic memory for Claude Code and Codex: capture, distill, recall from SQLite.

★ 32 MCP 服务器
N

neotoma

知识与记忆

Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations,…

★ 32 MCP 服务器
T

tokenmizer

知识与记忆

Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-savings stats.

★ 32 MCP 服务器
M

memem

知识与记忆

Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes)…

★ 31 MCP 服务器
M

MCP-Context-Provider

知识与记忆

Static server that provides persistent tool-specific context and rules for AI models

★ 30 MCP 服务器
O

obsidian-mcp-pro

知识与记忆

Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-text search, note CRUD, frontmatter queries, tag…

★ 30 MCP 服务器
G

Gnosis MCP

知识与记忆

Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.

★ 29 MCP 服务器
E

engram-rs

知识与记忆

Hierarchical memory for AI agents. Three-layer (buffer/working/core) with decay and promotion.

★ 27 MCP 服务器
T

ThumbGate

开发

Pre-action gates that block AI agents from repeating known mistakes.

★ 26 MCP 服务器
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
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
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
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
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
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