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。

D

DocSentinel

知识与记忆

MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge…

★ 87 MCP 服务器
N

notebooklm-mcp-secure

知识与记忆

Security-hardened NotebookLM MCP with post-quantum encryption

★ 84 MCP 服务器
D

DecisionNode

知识与记忆

Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude…

★ 83 MCP 服务器
K

KIP

知识与记忆

Knowledge Graphs to enable memory persistence, knowledge evolution, explainable interaction.

★ 83 MCP 服务器
R

robrain

知识与记忆

Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach.

★ 81 MCP 服务器
C

context-mcp

知识与记忆

Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.

★ 77 MCP 服务器
A

aura-memory

知识与记忆

Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.

★ 77 MCP 服务器
C

Cortex

知识与记忆

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

★ 73 MCP 服务器
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pond

知识与记忆

Lossless archive and search for AI agent sessions across clients, exposed to agents over MCP.

★ 73 MCP 服务器
S

Synap Memory

知识与记忆

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

★ 72 MCP 服务器 可访问
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
R

Reverie

知识与记忆

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

★ 70 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
M

MCP AutoMem

知识与记忆

Graph-vector memory for AI assistants using FalkorDB and Qdrant

★ 65 MCP 服务器
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
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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
Z

Zikkaron

知识与记忆

Biologically-inspired persistent memory engine for Claude Code MCP agents

★ 63 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
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.

★ 59 MCP 服务器
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
S

smart-connections-mcp

知识与记忆

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

★ 56 MCP 服务器
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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
A

ai-memory-mcp

知识与记忆

Persistent memory for any AI — zero token cost until recall

★ 52 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
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
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
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
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
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Perenna

知识与记忆

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

★ 41 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
I

Inite Brain

知识与记忆

Open-source bitemporal memory layer for LLM agents — knowledge graph with conflict resolution.

★ 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
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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
C

cortexgraph

知识与记忆

Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL + Markdown).

★ 36 MCP 服务器
B

Bhived MCP

知识与记忆

Shared knowledge graph, skills, and tool discovery for AI agents through the Model Context Protocol.

★ 35 MCP 服务器
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RemembrallMCP

知识与记忆

Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.

★ 35 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
K

Kindex

知识与记忆

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

★ 31 MCP 服务器
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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
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Memorys

知识与记忆

MemoryIndustry persistent memory MCP server: BM25+MMR retrieval and audit.

★ 29 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
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papez

知识与记忆

Open-source causal memory for AI agents: persistent, explainable, MCP-native memory (13 tools).

★ 28 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