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。
empathy-framework
Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs…
brainbox
Hebbian memory for AI agents. Learns file patterns, predicts next tools, saves tokens.
NexusMem
Local-first memory for AI coding agents: shell history with exit codes, git diffs, docs, MCP.
lennys-quotes
Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect…
Engram
Persistent, verbatim, searchable memory for AI assistants — one memory across every MCP client.
fable
MCP server over your Claude Code transcript history — full-text + semantic search, byte-identical thread recall, durable /remember facts.…
Kagura Memory Cloud
Persistent memory for AI assistants: store, search, and connect knowledge across conversations.
mcp-persona-sessions
Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching…
memex
Temporal engineering context for agents via MCP.
XMemo
Shared, governed long-term memory for AI agents across tools and sessions via MCP and REST.
token-compressor
Compress prompts 40-60% using local LLM + embedding validation. Preserves all conditionals.
claude-find
Pull Deep Memory from across your Claude Code Sessions — when you need it.
google-knowledge-graph-mcp
Search Google's Knowledge Graph for structured information about real-world entities
Lians Agent Memory
Bitemporal memory for AI agents with point-in-time recall and tamper-evident audit history.
Hive Vault
On-demand Obsidian vault access for AI coding assistants — 17 tools, 5 resources, 4 prompts.
mnemo
Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.
anneal-memory
Two-layer memory for AI agents with an immune system. Zero dependencies.
Engram
Git-backed markdown memory for AI agents; search hides superseded and archived notes.
Obsidian Brain
Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.
agent-memory
Git-native project memory for AI coding agents: Markdown source of truth, reviewable, secret-safe.
apple-notes-mcp
Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import…
Cathedral — Persistent Memory for AI Agents
Persistent memory and drift detection for AI agents across session restarts.
coldstart
Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.
neurakeep
Local-first, source-cited memory for AI agents with proposal review, failure memory, and MCP tools.
Lockstep
Decision memory for AI coding agents: captures decisions once, briefs every agent before it acts.
LIFE
Persistent identity architecture for AI agents. 16 MCP servers covering drives, emotional relationships, semantic memory with decay,…
Tribal
Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Needs Postgres.
memory-arbiter-mcp
Local SQLite MCP memory: evidence-based recall, advisory conflict notices, authorized governance.
memory-mcp
Two-tier memory: hot cache (0ms) + semantic search. Self-organizing.
wellread
Shared research cache across AI agents. Hit → instant answer from verified sources. Miss → your research saves the next dev's tokens. `npx…
legends-mcp
Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks,…
sessionmem
Local-first memory layer for AI coding assistants. Watches your coding sessions and injects a compact summary at the start of each new…
KLYPIX Project Brain
Active state management for multi-agent coding: a shared, versioned project brain over MCP.
engram
Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.
lore
Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background…
hypermnesic
Git-first memory for AI agents: Markdown files are truth, the index is disposable, and writes are reviewable commits. Ships 7 MCP tools…
memstate-mcp
Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1)…
Artel
Self-hosted shared-memory & coordination mesh for AI agent fleets. You host it; agents connect.
CodeCortex
Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs,…
AIWiki
Search and read AiWiki, an encyclopedia of AI-coding pitfalls and LLM privacy protection written from the AI's first-person perspective.…
agent-memory
Three-layer memory system for agents (identity/active/archive) with semantic search, graph relationships, conflict detection, and…
cogmemai-mcp
The smart memory layer for everything Ai. 95.10% LongMemEval (highest published).
passbaton
Zero-config session continuity for Claude Code, OpenAI Codex CLI & Google Gemini CLI, sharing one local db. Auto context injection on…
genome
Fully local memory for AI agents: zero-LLM ingest, semantic recall, air-gapped, auditable.
mnemostack
Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via…
afair
The open-source, self-organizing memory for all your AI tools. Three frozen verbs (remember/recall/observe); background agents extract…
prior_mcp
Shared knowledge base for AI agents. Search and contribute solutions to technical problems.
inspeximus: agent memory with provenance, GDPR erasure and a tamper-evident audit trail
Self-correcting agent memory: recall, supersede, revert, forget, GDPR erasure, audit receipts.
flaiwheel
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic +…
agenthelm
Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts…
krimto
Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.
counsel-mcp
Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
Penfield Memory
Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.
PipesHub
Permissioned search and cited answers over Slack, Drive, Gmail, Jira, and 50+ workplace sources.
acheron-mcp-server
Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search.…
conversation-handoff-mcp
Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
Agent-Memory-Bridge
MCP-native, local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas, and…
Seamless
Local-first shared memory and task coordination for AI coding agents. Go daemon plus headless CLI.
openhive-mcp
Search and contribute to a shared knowledge base of AI-discovered problem-solution pairs.
memkin
Local-first personal memory for AI agents. Ingests Feishu/Lark chats and Claude Code / Codex sessions, distills them into a private entity…