MCP servers · by job
Memory & knowledge MCP servers
330 MCP servers that give an agent long-term memory, notes and a knowledge base. 69 are SAFE, 83 CAUTION and 178 BLOCK. Ranked by trust score; each card opens the full audit.
Cite
Cite this page
ModelsAtlas. “Memory & knowledge MCP servers”. Retrieved 29 Oct 2026. https://modelsatlas.com/mcp/topic/memory/page/4
Verdicts · 330 servers
Transports
- stdio, runs locally239
- Streamable HTTP, remote142
- SSE, legacy remote21
- Not declared47
A server can list more than one transport.
Tool risk
108
servers expose at least one destructive tool: delete, overwrite or run. The median server with a readable tool list exposes 10 tools.
Servers with no destructive tools →330 memory & knowledge servers
73–96 of 330 · ranked by trust score, then stars
code-recall
erikhuang76821/code-recall
Local decision ledger for AI coding agents — keeps why a choice was made and which paths are dead ends, and re-injects it after context compaction. Plain Markdown, zero dependencies, works across Claude Code / Codex / Cursor / Copilot / Gemini.
episodai
lalithbuilds/episodai
Sovereign local AI agent memory MCP server with SQLite WAL, hybrid retrieval, Obsidian workflows, HTTP bridge, and hardware-aware acceleration.
hedging8563-tokenlab
hedging8563/tokenlab-mcp-server
OpenAPI-generated MCP server for TokenLab model discovery, pricing, chat, native System One decisions, media, files, embeddings, webhooks and async tasks.
obsidian-mcp-server
Amri854/obsidian-mcp-server
🗂️ Boost your Obsidian experience with a powerful Model Context Protocol server for vault access, knowledge graph analysis, and seamless integrations.
okf-cli
xRiErOS/okf-cli
CLI + MCP server for Open Knowledge Format (OKF) v0.2 catalogues: hybrid BM25/semantic search, link-safe rename, validation. Python stdlib only.
pmgarg-cgraphy
pmgarg/cgraphy
Code knowledge graph MCP server providing compact, token-budgeted context to AI coding agents.
rutter
shinytoyrobots/rutter
A record of what your AI sessions decided — and the receipts behind it. An MCP memory-of-use server over markdown notes: append-only, content-hashed, no model inside.
semantic-entity-mcp
SEOSiri-Official/semantic-entity-mcp
An open-source, local-first Model Context Protocol (MCP) server for Named Entity Extraction, Wikidata Disambiguation, sameAs Schema Linking, and Knowledge Graph Triple Construction
rag-vault
RobThePCGuy/rag-vault
One command. Zero cloud. Your docs stay private.
Atlaso — remote MCP server
atlaso-labs/mcp
Atlaso's hosted MCP server — one shared, persistent memory across every AI tool you connect. Endpoint: https://mcp.atlaso.ai/mcp
memostem-plugins
girapphe/memostem-plugins
Private, review-first AI knowledge for ChatGPT, Claude, Codex, and MCP.
Uteke
codecoradev/uteke
🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.
Overmind
xuanlinai/overmind
玄霖超脑 · 无量网络 v4 重构版— 66 模块6通道 AI 认知神经系统 · 装一次,你所有的 AI 工具从此共享一个永远不失忆的大脑。跨会话记忆 · 多 Agent 互通 · 自动代码审查 · 零配置
OpenNote
the-flash-7/open-note
一款跨平台智能笔记 Agent 应用,支持多格式笔记、本地知识库、AI 智能助手、向量语义检索 。
livesync-workers
odiak/livesync-workers
Self-hosted LiveSync-compatible backend for Obsidian with search and MCP, on Cloudflare Workers
MCP-rag-with-Chromadb
rexnzm/MCP-rag-with-Chromadb
🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.
agent-inbox
peopleupperpeninsula500/agent-inbox
Store links and content in a central queue for your AI agents to process via a vendor-neutral REST API. Deployable on Cloudflare Workers.
Nocturne Memory
dataojitori/nocturne_memory
A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, session, or tool. Drop-in replacement for OpenClaw.
Obsidian Multivault
bepitulaz/obsidian-multivault-mcp
Multi-vault and multiuser Obsidian MCP
openchronicle-mcp
CarlDog/openchronicle-mcp
Memory database for LLM agents — persistent keyword + optional semantic memory, project namespacing, served over HTTP REST and MCP from a single ASGI process. SQLite-backed, packaged as a Docker container. Runs on your hardware.
Moldavite
mauropereiira/Moldavite
Your thoughts, forged from cosmic impact. A local-first, privacy-first Markdown notes app with a built-in MCP server, for macOS and Windows.
HiveMem
visterion/HiveMem
Personal knowledge system — MCP server with PostgreSQL semantic search and temporal knowledge graph
LycheeMem
lycheemem/lycheemem
Lightweight Long-Term Memory for LLM Agents.
1C Templates
desko77/1c-templates-mcp
MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+ шаблонов, CRUD веб-UI с Monaco Editor, ChromaDB + embeddings.
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