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.

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ModelsAtlas. “Memory & knowledge MCP servers”. Retrieved 29 Oct 2026. https://modelsatlas.com/mcp/topic/memory/page/4

Verdicts · 330 servers

✓SAFE69!CAUTION83✕BLOCK178

Transports

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

✓SAFE B

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.

★ 04 write

episodai

lalithbuilds/episodai

✓SAFE B

Sovereign local AI agent memory MCP server with SQLite WAL, hybrid retrieval, Obsidian workflows, HTTP bridge, and hardware-aware acceleration.

★ 01 write

hedging8563-tokenlab

hedging8563/tokenlab-mcp-server

✓SAFE B

OpenAPI-generated MCP server for TokenLab model discovery, pricing, chat, native System One decisions, media, files, embeddings, webhooks and async tasks.

★ 02 readstdio

obsidian-mcp-server

Amri854/obsidian-mcp-server

✓SAFE B

🗂️ Boost your Obsidian experience with a powerful Model Context Protocol server for vault access, knowledge graph analysis, and seamless integrations.

★ 01 destructivestdio

okf-cli

xRiErOS/okf-cli

✓SAFE B

CLI + MCP server for Open Knowledge Format (OKF) v0.2 catalogues: hybrid BM25/semantic search, link-safe rename, validation. Python stdlib only.

★ 07 write

pmgarg-cgraphy

pmgarg/cgraphy

!CAUTION B

Code knowledge graph MCP server providing compact, token-budgeted context to AI coding agents.

★ 0Not listed in sourcestdio

rutter

shinytoyrobots/rutter

✓SAFE B

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.

★ 04 readstdio

semantic-entity-mcp

SEOSiri-Official/semantic-entity-mcp

✓SAFE B

An open-source, local-first Model Context Protocol (MCP) server for Named Entity Extraction, Wikidata Disambiguation, sameAs Schema Linking, and Knowledge Graph Triple Construction

★ 010 readstdio

rag-vault

RobThePCGuy/rag-vault

!CAUTION B

One command. Zero cloud. Your docs stay private.

★ 27 readsse

Atlaso — remote MCP server

atlaso-labs/mcp

✓SAFE B

Atlaso's hosted MCP server — one shared, persistent memory across every AI tool you connect. Endpoint: https://mcp.atlaso.ai/mcp

★ 0Not listed in sourcestreamable-http

memostem-plugins

girapphe/memostem-plugins

✓SAFE B

Private, review-first AI knowledge for ChatGPT, Claude, Codex, and MCP.

★ 0Not listed in sourcestreamable-http

Uteke

codecoradev/uteke

!CAUTION B

🧠 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.

★ 2692 read

Overmind

xuanlinai/overmind

!CAUTION B

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

★ 852 write

OpenNote

the-flash-7/open-note

!CAUTION B

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 。

★ 591 destructivestdio

livesync-workers

odiak/livesync-workers

!CAUTION B

Self-hosted LiveSync-compatible backend for Obsidian with search and MCP, on Cloudflare Workers

★ 161 destructivestreamable-http

MCP-rag-with-Chromadb

rexnzm/MCP-rag-with-Chromadb

!CAUTION B

🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.

★ 31 destructivestdio

agent-inbox

peopleupperpeninsula500/agent-inbox

!CAUTION B

Store links and content in a central queue for your AI agents to process via a vendor-neutral REST API. Deployable on Cloudflare Workers.

★ 01 destructive

Nocturne Memory

dataojitori/nocturne_memory

!CAUTION B

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.

★ 1,3712 readstreamable-http

Obsidian Multivault

bepitulaz/obsidian-multivault-mcp

!CAUTION B

Multi-vault and multiuser Obsidian MCP

★ 621 destructivestdio

openchronicle-mcp

CarlDog/openchronicle-mcp

!CAUTION B

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.

★ 163 destructivesse

Moldavite

mauropereiira/Moldavite

!CAUTION B

Your thoughts, forged from cosmic impact. A local-first, privacy-first Markdown notes app with a built-in MCP server, for macOS and Windows.

★ 131 read

HiveMem

visterion/HiveMem

✓SAFE B

Personal knowledge system — MCP server with PostgreSQL semantic search and temporal knowledge graph

★ 11 read

LycheeMem

lycheemem/lycheemem

!CAUTION B

Lightweight Long-Term Memory for LLM Agents.

★ 1,0924 read

1C Templates

desko77/1c-templates-mcp

!CAUTION B

MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+ шаблонов, CRUD веб-UI с Monaco Editor, ChromaDB + embeddings.

★ 291 destructivestreamable-http

Other jobs

By risk

Questions

How do you decide which servers are memory & knowledge servers?
By the categories each server's own repository declares, mapped onto this job by a hand-kept table. A server can belong to more than one job, and one whose repository declares no matching category is not listed here.
Which memory & knowledge MCP servers rank highest on trust?
Graphiti (getzep/graphiti), Memory Bank (alioshr/memory-bank-mcp) and Knowledge Graph Memory (shaneholloman/mcp-knowledge-graph), by trust score and then stars. Ranking never uses popularity to change a verdict.
How many memory & knowledge servers only read?
88 of the 330 declare tools that all only read; 108 expose at least one destructive tool.

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