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/5

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

97–120 of 330 · ranked by trust score, then stars

Heimdall

lcbcfoo/heimdall-mcp-server

!CAUTION B

Your AI Coding Assistant's Long-Term Memory

★ 1052 destructivestdio

MySQL

guangxiangdebizi/mysql_mcp

!CAUTION B

这是一个功能强大且易用的MySQL数据库MCP(Model Context Protocol)服务器,让你的AI助手可以安全地进行完整的数据库操作,支持多数据库连接管理、增删改查、事务管理和智能回滚功能。

★ 811 destructivestreamable-http

Obsidian Sync

es617/obsidian-sync-mcp

!CAUTION B

MCP server for Obsidian — access your vault from any AI agent, even when your machine is off. Powered by Self-hosted LiveSync.

★ 591 destructivestreamable-http

Distillery

norrietaylor/distillery

✓SAFE B

Team knowledge evaporates daily — pairing sessions, debugging context, architectural rationale lost to Slack. Distillery captures it at the point of creation, connects it into a living graph, and surfaces it conversationally. It monitors feeds, tracks what matters to your projects, and alerts you be

★ 25Not listed in sourcestdio

RTFM

roomi-fields/rtfm

!CAUTION B

The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 22 parsers (incl. EPUB, DOCX, ODT), FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free.

★ 258 readstdio

artel

NicolasPrimeau/artel

!CAUTION B

Your fleet's smart notepad — one that learns. Shared memory your agents write to and get back at the right moment, plus a ledger showing what the work cost and which chores keep getting done by hand. Self-hosted, MIT.

★ 9Not listed in sourcestdio

LLM Wiki

lucasastorian/llmwiki

!CAUTION B

Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !

★ 1,6432 readstreamable-http

TrueMemory

buildingjoshbetter/truememory

✓SAFE B

The memory your AI should have had from the start. Automatic capture, automatic recall, 100% local. One SQLite file, zero cloud. Works with Claude Code, Claude CLI, Cursor, Codex CLI, Gemini CLI.

★ 3791 readstdio

Vera

lemon07r/vera

!CAUTION B

Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with file paths, line ranges, and symbol metadata. Built in Rust.

★ 1186 read

Codesearch

flupkede/codesearch

!CAUTION B

Multi-repo semantic code search MCP server in Rust — hybrid vector + BM25 retrieval, tree-sitter AST chunking, fully offline. For OpenCode, Claude Code, Cursor, and any MCP client.

★ 884 readstreamable-http

OrionBelt Analytics

ralfbecher/orionbelt-analytics

!CAUTION B

Ontology-based MCP server that analyzes database schemas (PostgreSQL, Snowflake, ClickHouse, Dremio) and generates RDF/OWL ontologies with SQL mappings for fan-trap-free Text-to-SQL.

★ 49Not listed in sourcestdio

knowledge-mcp

SterlingJF/knowledge-mcp

!CAUTION B

Plain, structured thinking while you work. It's free, open, and local-first.

★ 11 read

Affine

dawncr0w/affine-mcp-server

!CAUTION B

Model Context Protocol server for AFFiNE. Connect AI assistants to AFFiNE workspaces, documents, databases, and collaboration APIs over stdio or HTTP.

★ 29716 destructivesse

Kept

egroup-labs/kept

!CAUTION B

Search, archive, and recall your AI conversations. ChatGPT, Claude, Gemini, Grok, Kimi. Local-first, MIT licensed.

★ 1442 destructivestdio

seamless

arctop/seamless

!CAUTION B

Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP server, markdown files you own. Hooks for Claude Code and Codex CLI (and their desktop apps).

★ 63 readstreamable-http

nutri

vryahn/nutri

!CAUTION B

Production nutrition-tracking PWA (React, Supabase) built and operated inside Claude Code: production RAG pipeline, hybrid semantic search (pgvector), self-built remote MCP server (OAuth 2.1 + PKCE, RLS-enforced), three-model AI fallback chain, and an LLM eval harness gating every release.

★ 01 destructivestreamable-http

SwarmVault

swarmclawai/swarmvault

!CAUTION B

The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andrej Karpathy's pattern. An Obsidian alternative for personal knowledge management, AI second brain, and durable Claude Code / Codex / OpenClaw memory.

★ 7045 writestdio

OrionBelt

ralforion/orionbelt-analytics

!CAUTION C

Ontology-based MCP server that analyzes database schemas (PostgreSQL, Snowflake, ClickHouse, Dremio) and generates RDF/OWL ontologies with SQL mappings for fan-trap-free Text-to-SQL.

★ 49Not listed in sourcestdio

togomcp

dbcls/togomcp

!CAUTION B

MCP server for life-science knowledge graphs

★ 185 readstdio

agent-memory-server

alvseek/agent-memory-server

!CAUTION C

Munnin — an agent identity server: persistent memory for AI agents (identity, reasoning, episodic, knowledge) plus the procedures for tending it, served over MCP. Apache-2.0, runs locally in 5 minutes.

★ 01 destructivestreamable-http

Mem0

elvismdev/mem0-mcp-selfhosted

!CAUTION C

Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.

★ 1091 destructivesse

devin-memory

Icaro0310/devin-memory

!CAUTION C

Anti-poisoning memory store for agents: provenance, versioning, quarantine gate

★ 13 writestdio

ChatCrystal

zengliangyi/chatcrystal

!CAUTION C

Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill notes, semantic search, tag graph, MCP memory.

★ 581 writestdio

aidimag

AiDimag/aidimag

!CAUTION C

Verified memory for AI coding agents. Every memory carries evidence and is re-verified on every pull — stale beliefs get flagged, not retrieved. MCP + CLI.

★ 11 destructivestdio

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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