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/5
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
97–120 of 330 · ranked by trust score, then stars
Heimdall
lcbcfoo/heimdall-mcp-server
Your AI Coding Assistant's Long-Term Memory
MySQL
guangxiangdebizi/mysql_mcp
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。
Obsidian Sync
es617/obsidian-sync-mcp
MCP server for Obsidian — access your vault from any AI agent, even when your machine is off. Powered by Self-hosted LiveSync.
Distillery
norrietaylor/distillery
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
RTFM
roomi-fields/rtfm
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.
artel
NicolasPrimeau/artel
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.
LLM Wiki
lucasastorian/llmwiki
Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !
TrueMemory
buildingjoshbetter/truememory
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.
Vera
lemon07r/vera
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.
Codesearch
flupkede/codesearch
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.
OrionBelt Analytics
ralfbecher/orionbelt-analytics
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.
knowledge-mcp
SterlingJF/knowledge-mcp
Plain, structured thinking while you work. It's free, open, and local-first.
Affine
dawncr0w/affine-mcp-server
Model Context Protocol server for AFFiNE. Connect AI assistants to AFFiNE workspaces, documents, databases, and collaboration APIs over stdio or HTTP.
Kept
egroup-labs/kept
Search, archive, and recall your AI conversations. ChatGPT, Claude, Gemini, Grok, Kimi. Local-first, MIT licensed.
seamless
arctop/seamless
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).
nutri
vryahn/nutri
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.
SwarmVault
swarmclawai/swarmvault
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.
OrionBelt
ralforion/orionbelt-analytics
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.
togomcp
dbcls/togomcp
MCP server for life-science knowledge graphs
agent-memory-server
alvseek/agent-memory-server
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.
Mem0
elvismdev/mem0-mcp-selfhosted
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.
devin-memory
Icaro0310/devin-memory
Anti-poisoning memory store for agents: provenance, versioning, quarantine gate
ChatCrystal
zengliangyi/chatcrystal
Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill notes, semantic search, tag graph, MCP memory.
aidimag
AiDimag/aidimag
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.
Other jobs
By risk
Questions
How do you decide which servers are memory & knowledge servers?
Which memory & knowledge MCP servers rank highest on trust?
How many memory & knowledge servers only read?
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- How do you decide which servers are memory & knowledge servers?
- Which memory & knowledge MCP servers rank highest on trust?
- How many memory & knowledge servers only read?