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/8
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
169–192 of 330 · ranked by trust score, then stars
memorycrystal
nativist-rossini671/memorycrystal
Store persistent memory for AI agents so every conversation, decision, and session stays informed
Claudex
Mcalesteryahoo411/Claudex
Connect Claude Code interfaces to Codex and native Claude models using a local bridge.
kinjot-mcp
zainzaidi37/kinjot-mcp
jotnow - Save useful agent outputs
Memora
agentic-box/memora
Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.
Compartment
maxfreedompollard/compartment
Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.
AutoMem
verygoodplugins/mcp-automem
MCP client for AutoMem — give Claude, Cursor, Codex, and other MCP tools durable graph+vector memory across conversations.
relay
valtors/relay
MCP server with 40 tools for AI agents. Memory, web fetch, search, file ops, screenshots, and multi-agent coordination in one Go binary.
StashBase
liliu-z/stashbase
An open-source, local-first writing workspace where you can write with Claude Code and Codex, drawing on your own sources and past work.
Hyperweave
inneraura/hyperweave
Visual CLI for agents. Deterministic SVG diagrams, tables, and charts with embedded structured metadata. Zero JavaScript. Renders anywhere markdown does.
SwarmClaw
swarmclawai/swarmclaw
Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory, MCP tools, schedules, delegation, and 23+ LLM providers (Claude, GPT, Gemini, OpenRouter, Ollama). A practical Claude Code and LangChain alternative.
Brain
mordechaipotash/brain-mcp
The recorder for your AI conversations — local-first MCP memory that keeps byte-exact copies of your Claude Code, Codex and Pi sessions (Claude Code deletes its own after 30 days) and answers with a citation or abstains. DuckDB.
Zettelforge
rolandpg/zettelforge
Agentic memory for CTI in Python — STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents
ZettelForge
threatrecall/zettelforge
Agentic memory for CTI in Python — STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents
vault-cortex
aliasunder/vault-cortex
Standalone MCP server for Obsidian vaults — hybrid search, structured memory, task management, files, OAuth 2.1. Run locally, self-host, or one-click deploy for remote access.
corpus
ryanjdillon/corpus
Semantic search and structured query over your own content
Eion
eiondb/eion
Shared Memory Storage for Multi-Agent Systems
agent-memory
Masikomoore/agent-memory
One memory for every AI agent — self-hosted long-term memory over MCP/REST for Claude Code, Codex, Cursor, Gemini CLI, VS Code, OpenClaw, and more.
MindForge
opok-ops/MindForge
Production-grade lifelong memory for AI agents — 4-tier memory, knowledge graph, E2EE, federated P2P, MCP server.
EMET
dreamforgestudiollc/EMET
EMET is an MCP memory server built for ISO 9001 / ISO 13485 document control: persistent, shared memory for AI agents and bot teams. Nothing is deleted; records are superseded, retired and retained. Controlled templates, verified writes, a word-for-word transcript tier, stdio and remote HTTP with OA
samyama-graph
samyama-ai/samyama-graph
Rust graph-vector database: OpenCypher (99.9% of evaluated TCK scenarios pass), vector search, graph algorithms, RESP + HTTP. LDBC SNB Interactive and BI complete; 1B edges on one machine.
RagRabbit
madarco/ragrabbit
Open Source, Self-Hosted, AI Search and LLM.txt for your website
NeuroStack
raphasouthall/neurostack
Local RAG layer and optimizer for your Markdown knowledge base. CLI + MCP server: grounded answers for any AI client, stale-note detection, session harvesting into memories. Local-first.
noted
fabriziosalmi/noted
Desktop app for taking notes in Markdown/HTML, with built-in AI, note links (wikilinks), global search, local history, and Git integration
omneum
cole-h06/omneum
An open-source context evaluator for AI agents.
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