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/14
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
313–330 of 330 · ranked by trust score, then stars
AgentRecall
goldentrii/agentrecall-mcp
Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.
AgentRecall
goldentrii/agentrecall-x
Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.
AgentRecall
goldentrii/agentrecall
Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.
obsidian-tc
The-40-Thieves/obsidian-tc
Obsidian Turbocharged — governed, agent-ready Obsidian MCP server. 163 tools across 31 domains, multi-vault native, pluggable embeddings. TypeScript + Rust. AGPL-3.0-only.
Genkit
firebase/genkit
Open-source framework for building agentic apps in JavaScript, Go, Dart, and Python, built and used in production by Google
m3-memory
skynetcmd/m3-memory
Local-first Memory Framework for AI Agents · 99.2% LongMemEval-S retrieval @ k=10 · Supports Claude · Antigravity · LangChain · Hermes · Gemini · OpenCode · OpenClaw · MCP-native and plugins · Hybrid search (FTS5 + vector + MMR) · GDPR · FIPS 140-3 ready · 100% local (fully offline) or cloud capable
signetai
Signet-AI/signetai
Sync and store memories, shared identity files (AGENTS.md, CLAUDE.md), session transcripts, institutional knowledge, and secrets between all of your favorite harnesses and models.
AgentDB
ruvnet/agentdb
Vector memory that gets smarter every time your agent uses it.
UniDeX-Agent-Harness
zzoretich/UniDeX-Agent-Harness
UniDeX Agent Harness: a second brain and supervised Chief of Staff for Claude Code and Codex CLI, with persistent memory, recall and session capture, plus proposals you approve before anything changes. Lives in a plain-Markdown vault, with the UniDeX macOS app as its live dashboard.
schelling
SchellingAF/schelling
Schelling Add Forward: communication and persistent state for AI agents, over HTTP and MCP, on PostgreSQL.
EGC
fmarzochi/egc
EGC gives every AI coding agent the same brain. Shared memory, skills, and live context across Cursor, Claude Code, Copilot, Aider, and 20+ AI coding tools with zero configuration. Every tab, terminal, and AI stays automatically synchronized. One brain. Everywhere.
Remem
majiayu000/remem
Local-first persistent memory for Claude Code & Codex CLI - Rust CLI, hooks, MCP server, SQLite/SQLCipher, auditable recall for long-running coding work.
knowledge-graph-system
aaronsb/knowledge-graph-system
Kappa Graph — κ(G). A semantic knowledge graph where knowledge has weight. Extracts concepts, measures grounding strength, preserves disagreement, traces everything to source.
AgenticOS-Workbench
zzoretich/AgenticOS-Workbench
UniDeX Agent Harness: a second brain and supervised Chief of Staff for Claude Code and Codex CLI, with persistent memory, recall and session capture, plus proposals you approve before anything changes. Lives in a plain-Markdown vault, with the UniDeX macOS app as its live dashboard.
remembra
remembra-ai/remembra
Remembra Relay: one agent stops, the next one already knows. Session handoffs built from git facts, for the next coding agent in any MCP tool, on any machine. MCP server + CLI. MIT.
xavier
iberi22/xavier
Xavier — Rust vector memory & knowledge graph for AI agents (HTTP/CLI/MCP). Powers SWAL communal context
MisakaNet
Ikalus1988/MisakaNet
📚 A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. | https://misakanet.org
Seerai
dralkh/seerai
Zotero AI plugin Research assistant for Zotero 10. Chat with your library, run federated scholarly search, RAG, OCR, systematic reviews, and manage cloud storage. Includes standalone MCP, Agentic capabilities, and skills library.
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Which memory & knowledge MCP servers rank highest on trust?
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