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.

Ask an AI about this pageGChatGPTCClaudePPerplexityGeGeminiXGrok
More
Cite

Cite this page

ModelsAtlas. “Memory & knowledge MCP servers”. Retrieved 29 Oct 2026. https://modelsatlas.com/mcp/topic/memory/page/14

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

313–330 of 330 · ranked by trust score, then stars

AgentRecall

goldentrii/agentrecall-mcp

✕BLOCK F

Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.

★ 37111 writestdio

AgentRecall

goldentrii/agentrecall-x

✕BLOCK F

Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.

★ 37111 writestdio

AgentRecall

goldentrii/agentrecall

✕BLOCK F

Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.

★ 37111 writestdio

obsidian-tc

The-40-Thieves/obsidian-tc

✕BLOCK F

Obsidian Turbocharged — governed, agent-ready Obsidian MCP server. 163 tools across 31 domains, multi-vault native, pluggable embeddings. TypeScript + Rust. AGPL-3.0-only.

★ 96 destructivestdio

Genkit

firebase/genkit

✕BLOCK F

Open-source framework for building agentic apps in JavaScript, Go, Dart, and Python, built and used in production by Google

★ 6,4521 destructivesse

m3-memory

skynetcmd/m3-memory

✕BLOCK F

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

★ 262 destructivestdio

signetai

Signet-AI/signetai

✕BLOCK F

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.

★ 3052 destructivestdio

AgentDB

ruvnet/agentdb

✕BLOCK F

Vector memory that gets smarter every time your agent uses it.

★ 893 destructivestdio

UniDeX-Agent-Harness

zzoretich/UniDeX-Agent-Harness

✕BLOCK F

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.

★ 22 writestdio

schelling

SchellingAF/schelling

✕BLOCK F

Schelling Add Forward: communication and persistent state for AI agents, over HTTP and MCP, on PostgreSQL.

★ 05 writestdio

EGC

fmarzochi/egc

✕BLOCK F

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.

★ 637 writestdio

Remem

majiayu000/remem

✕BLOCK F

Local-first persistent memory for Claude Code & Codex CLI - Rust CLI, hooks, MCP server, SQLite/SQLCipher, auditable recall for long-running coding work.

★ 321 destructivestdio

knowledge-graph-system

aaronsb/knowledge-graph-system

✕BLOCK F

Kappa Graph — κ(G). A semantic knowledge graph where knowledge has weight. Extracts concepts, measures grounding strength, preserves disagreement, traces everything to source.

★ 1282 destructivestdio

AgenticOS-Workbench

zzoretich/AgenticOS-Workbench

✕BLOCK F

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.

★ 32 writestdio

remembra

remembra-ai/remembra

✕BLOCK F

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.

★ 164 writestdio

xavier

iberi22/xavier

✕BLOCK F

Xavier — Rust vector memory & knowledge graph for AI agents (HTTP/CLI/MCP). Powers SWAL communal context

★ 11 destructive

MisakaNet

Ikalus1988/MisakaNet

✕BLOCK F

📚 A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. | https://misakanet.org

★ 5163 writestdio

Seerai

dralkh/seerai

✕BLOCK F

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.

★ 882 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.

Keep going in your AI

Opens with this page as the source. We add nothing else to the prompt.