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/7

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

145–168 of 330 · ranked by trust score, then stars

resimind

1105216375-alt/resimind

✕BLOCK D

Neuro-symbolic agents with verified memory. MCP math tools, an algebra repair Skill, and an open challenge. Verify solutions, learn checked rules, and reuse.

★ 100Not listed in sourcestdio

Cursor10x

aiurda/cursor10x-mcp

✕BLOCK D

The Cursor10x MCP is a persistent multi-dimensional memory system for Cursor that enhances AI assistants with conversation context, project history, and code relationships across sessions.

★ 781 writestdio

Cursor10x

aurda012/cursor10x-mcp

✕BLOCK D

The Cursor10x MCP is a persistent multi-dimensional memory system for Cursor that enhances AI assistants with conversation context, project history, and code relationships across sessions.

★ 781 writestdio

Kompl

tuirk/kompl

✕BLOCK D

A compounding LLM-wiki, best fit as a personal second brain that organizes and updates itself as it grows, zero upkeep.

★ 784 readstdio

Pond

tenequm/pond

!CAUTION D

Lossless storage and search for AI agent sessions, across every agentic client.

★ 771 readstdio

MyKG

senolisci/mykg

✕BLOCK D

MyKG Knowledge Graph Engine: Turn raw files into knowledge graphs with induced ontology

★ 7415 readstdio

Roampal

roampal-ai/roampal-core

✕BLOCK D

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.

★ 541 destructivestdio

@putervision/state-memory-mcp

putervision/state-memory-mcp

✕BLOCK D

Persistent, branch-aware workflow state memory MCP server for AI coding assistants. Tracks tasks, accepted decisions, and active blockers to prevent session context bloat and speed up development.

★ 491 readstdio

Widemem

remete618/widemem-ai

✕BLOCK D

Local-first memory layer for LLM apps and agents. Runs offline on Ollama, sentence-transformers and FAISS; OpenAI and Anthropic optional. Importance scoring, contradiction resolution, confidence-aware retrieval.

★ 491 destructivestdio

Callimachus

betabots-llc/callimachus

✕BLOCK D

One local, searchable index of your AI coding-agent history Claude Code, Codex, Cursor, Gemini & more. Keyword + semantic search, MCP server, CLI & VS Code extension.

★ 42Not listed in sourcestdio

Cortex

gambletan/cortex

✕BLOCK D

Memory for AI agents that never leaves your device. Local-first, end-to-end-encrypted, zero-telemetry memory engine (Rust, MCP) — gives Claude & any MCP client persistent cross-session memory.

★ 35Not listed in sourcestdio

Mimirs

thewinci/mimirs

✕BLOCK D

Local MCP server that gives AI coding agents persistent, searchable memory of your codebase

★ 302 destructivestdio

CodeRAG

jonnoc/coderag

✕BLOCK D

Advanced graph-based code analysis for AI-assisted software development

★ 283 destructivesse

KnowledgeGraph

n-r-w/knowledgegraph-mcp

✕BLOCK D

MCP server for enabling persistent knowledge storage for Claude through a knowledge graph with multiple storage backends and fuzzy search

★ 264 destructivestdio

Noema

Fail-Safe/Noema

✕BLOCK D

The intentional memory layer for your AI agents.

★ 223 readstreamable-http

Mnemosyne-Neural-OS

Mnemosyne-OS/Mnemosyne-Neural-OS

✕BLOCK D

A control room for AI memory. Your files and conversations become searchable memory any model you connect can draw on, and you decide what enters, what moves and what leaves. Vaults live on your hardware. Windows, macOS, Linux.

★ 181 destructivestdio

memoria

Kitzkatz/memoria

✕BLOCK D

Local-first, LLM-agnostic memory system — hybrid retrieval (vector + lexical + graph), multi-signal ranking. Runs on 4GB RAM, CPU-only, no cloud.

★ 141 destructive

memex

STiFLeR7/memex

✕BLOCK D

Persistent memory for AI coding agents via MCP: a bitemporal knowledge graph of your codebase, served to Claude Code, Cursor, Gemini CLI, and any MCP client. Tree-sitter and Gemini Flash into Neo4j via Graphiti. 14 MCP tools, hierarchical clusters, three-regime confidence decay.

★ 123 writestdio

lain

spuentesp/lain

✕BLOCK D

High-performance MCP server for AI coding agents: persistent knowledge graph, blast radius analysis, semantic search. Built in Rust.

★ 94 writestdio

KGraph

ajksunkang-aios/KGraph

✕BLOCK D

The Compiler-Aware Operating System Kernel CodeGraph Engine for Token-Efficient Structural Codebase Retrieval

★ 413 read

al-buddy-memory

flytomoon/al-buddy-memory

✕BLOCK D

Portable, governed, model-agnostic memory for AI agents: facts invalidated never deleted, raw text as truth, one documented export format.

★ 31 destructivestdio

llm-wiki-monorepo

JeanBaissari/llm-wiki-monorepo

✕BLOCK D

A production-grade knowledge base operating system — AI agents compile raw sources into persistent, cross-linked Markdown wikis with concurrency control, multi-provider LLM integration, FTS5 search, and community detection. One repo. Any agent. Any machine.

★ 33 writestdio

project-mcp

1999AZZAR/project-mcp

✕BLOCK D

An MCP server that acts as a central memory system and workflow guardian for AI agents, featuring knowledge graph capabilities and autonomous guidance prompts.

★ 35 destructivestdio

neurostack

Abhinav1234abhinav/neurostack

✕BLOCK D

Index and search Markdown vaults as knowledge graphs to provide AI agents with persistent, structured long-term memory across sessions.

★ 2Not listed in sourcestdio

Other jobs

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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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