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/7
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
145–168 of 330 · ranked by trust score, then stars
resimind
1105216375-alt/resimind
Neuro-symbolic agents with verified memory. MCP math tools, an algebra repair Skill, and an open challenge. Verify solutions, learn checked rules, and reuse.
Cursor10x
aiurda/cursor10x-mcp
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.
Cursor10x
aurda012/cursor10x-mcp
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.
Kompl
tuirk/kompl
A compounding LLM-wiki, best fit as a personal second brain that organizes and updates itself as it grows, zero upkeep.
Pond
tenequm/pond
Lossless storage and search for AI agent sessions, across every agentic client.
MyKG
senolisci/mykg
MyKG Knowledge Graph Engine: Turn raw files into knowledge graphs with induced ontology
Roampal
roampal-ai/roampal-core
Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
@putervision/state-memory-mcp
putervision/state-memory-mcp
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.
Widemem
remete618/widemem-ai
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.
Callimachus
betabots-llc/callimachus
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.
Cortex
gambletan/cortex
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.
Mimirs
thewinci/mimirs
Local MCP server that gives AI coding agents persistent, searchable memory of your codebase
CodeRAG
jonnoc/coderag
Advanced graph-based code analysis for AI-assisted software development
KnowledgeGraph
n-r-w/knowledgegraph-mcp
MCP server for enabling persistent knowledge storage for Claude through a knowledge graph with multiple storage backends and fuzzy search
Noema
Fail-Safe/Noema
The intentional memory layer for your AI agents.
Mnemosyne-Neural-OS
Mnemosyne-OS/Mnemosyne-Neural-OS
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.
memoria
Kitzkatz/memoria
Local-first, LLM-agnostic memory system — hybrid retrieval (vector + lexical + graph), multi-signal ranking. Runs on 4GB RAM, CPU-only, no cloud.
memex
STiFLeR7/memex
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.
lain
spuentesp/lain
High-performance MCP server for AI coding agents: persistent knowledge graph, blast radius analysis, semantic search. Built in Rust.
KGraph
ajksunkang-aios/KGraph
The Compiler-Aware Operating System Kernel CodeGraph Engine for Token-Efficient Structural Codebase Retrieval
al-buddy-memory
flytomoon/al-buddy-memory
Portable, governed, model-agnostic memory for AI agents: facts invalidated never deleted, raw text as truth, one documented export format.
llm-wiki-monorepo
JeanBaissari/llm-wiki-monorepo
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.
project-mcp
1999AZZAR/project-mcp
An MCP server that acts as a central memory system and workflow guardian for AI agents, featuring knowledge graph capabilities and autonomous guidance prompts.
neurostack
Abhinav1234abhinav/neurostack
Index and search Markdown vaults as knowledge graphs to provide AI agents with persistent, structured long-term memory across sessions.
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