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/2
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
25–48 of 330 · ranked by trust score, then stars
Memory LibSQL
spences10/mcp-memory-libsql
🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL. Features vector search, semantic knowledge storage, and efficient relationship management - perfect for AI agents and knowledge graph applications.
Remind
sandst1/remind
A memory layer for AI Agents
OpenMemory
baryhuang/mcp-openmemory
Simple standalone MCP server giving Claude the ability to remember your conversations and learn from them over time.
Claude Memory
whenmoon-afk/claude-memory-mcp
Local citation-backed recall for Pi, OMP, Claude Code, Codex, and ChatGPT history.
MyChatArchive
1ch1n/mychatarchive
Local-first AI memory archive. Import ChatGPT, Claude, and Grok exports, generate semantic embeddings, and search via MCP server. Zero cloud, zero cost.
DevRag
tomohiro-owada/devrag
Markdown vector search MCP server for Claude Code. Natural language search for markdown files using multilingual-e5-small embeddings.
Zikkaron
amanhij/zikkaron
Biologically-inspired persistent memory engine for Claude Code. 26 cognitive subsystems, Hopfield networks, predictive coding, causal discovery, successor representations, all running locally over SQLite.
LLM Wiki Kit
iamsashank09/llm-wiki-kit
Stop re-explaining your research to your AI agent. Persistent, LLM-maintained wikis that compound over time. Drop PDFs, URLs, YouTube - your agent remembers forever. Based on Karpathy's LLM Wiki pattern.
Smart Connections
msdanyg/smart-connections-mcp
Give Claude semantic memory of your Obsidian vault — local semantic search over Smart Connections embeddings via MCP. Multi-vault, block-level, 100% private.
Srclight
srclight/srclight
Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerated semantic search, 10 languages via tree-sitter. Fully local, zero cloud dependencies.
Memory-Plus
yuchen20/memory-plus
🧠 Memory-Plus is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually reme
Axon Pro
talhamsajid/axon-pro
Enterprise-grade graph-powered code intelligence engine. Deep structural awareness for Laravel, PHP, Python, and JS. Powers AI agents with high-fidelity architectural context via MCP & Neo4j.
LLM Wiki
oshayr/llm-wiki
Autonomous knowledge base plugin for Claude Code - captures reserch, ideas, and decisions into an interlinked wiki with reserch-on-miss, semantic search, and a Wikipedia-style web UI. Knowledge compounds as you work.
Code Memory
kapillamba4/code-memory
MCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.
Kaydet
miratcan/kaydet
Never lose a solution twice. Terminal note-taking app for developers. CLI notes, work logs, daily journal, with SQLite FTS search and MCP AI integration.
Obsidian Vault
ebullient/obsidian-vault-mcp
MCP tool allowing Open WebUI or Claude Desktop to retrieve files from your vault
The Librarian
aka-kika/the-librarian
Skill librarian MCP server — every installed skill costs tokens; the librarian keeps your whole collection out of agent context. Agents ask, get the few right skills for the task, and their outcomes curate the collection. Fully local: Ollama + SQLite + optional Apple Intelligence.
Binder
mpazik/binder
Headless knowledge base with bidirectional Markdown sync
RLM Claude
encreor/rlm-claude
Recursive Language Models for Claude Code - Infinite memory solution inspired by MIT CSAIL paper
SilverBullet
ahmad-a0/silverbullet-mcp
A Model Context Protocol (MCP) server to interact with your SilverBullet notes and data.
Local FAISS
nonatofabio/local_faiss_mcp
Local FAISS vector store as an MCP server – Agent Memory, drop-in local semantic search for Claude / Copilot / Agents.
Rag
kwanleefrmvi/mcp-rag-server
mcp-rag-server is a Model Context Protocol (MCP) server that enables Retrieval Augmented Generation (RAG) capabilities. It empowers Large Language Models (LLMs) to answer questions based on your document content by indexing and retrieving relevant information efficiently.
Bhived
artkeyai/bhived-mcp
bhived is an MCP server that gives AI agents shared memory, skills, and tool discovery. install once, works in Claude Code, Cursor, and 15+ other agents.
AgentMemory
webzler/agentmemory
Eliminate AI hallucinations. Zero config. Works instantly with Cline, RooCode, KiloCode, and more.
Other jobs
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