MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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MCP memory service for llama-server
MIT -
MCP server for persisting agent long-term memory and step-by-step reasoning traces in SQLite
npm MIT -
MCP Memory Server with DuckDB backend
npm MIT -
mcp-server-memories-offgithub.com/cafe3310/mcp-server-memories-offupdated this year
remember this and that
npm apache-2.0 -
mcp-memory-servergithub.com/foxj77/mcp-memory-serverupdated this year
Persistent shared knowledge graph memory for AI agents via MCP — built for kagent, compatible with any MCP-capable agent framework
MIT ★ 2 -
memory-vault-mcp-servergithub.com/ndp-software/memory-vault-mcp-serverupdated this year
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★ 1 -
MCP server for memory caching and optimization
npm ISC -
MCP Memory Server with Neo4j backend for AI knowledge graph storage
npm MIT -
mcp-memory-servergithub.com/paolino/mcp-memory-serverupdated this year
MCP server for system memory monitoring and process management
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agent-memory-mcp-servergithub.com/aiagentkarl/agent-memory-mcp-serverupdated this year
Persistent memory for AI agents — store, retrieve and search knowledge across sessions
pypi MIT -
memory-mcp-servergithub.com/stilllovee/memory-mcp-serverupdated this year
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JavaScript MCP Server for persistent agent memory — store, retrieve, search knowledge
MIT -
agent-memory-mcp-servergithub.com/AiAgentKarl/agent-memory-mcp-serverupdated this year
Persistent memory for AI agents — store, retrieve and search knowledge across sessions
MIT -
MCP server for memory journal from local photos (iCloud Photos)
pypi mit -
mcp-memory-servergithub.com/beach55607-max/mcp-memory-serverupdated this year
Long-term memory for AI coding agents. Works with Claude Code, ChatGPT, Cursor, Gemini CLI, VS Code Copilot, Windsurf, Claude Desktop, Codex CLI. Deploy once to Cloudflare Workers (free), use everywhere.
MIT ★ 8 -
remote-memory-mcp-servergithub.com/YeomYuJun/remote-memory-mcp-serverupdated this year
Remote Memory MCP Server
MIT -
@mseep/dev-memory-serverstale
MCP server for persistent development memory across projects
npm -
MCP server for memory journal from local photos (iCloud Photos)
pypi mit -
MCP server for enabling memory for AI assistants through a knowledge graph
npm Apache-2.0 -
mcp-duckdb-memory-servergithub.com/IzumiSy/mcp-duckdb-memory-serverupdated this year
MCP Memory Server with DuckDB backend
MIT ★ 59 -
@mseep/server-memorystale
MCP server for enabling memory for Claude through a knowledge graph
npm MIT -
cursor-memory-servergithub.com/TbusOS/cursor-memory-serverupdated this year
A persistent memory system for Cursor IDE — Hooks + MCP hybrid, auto-recall at session start, dual-layer global/project memory, bilingual full-text search.
★ 1 -
An MCP search and memory system for Joplin Notes
ISC ★ 4 -
A slightly-less-basic implementation of persistent memory over MCP using a local knowledge graph.
NOASSERTION -
@ijfw/memory-servergithub.com/ferroxlabs/ijfwupdated this year
Cross-platform persistent memory server for IJFW. 14 MCP tools (memory + admin/update + brain). Works with 15 platforms: 14 via MCP (Claude Code, Codex, Gemini CLI, Cursor, Windsurf, Copilot, Hermes, Wayland, OpenCode, QwenCode, Cline, KimiCode, OpenClaw,
npm MIT -
🧠 Model Context Protocol (MCP) server providing persistent vector & conversational memory for AI agents via PostgreSQL
★ 1 -
An MCP server providing a persistent key-value memory store with semantic search for your agents
npm MIT -
MCP server designed to help you search and analyze your photo library (iCloud - Apple photos)
MIT ★ 25 -
Local-first MCP server for persistent semantic memory, backed by an HNSW vector index and an on-device ONNX embedder
MIT -
@mashware/domain-memory-servergithub.com/mashware/domain-memoryupdated this year
Domain Memory MCP server (stdio). Local-first MCP server that serves the business-domain knowledge of a project to any MCP-compatible agent.
npm Apache-2.0 -
Mem0 Memory Serverno update data
Enable AI agents to store, search, and delete persistent memories across sessions to enhance context retention and recall. Integrate seamlessly with Mem0.ai's cloud or self-hosted Supabase storage for scalable and reliable memory management. Optimize your LLM applications with advanced filtering, semantic search, and flexible storage modes tailored to your needs.
smithery -
@shackleai/memory-mcpgithub.com/shackleai/memory-mcpupdated this year
Persistent memory for AI coding tools. The first MCP-native memory server.
npm MIT -
Memory for your AI agents. Remote MCP (Model Context Protocol) server for storing, retrieving, and semantically searching "memories" on behalf of AI agents
★ 1 -
ai-agent-memory-mcpgithub.com/xiangzi1126/ai-agent-memory-mcpupdated this year
Agent-agnostic persistent memory as an MCP Server (SQLite + Chroma + Markdown)
MIT -
Self-hosted AI agent memory — MCP memory server with durable recall for agents
Apache-2.0 ★ 107 -
multi-memory-mcpgithub.com/DanNsk/multi-memory-mcpupdated this year
Multi-Memory MCP Server
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Enhanced MCP server-memory with ZeroDB cloud persistence and semantic vector search. Drop-in replacement for @modelcontextprotocol/server-memory that stores your knowledge graph in the cloud instead of local JSONL files.
npm MIT -
A memory management server using FastMCP
pypi MIT -
给 AI Agent 的长期记忆库：会遗忘、会弃答、零依赖 · Long-term memory for LLM agents with forgetting curve, abstention, SQLite/WAL, multi-process writes and an MCP server. No vector DB required.
MIT ★ 1 -
MCP server that gives AI agents persistent memory with semantic search
MIT ★ 45 -
Memories — agent-agnostic memory for AI coding agents. MCP server + installer CLI.
npm MIT -
ember-memorygithub.com/attilakiss9000/ember-memoryupdated this year
Experiential Memory Bridge for AI Relationships — an MCP server that preserves the texture of human-AI conversation across sessions
MIT -
MCP server for Ragionex Memory - self-learning memory for AI agents.
npm MIT -
Local-first long-term memory for AI agents. SQLite, offline, zero cloud. MCP server.
MIT ★ 1 -
@cablate/memory-lancedb-mcpgithub.com/cablate/memory-lancedb-mcpupdated this year
MCP server for LanceDB-backed long-term memory with hybrid retrieval (Vector + BM25), cross-encoder rerank, multi-scope isolation, and memory lifecycle management
npm MIT -
flux-memorygithub.com/harsh5i/flux-memoryupdated this year
Self-organizing retrieval fabric for AI memory — deployable MCP server, REST API, and Python SDK
MIT ★ 4 -
local-memory-mcpgithub.com/danieleugenewilliams/local-memory-releasesupdated this year
Local Memory MCP Server - AI-powered persistent memory system for Claude Code, Claude Desktop, Gemini, Codex, OpenCode and other MCP-compatible tools
npm SEE LICENSE IN https://localmemory.co/terms -
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
MIT ★ 926 -
SQLite-backed MCP Memory Server with WAL concurrent safety, FTS5 search, session tracking, task management, and cross-machine bridge sync
MIT ★ 18 -
apex-memorygithub.com/JJerryChoi/apex-memoryupdated this year
Persistent memory MCP server for AI coding agents. Ultra-lightweight (46 kB), cloud sync, works with Claude Code, Cursor, Windsurf. npm install apex-memory
MIT ★ 2 -
A simple MCP server that stores and retrieves memories from multiple LLMs.
MIT ★ 23 -
agent-memorygithub.com/dklymentiev/agent-memoryupdated this year
Persistent memory for AI coding agents. Single binary, instant full-text search, workspaces, MCP server.
MIT ★ 4 -
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
MIT ★ 2 -
MCP memory server: SQLite slot-facts + lossless log, FTS/vectors/graph recall, typed links, atomic batch.
MIT -
MCP server for logging and retrieving memories with context window caching and shared memories
npm MIT -
memory-mcp-litegithub.com/thuupx/memory-mcp-liteupdated this year
A local-first, token-efficient MCP memory server for AI coding clients
★ 4 -
Local-first memory, hybrid RAG, and agent personalization for AI coding agents (OpenCode, Claude Code, Codex, Gemini CLI, Antigravity). MCP server + CLI with persistent context, document ingestion, vector + SQLite FTS5 retrieval, sync, setup, and safe uni
npm MIT -
claudebot-memorygithub.com/solan/claudebotupdated this year
MCP Server for persistent bot memory — stores learnings, preferences, skills and workflows in a local JSON store. Works with any MCP-compatible client (Claude Code, Claude Desktop, Cursor, etc.)
npm MIT -
@gsxrchris/claude-memorygithub.com/cbuntingde/claude-memoryupdated this year
Enterprise-grade Claude Memory MCP Server - persistent, intelligent memory for Claude Code
npm MIT -
agent-memory-rsgithub.com/kensave/agent-memory-rsupdated this year
Comprehensive memory management system for LLM agents implementing episodic, semantic. Built in Rust with MCP server support for Kiro CLI
★ 3