MCP Servers

MCP Memory Keeper

★ 128

A server for persistent context management in Claude AI coding assistants, using a local SQLite database for storage.

Memento-cmp

★ 123

A Three-Layer Memory Architecture for LLMs (Redis + Postgres + Vector) MCP

Projectmem

★ 121

projectmem is a local-first memory layer for AI coding agents (MCP server) — it captures issues, attempts, fixes, and decisions, then warns at git commit before you repeat a mistake. Python, runs locally, works with Claude, Cursor, Antigravity, and Codex

ogham-mcp

★ 110

Persistent shared memory for AI agents. Hybrid search (pgvector + tsvector), knowledge graph, cognitive scoring - 97.2% Recall@10 on LongMemEval

Mem0 MCP

★ 97

Integrates with Mem0.ai to provide persistent memory capabilities for LLMs, supporting cloud, Supabase, and local storage.

mem0-mcp-selfhosted

★ 96

Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.

trace-mcp

★ 91

Framework-aware code intelligence server that builds a cross-language dependency graph from source code — 53 framework integrations across 68 languages, 100+ tools for navigation, impact analysis, refactoring, and session memory with up to 97% token reduction.

Lara Translate

★ 90

Translate text with language detection, context-awareness, and translation memories using the Lara Translate API.

Agentic Tools

★ 86

Provides AI assistants with advanced task management and memory capabilities using local JSON file storage.

Cursor10x MCP

★ 80

A memory system for the Cursor code editor, providing persistent context awareness for Claude via a Turso database.

Link

★ 80

Local Markdown memory for AI agents

Sverklo

★ 76

Local-first code intelligence MCP server. Hybrid BM25 + ONNX vector search, symbol-level impact analysis, diff-aware PR review with risk scoring, and persistent memory tied to git state. 20 tools, MIT licensed.

BrainCTL

★ 76

Persistent memory for AI agents. Single SQLite file, 192 MCP tools. FTS5 search, knowledge graph, session handoffs, write gate. No server, no API keys, no LLM calls.

search-scrape

★ 68

Self-hosted Stealth Scraping & Federated Search for AI Agents. A 100% private, free alternative to Firecrawl, Jina Reader, and Tavily. Featuring Universal Anti-bot Bypass + Semantic Research Memory, Copy-Paste setup

memcord

★ 67

Privacy-first MCP server for AI memory management. Save, search & organize chat history with intelligent summarization.

OpenExp

★ 58

Q-learning memory for Claude Code. Persistent memory that learns which context helps you get work done. Memories that lead to productive sessions (commits, PRs, tests) earn higher retrieval rank automatically. 16 MCP tools, hybrid BM25 + vector + Q-value scoring, local-first with Qdrant + FastEmbed.

DuckDB Knowledge Graph Memory

★ 57

An MCP memory server that uses a DuckDB backend for persistent knowledge graph storage.

Memory-Plus

★ 57

a lightweight, local RAG memory store to 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 remember them.

Data Structure Protocol (DSP)

★ 56

Graph-based long-term memory skill for AI (LLM) coding agents — faster context, fewer tokens, safer refactors

NexNex

★ 53

Organizational context & memory for AI agents. Connect 100+ tools into one knowledge graph via 47 MCP tools.

Knowledge Graph Memory Server

★ 52

Enables persistent memory for Claude using a knowledge graph stored in local JSON files.

Volatility MCP

★ 49

Integrates Volatility 3 memory analysis with FastAPI and MCP, exposing memory forensics plugins via REST APIs.

BrainFlow - Shared Team Memory - MCP

★ 48

Your company's brain, connected to Claude, ChatGPT, Gemini, Cursor, and VS Code. Turn your team's email history into shared memory that any AI assistant can query with natural language.

widemem.ai

★ 47

Open-source AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization

roampal-core

★ 45

Persistent memory for Claude Code with outcome-based learning. Tracks what helped vs failed, auto-injects context via hooks.

MIE - Memory Intelligence Engine

★ 42

Persistent knowledge graph MCP server that gives AI agents shared memory across sessions and providers. Stores facts, decisions, entities, and events with typed relationships.

MCP Kanban Memory

★ 40

Manage complex AI agent workflows with a Kanban-based task management system.

Engram

★ 40

Persistent memory layer for AI agents with semantic search, consolidation, and cross-session intelligence via MCP.

Volatility MCP Server

★ 38

An MCP server for memory forensics using the Volatility 3 framework.

Mnemex

★ 36

Mnemex is a Python MCP server that provides AI assistants with human-like memory dynamics through temporal decay and natural spaced repetition, storing memories locally in human-readable JSONL and Markdown formats.