MCP Servers
Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.
memory-mcp
★ 18A simple MCP server that stores and retrieves memories from multiple LLMs.
Volatility3 MCP Server
★ 17Perform advanced memory forensics analysis using Volatility3 via a conversational interface. Requires user-specified memory dump files.
nexus-agents
★ 16Intelligent orchestration platform that routes tasks to the best AI model (Claude, Codex, Gemini, OpenCode) using LinUCB bandits, validates through consensus voting, and learns from outcomes. 29 MCP tools, dev pipeline, 8 memory backends.
Inked
★ 16A memory management server for Claude apps with optional AI-powered search, using local SQLite storage.
Agentic SWMM
★ 16Eleven MCP servers for reproducible EPA SWMM stormwater modelling — building, simulation, calibration, GIS, climate scenarios, uncertainty, plotting, and modelling memory.
Hoofy
★ 15Your AI development companion. An MCP server that gives your AI persistent memory, structured specifications, and adaptive change management — so it builds what you actually want.
Work Memory MCP Server
★ 14Manages work memories and shares context between AI tools using a local SQLite database.
Memory Bank MCP
★ 14A production-ready Model Context Protocol (MCP) server that provides a powerful, vector-native memory bank for AI agents. Built with the Protocol-Lattice Go Agent Framework, this server offers persistent, searchable, and shareable memory with multiple database backends.
Claude Code Buddy (CCB)
★ 14Add persistent project memory and smart task routing to Claude Code. Stop repeating context every session - Claude finally remembers your architecture, decisions, and patterns forever. 100% local, 17 MCP tools.
BrainBox
★ 13Hebbian memory for AI agents — learns file access patterns, builds neural pathways, predicts next tools/files, saves tokens
AXME Code
★ 13Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.
Linksee Memory
★ 13Local-first cross-agent memory MCP. 6-layer structured brain (goal/context/emotion/impl/caveat/learning) with token-saving file diff cache (86% measured savings on re-reads)
operant-mcp
★ 12Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment.
Local Context Memory MCP
★ 12A production-ready persistent memory system for AI agents, offering searchable memory across sessions with semantic search and support for multiple database backends.
XMemo
★ 12User-owned memory for AI agents over remote MCP. Save, search, recall, update, and manage scoped memories across Copilot, Claude, ChatGPT, IDEs, and CLIs.
Claude Code Memory Server
★ 11A Neo4j-based MCP server providing persistent memory and contextual assistance for Claude Code.
Knowledge Graph
★ 11A knowledge graph-driven persistent memory layer for coding agents and LLM workflows.
Longhand
★ 10Persistent local memory for Claude Code, Zero API calls, zero summaries, zero AI deciding what matters.
ScreenHand
★ 10Native desktop + browser automation MCP server with 82 tools — accessibility APIs (macOS/Windows), Chrome DevTools Protocol, anti-detection, memory, jobs, and reusable playbooks.
Hindsight-MemPalace
★ 10Self-hosted long-term memory for AI agents: MCP server with hierarchical recall over pgvector.
Zero-Vector MCP
★ 9A high-performance vector database server for AI persona memory management.
Open-Brain
★ 9MCP memory server that builds a knowledge graph as you capture thoughts. 16 tools. Self-hostable.
ejentum-mcp
★ 9Reasoning Harness for agentic AI: 4 cognitive modes (reasoning, code, anti-deception, memory), 679 engineered abilities served as MCP tools, runtime scaffold injection.
Epitome
★ 8Personal AI memory — gives every AI agent shared, persistent memory of you
anneal-memory
★ 8Two-layer memory for AI agents with an immune system — episodes compress into identity through citation-validated graduation. Zero dependencies, 5 MCP tools.
TideMind
★ 8Open-source AI memory layer — a living knowledge graph across all your AI tools and notes. Local-first, SQLite-backed, MCP-native.
Shared Memory
★ 7Provides shared memory for agentic teams to improve token efficiency and coordination.
mcp-cpp-project-indexer
★ 7Efficient, SQL-backed C++ project indexer designed for large codebases with low memory footprint.
Myco Brain
★ 7Self-hosted memory and knowledge-graph MCP server for AI agents. TypeScript on Postgres 16 + pgvector, 11 brain_* tools. Runs keyless: full-text and semantic search, ingestion, content-hash dedup, provenance via brain_why, and the knowledge graph all work with no API keys via local Ollama. Apache-2.0.
Ayni Protocol
★ 7Visual coordination protocol for AI agents — 22 MCP tools for glyph-based communication with 50-70% token savings, shared memory, governance, and on-chain attestation.