MCP Servers
Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.
TradeMemory Protocol
★ 1,400AI trading memory layer for MT5/forex with 15 MCP tools — store/recall trades, pattern discovery, strategy evolution, and Outcome-Weighted Memory.
Memora
★ 422A lightweight MCP server for semantic memory storage, knowledge graphs, and cross-session context
Mnemo Cortex
★ 142Persistent cross-agent semantic memory for AI agents. Recall past sessions, share knowledge across agents. Multi-agent (isolated writes, shared reads), local-first (SQLite + FTS5), works with any LLM — local Ollama at $0 or cloud APIs like Gemini and OpenAI. Integrations for Claude Code, Claude Desktop, and OpenClaw.
Memento-cmp
★ 123A Three-Layer Memory Architecture for LLMs (Redis + Postgres + Vector) MCP
Projectmem
★ 121projectmem 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
memcord
★ 67Privacy-first MCP server for AI memory management. Save, search & organize chat history with intelligent summarization.
Mnemex
★ 36Mnemex 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.
Robust Long‑Term Memory
★ 31A persistent, human‑like memory system for AI companions
RobotMem
★ 26Persistent memory system for robots. Store, recall and learn from sensor data, motor commands, and experiences across sessions. Fully offline, SQLite + ONNX.
Agentic SWMM
★ 16Eleven MCP servers for reproducible EPA SWMM stormwater modelling — building, simulation, calibration, GIS, climate scenarios, uncertainty, plotting, and modelling memory.
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.
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.
Memory Forensics MCP Server
★ 6Unified Memory Forensics MCP Server - Multi-tier engine combining Rust speed with Vol3 coverage.
Neonia
★ 5The ultimate platform for Autonomous AI Agents. Features include Autonomous Tool Discovery (dynamically finds and executes missing capabilities), Stateful Cloud Memory (remembers cross-session context), Context Packing (saves LLM tokens), and 20+ specialized dev tools.
System Information MCP Server
★ 5Provides real-time system information and metrics, including CPU, memory, disk, network, and process status.
AiPayGen
★ 265+ AI tools as an MCP server. Research, write, code, scrape, translate, analyze, agent memory, workflows. Pay per call from $0.006.
AHME MCP
★ 2Asynchronous Hierarchical Memory Engine
agimem
Hosted MCP server for persistent, shared AI agent memory
humanMCP
Personal MCP server for humans. Publish poetry, essays, listings with Ed25519 signatures. Store skills and memories. Bootstrap session unlocks expert team. Go stdlib only, zero deps.
OmniMem
A self-hosted MCP server that gives AI Agents persistent memory across sessions, projects, and machines.