MCP Server Registry

Memchats MCP Server — access your conversation memory from any AI assistant

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

Official Code of Memento: Fine-tuning LLM Agents without Fine-tuning LLMs

MCP server for meme generation, template search, caption rendering, and AI meme creation.

Search and browse a curated gallery of memes, infographics, and visual content.

Self-evolving cognitive memory and context engine for AI agents in Java. Empowering 24/7 proactive agents like OpenClaw with understanding and SOTA performance.

MCP server for MemLab heap snapshot analysis — gives AI coding assistants tools to explore JavaScript heap snapshots, find memory leaks, and identify optimization opportunities

Memlink — MCP server for persistent AI agent memory. Self-hosted, one URL, no cloud.

Memly MCP Server — persistent memory for any IDE

Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation autonomous systems.

Search transcripts and summaries of your meetings, calls, and recordings in Memo AI

Shared memory for all your AI agents, your whole team and every MCP client — save, search, recall.

✨ Self hosted, always-on AI agent platform run in containers. Create multiple bots with long memory, and connect them to Telegram, Discord, Feishu(Lark), Matrix, etc.

2026 swarm Agent 年，swarm Agent 、Agent team、 ai coding、skill、memory、evolve、agentic RL 等 AI Agent集合

The project operating system for AI agents.

MemoryBear Equip AI with human-like memory capability

Local-first context engineering layer for AI agents with feedback capture and failure pattern blocking.

MemoryHub: Kubernetes-native agent memory component for OpenShift AI

Local-first persistent memory for AI agents, with reasoning and formal verification.

Persistent memory and conversation search across multiple AI coding assistants.

Memory Palace is a long-term memory operating system purpose-built for AI Agents.

Give every AI you use one shared, permanent memory. Store once, recall in whichever AI you open.

🧠 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 remember them.

Persistent AI memory shared across Claude, ChatGPT, coding agents, and compatible MCP clients.