Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools, prompts, resources), agent mode, multi-server, model switching, streaming responses, human-in-the-loop, thinking mode, model params config, system prompts, and saved preferences.

AI memory layer — one shared, persistent memory across every AI tool you connect.

Advanced GitLab MCP server

PostMCP core engine - OpenAPI parser, Token Diet, JIT router, and MCP protocol server

DJ Claude — the only music MCP server with multi-agent collaboration

MCP server for JADX-AI Plugin

Open-source self-improving QA agent for software teams. A test harness with memory. Write tests in natural language for web and mobile. agent-qa learns from every run, adapts to UI changes, and catches regressions before you ship.

Test mode for your integrations, built for the way agents build. Local, stateful twins of GitHub, Slack, Stripe, Gmail and Linear, over REST and MCP.

Browser MCP - the browser tool that can stop and ask you. A 2FA code, a CAPTCHA, a choice only you can make: it asks on your own screen, then carries on in the tab you were already signed into. 40 tools, any MCP client, MIT.

The self-improving context engine for coding agents.

An open source MCP and REST server for Malloy semantic models, so AI agents, applications, and BI tools query one governed model instead of raw SQL.

Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.

The fullstack TypeScript framework for MCP and APIs — write one action, serve HTTP, WebSocket, CLI, background tasks, and MCP tools.

A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases

Unreal Engine Vibe Coding tool

Live Amazon marketplace data for AI agents as MCP tools: product details, reviews, keyword search, best-sellers, deals, live offers and stock, and seller profiles across 20 countries. `npx apiguru-mcp` needs only Node 18+ - no Python, no uv, no API key.

Planner/Generator/Evaluator orchestration harness for Claude Code (and Codex)

The official Ruby SDK for the Model Context Protocol servers and clients.

Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.

Composable mathematics tools for agents

Surface customer & prospect context from Slack, email, transcripts and tickets in any MCP client.

One place to manage & connect to all your MCP servers

Persistent memory plugin for Claude Code. Tiered memory system with write gates, correction propagation, and slash commands.

Lightweight Long-Term Memory for LLM Agents.