Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI, Product Hunt. MCP server. 290+ stars.

MCP Toolbox for Databases is an open source MCP server for databases.

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

Backend for AI coding agents on CloudBase — database, auth, functions via Plugin, Skills & MCP.

MCP Server and CLI for Apache Spark History Server. Debug Spark applications from AI agents, scripts, or the terminal.

Give your AI assistant eyes and hands in the Godot editor: scene editing, input injection, deterministic playtesting, and live game state for agents

Instant, accurate Unreal Engine API lookups instead of expensive source file reads, saving your agent tokens, context, and hallucinations.

The simplest desktop client for OpenClaw 🦞 — bridge your Agent to WeChat, Feishu, Slack & Discord in one click. Works with Claude Code, Codex & any LLM. BYOK, Oauth, local-first, chat from your phone 24/7.

Give your AI agent eyes and hands on any desktop — cross-platform accessibility API with MCP server

Persistent session memory for AI coding agents — local-first, with on-device inference, associative recall, and drift detection. Works with Claude Code, Cursor, and Codex.

Use ChatGPT Developer Mode as a local coding agent for your repo through MCP.

Toolkit for Coding Agents to work reliably with repo of any size.

MCP server providing semantic Java code analysis for AI agents. Built on Eclipse JDT with tools for navigation, refactoring, search, and metrics.

The full featured self-hosted Codex gateway, for teams, agents and you

Unofficial MCP server for working with Kagi *without* API access (you'll need to be a customer). Searches and summarizes. Uses Kagi session token for easy authentication. Works well with your agent.

MCP server connecting AI agents to ITASCA FLAC — run continuum simulations through natural conversation

An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.

A memory system using mem0 for AI applications. Enables long-term memory for AI agents as a drop-in MCP server.

MCP server for Denmark's Aula school platform — TypeScript MitID auth, no headless browser. Exposes profiles, calendar, messages, ugeplaner to AI agents (Claude/Cursor/etc) via Model Context Protocol.

An MCP server that allows users to dynamically add custom tools/functions at runtime

The open-source context layer for your AI. Catalog your tables, topics, queues and APIs then expose real metadata to your AI agents.

MCP server for Android device control via ADB and scrcpy — gives AI agents vision and control over Android devices

The engine powering hundreds of thousands of MCP connections 🤖 🔥

MCP server to connect to whoop API