mcp Tools

Agents is a multi-harness plugin marketplace for AI coding tools like Claude Code, Cursor, and GitHub Copilot. It solves the problem of fragmented, tool-specific agent ecosystems by providing a central hub for discovering and using skills across different platforms. This project is for developers and teams who use multiple AI coding assistants and want a consistent, extensible set of capabilities available everywhere they work.

AAS Core is a local control plane that puts you in control of AI agent automation. It solves the problem of blind trust by letting your agent discover and select from 2,600+ skills, while you inspect, validate, and approve the final execution plan before any changes are made. It's for developers and teams using AI agents like Claude Code who want to leverage powerful automation while maintaining oversight and safety in their projects.

Graphify transforms any codebase—including its docs, SQL schemas, configs, and PDFs—into a deterministic, queryable knowledge graph. It solves the problem of fragmented, hard-to-navigate software knowledge by creating a single, persistent map of all code and documentation, enabling engineers to get evidence-backed answers and see the impact of changes instantly. It's built for developers and teams in regulated or complex environments who need auditable understanding and want to run the parsing engine fully on-device, without uploading code or relying on vector stores.

Headroom is a context optimization layer that compresses tool outputs, logs, files, and RAG chunks before they reach an LLM. It solves the problem of high token costs and slow response times caused by verbose agent outputs and retrieved data. It's for developers and teams building AI agents, coding assistants, and RAG applications who want to reduce costs and latency without changing model behavior.

Open WebUI is a user-friendly, self-hosted platform that gives you complete control over your AI stack. It solves the problem of vendor lock-in and data privacy by allowing you to connect any AI model (local or cloud) and run it on your own hardware. It's built for developers, enterprises, and the open-source community who want to extend AI with Python, share tools, and protect their data without compromise.

Rea is a platform that uses AI agents to reverse engineer software, from high-level application behavior down to low-level native binaries. It solves the problem of understanding complex, undocumented, or legacy systems by automating the analysis process. This tool is designed for security researchers, software engineers, and developers who need to comprehend, audit, or modernize existing codebases.

openGym is a free, open-source workout tracker you host yourself, putting your training data entirely in your hands. It solves the problem of subscription fees, data privacy concerns, and rigid workout apps by offering guided sessions, intelligent progression, and an optional AI coach that runs on your own infrastructure. It's built for gym-goers who want control, from bodyweight trainees to powerlifters following complex routines.

DBX 是一款仅约 25MB 的轻量级跨平台数据库管理工具，支持 MySQL、PostgreSQL、Redis、MongoDB 等超过 100 种数据库引擎。它解决了开发者和 DBA 需要安装多个臃肿客户端来管理不同数据库的痛点，将连接管理、SQL 编辑、数据操作、结构浏览、AI 助手和 Schema 对比等功能集成于一体。适用于需要高效管理多种数据库的软件开发人员、数据分析师和运维工程师。

Mobile MCP is a Model Context Protocol server that enables AI agents and developers to automate and interact with real iOS and Android devices, emulators, and simulators. It solves the problem of giving LLMs and automation tools direct, platform-agnostic access to mobile environments for development, testing, and scraping. It's for developers, QA engineers, and AI agents who need to build, test, and operate mobile apps without managing physical device labs.

PanWatch 是一个自托管的 AI 盯盘助手，集成了 TradingAgents 多智能体投资决策框架。它解决了投资者需要手动、持续监控多个市场（A股/港股/美股）的痛点，通过实时监控、持仓管理、智能分析和全渠道推送，自动化执行盯盘与决策任务。它适合希望将投资监控流程自动化、智能化，并注重数据隐私与自主控制的个人投资者及交易团队。

codebase-memory-mcp is an MCP server that indexes repositories into a persistent knowledge graph of functions, classes, and dependencies. It solves the problem of AI agents inefficiently reading files one-by-one, enabling structural queries with ~120x fewer tokens. It's for developers and teams using AI coding assistants like Claude Code who need fast, local, and deep codebase understanding.

Strands Harness is an SDK for building, controlling, and deploying production-ready AI agents. It provides a fully assembled, state-of-the-art agent harness with optimized defaults for tools, memory, and context management, so developers can focus on their agent's unique logic instead of infrastructure. It's designed for developers and teams building reliable, controllable AI agents that need to go from prototype to production.

Treg is an OpenRouter for agent tools, providing a unified catalog of 2,630+ endpoints from 47+ providers. It solves the problem of agents needing multiple, expensive, and complex API integrations by offering a single key and standardized interface. It's built for AI agents, developers, and businesses that want to easily equip their agents with capabilities like SEO tracking, social media publishing, and data enrichment.

LibreChat is a comprehensive, self-hostable AI chat platform that solves the problem of fragmented AI tools by bringing conversations from multiple providers into a single, customizable interface. It features advanced agents, code execution, file handling, and enterprise-grade authentication, making it ideal for developers, teams, and organizations seeking a unified, secure, and extensible AI workspace.

O DeskcommCRM é um sistema operacional comercial de código aberto e auto-hospedado. Ele resolve o problema de leads que se perdem no funil, substituindo planilhas e robôs ineficazes por agentes de IA nativos que atendem no WhatsApp, qualificam e registram tudo de forma auditável. É feito para qualquer negócio que vende por chat e quer controle total, sem mensalidade por usuário.

OmniRoute is an open-source AI gateway that provides a single OpenAI-compatible endpoint to access over 350 providers and 1200+ models, including many free options. It solves the problem of vendor lock-in and high costs by automatically routing requests to the cheapest or most available provider with quota-aware fallback. It's built for developers using AI coding assistants like Cursor, Copilot, and Claude Code who want maximum flexibility, reliability, and token savings.

PI-Desktop is a local-first AI coding agent that runs on your desktop. It provides a structured, inspectable environment for developers to work with AI assistants, built on a modular architecture of Electron, Rust, and SQLite. It's designed for developers who want a powerful, extensible, and understandable AI coding workspace that respects boundaries and contracts.

Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.

Hyperframes is a tool that allows you to write HTML and render it as video. It solves the problem of programmatically creating video content without complex video editing software, making it ideal for developers, AI agents, and automated workflows that need to generate visual media on the fly.

Open Science is an AI research workbench that integrates coordinator and specialist agents, Python/R execution, and scientific data connectors into a single desktop workspace. It solves the problem of fragmented research tools by keeping questions, code, execution, and traceable artifacts together in persistent projects for reproducible workflows. It's designed for researchers and scientists on macOS, Windows, and Linux who need a model-agnostic, local-first environment for AI-assisted discovery.

Atlas is a native macOS editor built to manage the work around coding—research, planning, and knowledge—alongside the AI agent threads that turn them into commits. It solves the problem of fragmented workflows by providing a unified planning surface where teams of humans and multiple AI agents can collaborate efficiently. It's for developers and engineering teams who use AI coding assistants like Claude, Codex, and Gemini and want to coordinate their work in a single, local-first application.