Google Search Console Insights with Claude AI for SEOs

Free Google-based web search with structured results, no API keys required, configurable results per query.

通用数据库 MCP 连接器：支持 MySQL、PostgreSQL、Oracle、MongoDB 等 17 种数据库，支持 Claude Desktop、Cursor、Windsurf、VS Code、ChatGPT 等 50+ 平台，用自然语言查询和分析数据

A production-ready runtime framework for agent apps with secure tool sandboxing, Agent-as-a-Service APIs, scalable deployment, full-stack observability, and broad framework compatibility.

Composable, memoryful AI agent framework with native MCP integration and TypeScript-first design for scalable, tool-accessible agents.

A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data.

Modular Entra ID integration with centralized Graph client, enabling granular user, group, app, MFA, and sign-in insights.

Dockerized tool that auto-generates tool definitions from OpenAPI specs, enabling AI agents to securely access APIs described by standard docs.

MCP to interact with Siri Shortcuts on macOS. Exposes all Shortcuts as MCP tools.

swagger-server)** (by zaizaizhao) - This MCP server transforms OpenAPI specifications into MCP tools, enabling AI assistants to interact with REST APIs through standardized protocol

Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the Heurist Mesh network.

告别AI提前终止烦恼，助力AI更加持久

End-to-end documentation to set up your own local & fully private LLM server on Debian. Equipped with chat, web search, RAG, model management, MCP servers, image generation, and TTS.

Easily spin up an MCP Server on Next.js, Nuxt, Svelte, and more

Agent samples built using the Strands Agents SDK.

LLM-powered Agent Runtime with Dynamic DAG Planning & Concurrent Execution

AI agent security scanner. Detect vulnerabilities in agent configurations, MCP servers, and tool permissions. Available as CLI, GitHub Action, ECC plugin, and GitHub App integration. 🛡️

Interacts with tmux sessions to read panes, navigate windows, and execute commands across panes for AI-assisted terminal control.

Lightweight gateway enabling Claude to execute AWS CLI commands through safe, piped workflows in a Dockerized, multi-architecture setup.

MCP-Universe is a comprehensive framework designed for RL training, benchmarking, and developing AI agents for general tool-use.

A parallel Google search MCP that runs multiple keywords in one browser, auto CAPTCHA handling, and returns structured JSON results.

Centralized, remote management of memory bank files across projects with isolation and type-safe MCP access.

PMAT provides zero-configuration AI context generation, multi-language code analysis, and comprehensive quality metrics with governance and automated improvement workflows.

Open-source earning-focused swarm intelligence engine. Self-governing AI collectives (queen, workers, quorum voting) running locally via MCP. Works with Claude Code, Codex, or pay-per-use APIs.