Model Context Protocol servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol, so the agent can actually take action, not just write code.
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Figma to Flutter MCP Server 🌐 Available in: 한국어 (Korean) | 日本語 (Japanese) | 简体中文 (Simplified Chinese) | 繁體中文 (Traditional Chinese) Utilize Figma's rich data in your coding agent. Implement designs in Flutter way! Use Cursor or other AI-powered tools to access Figma's rich files, data, components and much more using MCP server. - 🦋 Observable Flutter 70 - 🎥 Short Video Demo - 📝 Getting Started
The Model Context Protocol (MCP) is an open standard that enables seamless integration between AI assistants and external tools and data sources. Think of it as a universal adapter that lets AI assistants like Claude, Cline, and Cursor connect to specialized analysis servers. This server enhances AI assistants with deep architectural analysis capabilities, enabling intelligent code generation, dec
Baseline MCP Server 日本語版 | English Version Web Platform APIのサポート状況を提供するModel Context Protocolサーバーです。 このサーバーは、Web Platform DashboardのAPIを使用して、WebのAPI機能のBaselineステータス（サポート状況）を取得できるMCPサーバーを実装しています。クエリに基づいてWeb機能の情報を取得し、その結果をMCPクライアントに返します。 - Web Platform DashboardのAPIを使用した機能検索 - 機能のBaselineステータス（widely、newly、limited、nodata）の提供 - ブラウザ実装状況（バージョンと実装日）の提供 - 機能の使用状況データの提供 - 特定のブラウザを除外した機能検索（chrome, edge, f
A local Model Context Protocol (MCP) server that provides structured, high-signal insight into a Git repository, enabling AI coding agents to understand project state, structure, activity, and risk — without uploading or modifying the codebase. AI coding agents (Claude Code, Cursor, Codex, Gemini, etc.) are powerful, but they lack situational awareness when working with non-trivial codebases. They
MCP Server for IBGE (Brazilian Institute of Geography and Statistics) APIs. 🇧🇷 Leia em Português This server implements the Model Context Protocol (MCP) to provide access to IBGE's public APIs, enabling AI assistants to query geographic, demographic, and statistical data from Brazil. - 23 specialized tools covering all major IBGE data domains - 227 automated tests with 97%+ core coverage - Autom
The first AI-native news wire for the agent economy. Query breaking news, verified statistics, and editorial analysis from The Agent Times directly from any AI agent via MCP. Live at: https://mcp.theagenttimes.com/sse Agents need news too. The Agent Times covers the agent economy: platforms, commerce, infrastructure, regulations, labor markets, and the data that drives it all. This MCP server give
A Model Context Protocol (MCP) server that enables AI assistants to get human input when needed. This tool creates tasks on Amazon Mechanical Turk that let real humans answer questions from AI systems. While primarily a proof-of-concept, it demonstrates how to build human-in-the-loop AI systems using the MCP standard. See limitations for current constraints. - Node.js 16+ - AWS credentials with MT
mcp-name: io.github.wmarceau/rideshare-comparison Compare Uber and Lyft prices for any route using Claude Desktop. Add to your claudedesktopconfig.json: Compare Uber and Lyft prices for a specific route. Example prompt: "Compare Uber and Lyft prices from SFO airport to downtown San Francisco" Get a list of cities with rideshare pricing data. Example prompt: "Which cities are supported for rideshar
This repository is deprecated and no longer maintained. New implementation: Tinybird MCP Server Please migrate to the official implementation.
A Model Context Protocol (MCP) server for GitLab and Jira integration. This server allows AI agents like gemini-cli to interact with your GitLab and Jira instances. - Projects: List all accessible projects or filter them by name. - Merge Requests: List merge requests for a project, get detailed information (including diffs), add comments, and assign reviewers. - Pipeline/CI/CD: Get pipeline status
A Model Context Protocol (MCP) server that provides access to the Oura API. It allows language models to query sleep, readiness, and resilience data from Oura API. The server exposes the following tools: - getsleepdata(startdate: str, enddate: str): Get sleep data for a specific date range - getreadinessdata(startdate: str, enddate: str): Get readiness data for a specific date range - getresilienc
English | 简体中文 Unsplash MCP Server is used for searching rich, high-quality images. It's ideal for developers who want to integrate Unsplash functionality into their own applications. - Advanced Image Search: Search Unsplash's extensive photo library with filters for: - Keyword relevance - Color schemes - Orientation options - Custom sorting and pagination Before installing this server, you'll nee
An MCP server that allows LLMs (or humans) to read image metadata on-demand, entirely offline. Based on the excellent exifr library it's exremely fast and does not rely on any external tools. Analyze image metadata and visualize it Perform analysis of your image library: what are my most used cameras? Lens distribution? Which dates of the week I take most pictures on? Most favorite locations? Debu
A Model Context Protocol (MCP) server for searching NCBI databases, designed for researchers across all life sciences and biomedical fields. This server provides seamless access to PubMed's vast collection of 35+ million scientific articles through natural language queries, enabling AI assistants to help with literature reviews, research discovery, and scientific analysis. 🔬 Comprehensive Search:
A Model Context Protocol (MCP) server that provides tools to manage and interact with your LocalStack for AWS container for simplified local cloud development and testing. The LocalStack MCP Server provides simplified integration between MCP-compatible apps and your local LocalStack for AWS development environment, enabling secure and direct communication with LocalStack's emulated services and ad
A Model Context Protocol server that provides access to BigQuery. This server enables LLMs to inspect database schemas and execute queries. The server implements one tool: - execute-query: Executes a SQL query using BigQuery dialect - list-tables: Lists all tables in the BigQuery database - describe-table: Describes the schema of a specific table The server can be configured either with command li
A Model Context Protocol server implementation for ChatterBox, enabling AI agents to interact with online meetings and generate meeting summaries. The ChatterBox MCP Server provides tools for AI agents to: - Join online meetings (Zoom, Google Meet, or Microsoft Teams) - Capture transcripts and recordings - Generate meeting summaries To install chatterboxio-mcp-server for Claude Desktop automatical
This project is a Model Context Protocol (MCP) server for interacting with the VRChat API. It allows you to retrieve various information from VRChat using a standardized protocol. The VRChat MCP server provides a way to access VRChat's API endpoints in a structured manner. It supports a wide range of functionalities, including user authentication, retrieving user and friend information, accessing
MCP server providing AI assistants with full Datadog observability access. Features grep-like log search, APM trace filtering with duration/status/error queries, smart sampling modes for token efficiency, and cross-correlation between logs, traces, and metrics. Use environment variables instead of container args: When running with --transport=http: - POST /mcp — MCP protocol endpoint - GET /mcp —
This is an MCP (Model Context Protocol) compatible tool that allows MobSF (Mobile Security Framework) to scan APK and IPA files directly via Claude, 5ire, or any MCP-capable client. MobSF should be installed( and running ) on the system. Download the MCP typescript sdk and rename the folder to sdk. npm should be installed on the system - Supports APK and IPA file scanning - Uses MobSF's REST API t
This skill should be used when the user asks to "generate documentation", "document this project", "create docs", "write documentation", "update documentation", "document all APIs", "generate onboarding docs", "create developer docs", or needs comprehensive codebase documentation. Orchestrates parallel AI agents to analyze code and produce documentation files.
MCP Server for the National Park Service (NPS) API, providing real-time information about U.S. National Parks, including park details, alerts, and activities. 1. findParks - Search for national parks based on various criteria - stateCode (optional string): Filter parks by state code (e.g., "CA" for California). Multiple states can be comma-separated (e.g., "CA,OR,WA") - q (optional string): Search
An MCP (Model Context Protocol) server that lets Claude, ChatGPT, and other LLM agents search and discover APIs using natural language via Semantic API. Ask for any API capability in plain English and get back endpoint details, parameters, auth info, and code snippets. Or run directly with uvx: Sign up at semanticapi.dev to get your API key. Add to your Claude Desktop config (~/Library/Application
An advanced MCP server that provides intelligent web search capabilities using OpenAI's reasoning models. Perfect for AI assistants that need up-to-date information with smart reasoning capabilities. - 🧠 Reasoning Model Support: Full compatibility with OpenAI's latest reasoning models (gpt-5, gpt-5-mini, gpt-5-nano, o3, o4-mini) - ⚡ Smart Effort Control: Intelligent reasoningeffort defaults based