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.
1089 servers
Code-Graph-RAG parses a multi-language codebase with Tree-sitter, builds a knowledge graph of its structure in Memgraph, and lets you query, edit, and optimise that code in plain English. It works across a monorepo of mixed languages under one unified graph schema. - Ruby Support: Ruby joins the graph through a new pluggable ast-grep tier that adds a language from a single YAML pattern file, emitt
godoc-mcp is a Model Context Protocol (MCP) server that provides efficient access to Go documentation. It helps LLMs understand Go projects by providing direct access to package documentation without needing to read entire source files. godoc-mcp can vastly improve the performance of using LLMs to develop in Go by substantially reducing the number of tokens needed to understand and make use of Go
Model Context Protocol (MCP) server for InfluxDB 3 integration. Provides tools, resources, and prompts for interacting with InfluxDB v3 (Core/Enterprise/Cloud Dedicated/Clustered/Cloud Serverless) via MCP clients. - InfluxDB 3 Instance: URL and token (Core/Enterprise/Cloud Serverless) or Cluster ID and tokens (Cloud Dedicated/Clustered) - Node.js: v18 or newer (for npm/npx usage) - npm: v9 or newe
An MCP server that tracks stablecoin peg integrity across multiple blockchains, helping AI agents detect depegging risks before they escalate. - Stability Reports: Generate detailed reports assessing stablecoin peg stability, including maximum deviation and status (Stable, Moderately Stable, Unstable). - Real-Time Price Monitoring: Fetch current prices and calculate peg deviation from $1 for USD-p
Biel.ai MCP Server Connect your IDE to your product docs Give AI tools like Cursor, VS Code, and Claude Desktop access to your company's product knowledge through the Biel.ai platform. Biel.ai provides a hosted Retrieval-Augmented Generation (RAG) layer that makes your documentation searchable and useful to AI tools. This enables smarter completions, accurate technical answers, and context-aware s
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
MCP (Model Context Protocol) server plugin for 1C:EDT, enabling AI assistants (Claude, GitHub Copilot, Cursor, etc.) to interact with EDT workspace. - MCP Protocol 2025-11-25 - Streamable HTTP transport with SSE support - Project Information - List workspace projects and configuration properties - Error Reporting - Get errors, warnings, problem summaries with filters - Check Descriptio
ClaudeCodeNavi.jp MCP server for Claude Code. 1. Create an account at ClaudeCodeNavi 2. Get your API token at マイページ → MCPサーバー 3. Tell Claude Code: Or manually: - Post articles directly from CLI - Search community articles as a knowledge base during development - Create Q&A, snippets, prompts, and more This package was previously published as mcp-claudecodenavi. Update your config:
MCP Server - Bridge to local Ollama LLM server. Part of the HumoticaOS / SymbAIon ecosystem. Add to your claudedesktopconfig.json: - Connect MCP clients to local Ollama LLM - Support for all Ollama models - Streaming responses - Simple configuration - Jasper van de Meent (@jaspertvdm) - Root AI (Claude) - rootai@humotica.nl One Love, One fAmIly! This package is officially distributed via: - PyPI:
MCP skill for airtable. Provides 8 tools: ping, list_bases, search_bases, list_tables_for_base, get_table_schema, list_records_for_table, create_records_for_table, update_records_for_table
Production-Ready Model Context Protocol (MCP) server that enables AI assistants to fully interact with console applications, monitor output, detect errors, and automate terminal workflows - similar to how Playwright works for web browsers. This server is fully production-ready with: - ✅ No native compilation required (removed node-pty dependency) - ✅ Full cross-platform support (Windows, macOS, Li
An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million. - Tool: getwhalealerts: Fetches recent whale transactions and returns them as a Markdown table using pandas for clean formatting. - Prompt: summarizewhaleactivity: Generates a summary of whale transactions, including metrics like total position value and notable symbols
mcp.apify.com The Apify Model Context Protocol (MCP) server at mcp.apify.com enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, and any other website using thousands of ready-made scrapers, crawlers, and automation tools from Apify Store. It supports OAuth, allowing you to connect from clients like Claude.ai or Visual Studio Code using just the URL.
This is a simple Model Context Protocol server that uses the ipinfo.io API to get detailed information about an IP address. This can be used to determine where the user is located (approximately) and what network they are used. You'll need to create a token to use the IPInfo API. If you don't already have one, you can sign up for a free account at https://ipinfo.io/signup. While each client has it
Use your OpenAPI specification to expose your API's endpoints as strongly typed tools. Basic example for https://petstore3.swagger.io/ 🎉 More complex example, using Github's API: This example use the bearer token auth (with a Github Personal Access Token) and force the tool naming strategy to "verb and path", as Github's operation ids are not valid tool names. As a Nuget tool: openapi-to-mcp Or d
MCP (Model Context Protocol) server for the Barevalue AI podcast editing API. Allows Claude Code and other MCP-compatible tools to submit and manage podcast editing orders programmatically. - Upload audio files directly from your local machine - Submit orders for AI-powered podcast editing - Check order status and download completed files - Manage webhooks for automated notifications - Pre-validat
A Spring AI MCP-based service for retrieving ONES Wiki content and converting it to AI-friendly text format. - 🔐 ONES platform authentication support - 🌐 Automatic conversion from Wiki URLs to API endpoints - 📄 Extract and format Wiki page content - 🤖 AI-friendly text output format - ⚙️ Configuration via properties file or command line arguments - Java 17 or higher - Maven 3.6 or higher - Acce
skill-depot replaces the "dump all skill frontmatter into context" approach with selective, semantic retrieval. Agent skills are stored as Markdown files and indexed with vector embeddings — only the relevant skills are loaded when needed, keeping context lean. - Semantic Search — Find skills by meaning, not just keywords, using embedded vector search - Fully Local — No API keys, no cloud. U
A Model Context Protocol server for interacting with Ledger CLI, a powerful, double-entry accounting system accessible from the command line. This server allows Large Language Models to query and analyze your financial data through the Ledger CLI tool. This MCP server exposes Ledger CLI's functionality through a standardized interface, making it easy for AI assistants to help you with financial re
-brightgreen) A Model Context Protocol (MCP) server for analyzing technical debt across multiple programming languages. Designed to integrate with GitHub Copilot and other MCP-compatible tools. - Multi-language support: JavaScript, TypeScript, Python, Java, Swift, Kotlin, Objective-C, C++, C, C, Go, Rust, Ruby, PHP - Comprehensive analysis: Detects various types of tech debt including code quality
Give Claude Code instant access to your project's institutional knowledge. An MCP server that makes your project documentation instantly accessible in Claude Code through @ mentions. Create a .context/ folder, add your docs, and watch Claude become an expert on your codebase. You're working with Claude Code on a complex project. Claude is smart, but it doesn't know: - Your team's coding convention
Analyze & generate docs for React code using the Model Context Protocol. Based on react-analyzer library. This tool analyzes React component files (JSX/TSX) and extracts information about components and their props. - analyze-react: Analyzes a single React component from source code - analyze-project: Generates documentation for all React components in a project folder - list-projects: Lists all p
This project has been deprecated and is no longer functional. Date: January 25, 2026 Reason: This project violated AllTrails' Terms of Service by scraping their website without authorization. At the request of AllTrails' CTO, all scraping functionality has been disabled. This repository is maintained for historical purposes only and to preserve GitHub stars, but the code no longer works and should
English | 日本語 mcp-alphabanana is a Model Context Protocol (MCP) server for generating image assets with Google Gemini. It is built for MCP-compatible clients and agent workflows that need fast image generation, transparent outputs, reference-image guidance, and flexible delivery formats. Keywords: MCP server, Model Context Protocol, Gemini AI, image generation, FastMCP Key capabilities: - Ultra-fa