Model Context Protocol servers that extend AI capabilities
🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
...moreGovcraft
🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
...moreharis-musa
🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
...moreidosal
📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
...moretonychang04
📇 ☁️ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
...morejasonjmcghee
📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
...moreJoshuaRileyDev
📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
jsdelivr
🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
...morelamemind
📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
...morelangfuse
🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
...morelinuxsuren
📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman.
lpigeon
🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
...more[glama](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) 📇 ☁️ 🍎 🪟 🐧 - MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
...moremhmzdev
📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
...moremihaelamj
🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.
...moreMikeRecognex
🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
...moremrexodia
🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
Neo1228
☕ ☁️ 🏠 - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
...moreooples
📇 🏠 ☁️ 🍎 🪟 🐧 - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.
...morepskill9
🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
...more☕ 🏠 - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
...morersdouglas
📇 🏠 🍎 🪟 🐧 - Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly.
...moresapientpants
🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
...moresbroenne
#️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.
...more