Discover Awesome MCP Servers

CEDAR MCP Server

Enables interaction with the CEDAR (Center for Expanded Data Annotation and Retrieval) metadata repository to fetch templates and retrieve template instances. Supports querying structured metadata and biomedical data annotations through the CEDAR platform.

Mcp-Swagger-Server

A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.

🧠 Telegram Bot MCP Server

Here are a few possible translations, depending on the context you're looking for: * **Bot Telegram untuk server MCP:** This is a general translation that works if you're talking about a Telegram bot *for* an MCP server. * **Bot Telegram server MCP:** This is a more concise translation, implying the bot *is* the server MCP. * **Bot Telegram yang terhubung ke server MCP:** This translates to "Telegram bot that is connected to an MCP server," emphasizing the connection. To give you the best translation, could you provide more context about what you mean by "Telegram bot mcp server"? For example: * What is the purpose of the bot? * What is the MCP server? * What do you want the bot to do with the server?

PocketBase MCP Server

Enables MCP-compatible applications to directly interact with PocketBase databases for collection management, record operations, schema generation, and data analysis.

CTFd MCP Server

Enables interaction with CTFd platforms for Capture The Flag competitions, allowing users to list challenges, read details, manage dynamic Docker containers, and submit flags through natural language.

Gemini Image MCP Server

Enables image generation and prompt enhancement within Claude.ai by leveraging Google Gemini models. It allows users to create visual content in various styles like photorealistic and 3D render directly through natural language.

MCP Keyword Search Server

Enables searching for keywords in files with support for case-sensitive/insensitive matching, returning line numbers, full line content, and match counts for all occurrences.

nuxt-cursor / vite-plugin-mcp

Server MCP membantu model untuk memahami aplikasi Vite/Nuxt Anda dengan lebih baik.

MCP Cloud Services Server

Enables AI assistants to manage multi-cloud resources (AWS, Azure, GCP) including resource operations, cost analysis, monitoring metrics, and security compliance checks through natural language commands.

CSharpMCP

Server mcp berbasis Roslyn untuk mengeksekusi cuplikan kode C# secara dinamis.

Astro Docs MCP Server

Sebuah server MCP yang menyediakan asisten AI dengan akses ke dokumentasi Astro, memungkinkan mereka untuk mencari dan merujuk dokumentasi Astro saat membantu pengguna dengan tugas-tugas terkait Astro.

Trace MCP

Detects schema mismatches between data producers and consumers through static analysis, supporting extraction, comparison, code generation, and automated validation with watch mode for MCP tools, APIs, and service contracts.

MCP Qdrant Server with OpenAI Embeddings

Server ini mengaktifkan kemampuan pencarian semantik menggunakan database vektor Qdrant dan embedding OpenAI, memungkinkan pengguna untuk melakukan kueri koleksi, melihat daftar koleksi yang tersedia, dan melihat informasi koleksi.

MCP Weather Server

Provides real-time weather forecasts and active weather alerts for US locations using the National Weather Service API. It enables users to retrieve detailed local forecasts via coordinates and monitor state-specific weather warnings.

SD Elements MCP Server

Enables interaction with SD Elements security development lifecycle platform through natural language, supporting project management, security countermeasures, repository scanning, threat modeling, and automated survey configuration.

FastAPI MCP Server

Enables interaction with Supabase databases and n8n workflows through a JSON-RPC 2.0 MCP server. Provides database operations, vector search capabilities, and webhook-based workflow automation with secure API token authentication.

Azure DevOps Wiki MCP Server

A Model Context Protocol server that enables AI agents to interact with Azure DevOps wikis, providing capabilities for content search, page management, and hierarchical structure navigation.

Archive Agent

Archive Agent is an open-source semantic file tracker with OCR + AI search (RAG) and MCP capability.

Claude Code MCP Server

Wraps Claude Code as a server using the Model Context Protocol (MCP), allowing teams to interact with Claude Code through a Slack bot interface.

Ayga MCP Client

Provides access to 21+ AI search parsers including Perplexity, ChatGPT, Claude, Gemini, Copilot, Grok, DeepSeek, and traditional search engines through the Redis API, enabling multi-source AI-powered search and information retrieval.

JIRA MCP Server

Enables AI systems to interact with JIRA through natural language, allowing users to retrieve issue details, create new tickets, search using JQL, and access project information.

PDF MCP Server

Enables AI-powered querying of PDF documents using hybrid retrieval (BM25 + vector search) and retrieval-augmented generation, returning structured answers with source citations and confidence scores.

Nostr MCP Server

A Model Context Protocol server that enables AI models to interact with the Nostr network, allowing them to post notes and eventually send Lightning zaps to users.

mcp-server-muscxml

Server MCP untuk referensi MusicXML.

Desktop Commander MCP

Sebuah server yang memungkinkan aplikasi desktop Claude menjalankan perintah terminal di komputermu dan mengedit file melalui Model Context Protocol, menampilkan eksekusi perintah, manajemen proses, dan operasi file tingkat lanjut.

Pitstop

Provides access to Formula 1 data including driver and constructor championship standings with support for current and historical seasons. Enables users to query F1 championship information through natural language with plans for expanded race data and telemetry.

🧠 Vibe Check MCP

Mirror of

Hookmark MCP Server

Provides full access to Hookmark on macOS, enabling users to create and manage bidirectional links between files, URLs, emails, and notes. It supports searching bookmarks, connecting items, and retrieving links from active applications through natural language.

GPT-Image-1 MCP Server

An MCP server that enables high-quality image generation using OpenAI's GPT-Image-1 model with support for style variations and HD quality. It automatically downloads and saves generated images to a local directory as PNG files while managing metadata and batch processing.