Discover Awesome MCP Servers

Avro MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Avro (beta): https://www.cdata.com/download/download.aspx?sku=JNZK-V&type=beta

MCP Indexer

Enables semantic code search across multiple repositories using natural language queries. Provides intelligent code discovery, symbol lookups, and cross-repo dependency analysis for AI coding agents.

File System Utility MCP Server

Enables interaction with the local file system and retrieval of system information. Provides tools for listing directories, reading files, getting current time, and basic greeting functionality.

Tesla Tessie MCP Server

Provides access to Tesla vehicle telemetry data via the Tessie API, enabling real-time monitoring of battery status, charging state, climate controls, location, and other vehicle metrics through 30+ tools with intelligent caching.

Knowledge Base MCP Server

Enables AI assistants to manage a personal markdown-based knowledge base with natural language interactions. Supports creating, searching, updating, and organizing notes across categories like people, recipes, meetings, and procedures.

Interactive Voice MCP Server

Enables voice-based interactions with Claude by converting text to speech using Kokoro TTS and transcribing user responses using NVIDIA NeMo ASR, creating interactive voice dialogues.

Amazon Q Custom Prompt MCP Server

Provides custom prompts for Amazon Q by serving markdown files from the local filesystem as prompt templates through the Model Context Protocol.

SSH MCP Server

Enables managing Ubuntu/Linux servers through natural language by establishing SSH connections and executing remote commands. Supports real-time command execution and output through Claude Desktop or Cursor IDE.

Weather MCP Server

Provides real-time weather information for major South Korean cities using the Open-Meteo API. It enables users to check current temperature, humidity, and weather conditions for locations like Seoul and Busan without requiring an API key.

Electronic Markets TR

An MCP server that enables real-time product, price, and stock searching across major Turkish electronic component retailers including Robotistan, Robocombo, Direnc.net, and Robo90. It allows AI models to compare local market data to find the best deals and available components.

Thenvoi MCP Server

Provides seamless integration with the Thenvoi AI platform, enabling AI agents and users to manage agent identities, create and participate in chat rooms, send messages with mentions, post execution events, and manage conversation lifecycles.

OpenAPI to MCP Server

Converts OpenAPI specifications into MCP services with HTTP header passthrough support. Enables interaction with any OpenAPI-compliant service through natural language by dynamically transforming API documentation into MCP tools.

Sitecore Send

Unofficial Sitecore Send MCP Server.

mcp-director

A management tool for Claude Code that optimizes performance by recommending and switching between task-specific MCP profiles. It enables users to dynamically update their configuration to load only the necessary MCP servers for their current session.

CodeSense MCP

Provides semantic code intelligence to help users search, navigate, and analyze entire codebases using plain English. It enables Claude to perform architectural overviews, bug detection, and refactor suggestions through local semantic search and keyword indexing.

Brain-MCP

Provides AI with persistent memory management including short-term memory (FIFO queue), long-term memory (graph-based storage with associations), and thought process management with multiple cognitive modes for continuous learning and reasoning.

Hono Math MCP Server

Enables LLMs to perform basic mathematical operations (add, subtract, multiply, divide) through a Model Context Protocol server built with Hono and deployed on Vercel. Provides type-safe calculator tools that can be accessed by any MCP-compatible client.

Shoplazza MCP Tool

A Cursor-compatible MCP server that retrieves documentation information for Shoplazza LessJS components, including properties, methods, events, and example code.

OpenManager Vibe V4 MCP Server

A natural language-based server analysis and monitoring system that automatically processes user queries about server status and provides detailed responses with visualizations.

MCP-YouTube-Transcribe

Enables fetching transcripts from YouTube videos by searching for videos based on text queries and retrieving either official transcripts or generating them using AI-powered transcription with Whisper when official transcripts are unavailable.

HTTP OAuth MCP Server

A reference implementation for creating an MCP server supporting Streamable HTTP & SSE Transports with OAuth authorization, allowing developers to build OAuth-authorized MCP servers with minimal configuration.

Soccer V3 Scores MCP Server

An MCP server that enables agents to interact with soccer data including scores, matches, players, and teams using the sportsdata.io Soccer V3 Scores API.

gh-mcp

Refined MCP server for GitHub GraphQL API. GitHub's official MCP Server exposes dozens of low-level tools that bloat token usage and are mostly impractical for LLMs. gh-mcp achieves the best of both worlds by providing a single, powerful interface: GitHub GraphQL, wrapped with smart abstractions.

Perplexity Ask MCP Server

Integrates the Sonar API to provide Claude with real-time web-wide research capabilities. Enables conversational web searches through Perplexity's AI-powered search engine for up-to-date information retrieval.

mcp-label-studio: A Label Studio MCP server

Here are a few ways to translate "mcp server for label studio" into Indonesian, depending on the context: **Option 1 (Most Literal):** * **Server MCP untuk Label Studio** This is a direct translation and is generally understandable. **Option 2 (More Common/Natural):** * **Server MCP untuk Label Studio** (This is the same as option 1, but it's the most likely way someone would say it.) **Explanation:** * "Server" translates directly to "Server" in Indonesian. * "MCP" is likely an acronym. It's best to keep it as "MCP" unless you know what it stands for and can translate that. * "for" translates to "untuk". * "Label Studio" is a proper noun and should remain as "Label Studio". Therefore, the best and most natural translation is: **Server MCP untuk Label Studio**

nf-core MCP Server

Memungkinkan pengguna untuk mengelola dan menavigasi repositori pipeline bioinformatika nf-core, memungkinkan operasi daftar, pencarian, dan penjelajahan pada konfigurasi pipeline, alur kerja, dan modul.

Gravity MCP

Enables interaction with WordPress Gravity Forms through natural language, allowing users to manage forms, entries, submissions, and add-on integrations. Provides comprehensive form management capabilities including field operations, entry search/filtering, and secure form submissions with validation.

freshprobe

Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS certificate health, DNS timing, and redirect chains. Returns deterministic FRESH/STALE/UNKNOWN JSON verdicts with policy evaluation and NIST AI RMF mapping.

Integrations MCP

A comprehensive MCP server providing over 390 tools across 66 providers, including major SaaS platforms like GitHub, Slack, and Stripe. It enables AI assistants to interact directly with a wide array of public APIs and utility services through a single interface.