Discover Awesome MCP Servers

QA-MCP: Test Standardization & Orchestration Server

Enables LLM clients to generate standardized test cases, perform quality control with lint scoring, convert to Xray/Jira format, and compose test suites (Smoke/Regression/E2E) with coverage analysis.

MCP Debug Server

An MCP server for debugging Windows processes using WinDbg and CDB. It enables users to attach to processes, manage breakpoints, inspect memory, and control execution flow through natural language.

Enhanced Everything MCP Server

Integrates voidtools Everything search engine with AI assistants to provide lightning-fast file search, GitHub integration, intent-based code research, and spec-driven development tools for Windows.

MCP Demo Project

A demonstration server implementing the Model Context Protocol (MCP) with both STDIO and Server-Sent Events (SSE) support, featuring a word reversal tool that transforms input text by reversing characters.

MantisBT MCP Server

Enables interaction with MantisBT bug tracking systems through the REST API. Supports issue management, project access, user information, and note creation with type-safe operations.

mcp-ClinicalTrial

An MCP server that interacts with the ClinicalTrials.gov API v2 to perform drug safety assessments and adverse event comparisons. It enables users to search for clinical trials, retrieve detailed study information, and analyze safety profiles across various medications and control groups.

wisdomforge

A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for efficient knowledge storage and retrieval.

Stock Analysis MCP Server

A FastMCP-based server that provides tools for analyzing stock market data, including concept sector strength, financial indicators, F10 information, market emotion indicators, and tracking limit-up stocks.

fileai-mcp

The fileAI MCP Server offers a robust set of tools to work with the fileAI file processing pipeline. It allows for uploading files, performing Optical Character Recognition (OCR), classifying documents, and extracting structured data. The server leverages the Model Context Protocol (MCP) to provide

MCP Casambi

Enables control of lights in CASAMBI networks through Bluetooth interface without requiring APIs. Provides direct lighting control and management capabilities through natural language interactions.

Noleemits Vision Builder MCP

Connects Claude Desktop to WordPress sites to manage Elementor pages, Gutenberg content, and Rank Math SEO settings. It enables users to create styled pages, manage section layouts, and perform content updates through natural language commands.

MCP Shell Server

Mirror of

gRPC MCP Server

Enables easy gRPC requests and Protocol Buffer file information retrieval through natural language commands. Supports unary RPCs with SSL, timeout configuration, and response time statistics.

promptspeak-mcp-server

Pre-execution governance for AI agents. 45 MCP tools for hold queues, audit trails, risk scoring, and policy enforcement. Validates agent actions before they execute.

Zerodha Kite MCP Server

Implements a Model Context Protocol server that connects with Zerodha Kite API, allowing users to buy/sell stocks and retrieve holdings and positions information.

Lark MCP

A Model Context Protocol server that enables AI models to perform function calls through Feishu/Lark messaging platform, using your personal account (no bot configuration needed) to create a full-featured AI assistant.

Tafa MCP Server

A production-ready Model Context Protocol server that provides comprehensive file system management capabilities for seamless integration with Claude Desktop.

Lakeflow MCP Server

Enables AI agents to manage Databricks Lakeflow jobs by building and uploading Python wheels and triggering runs with specific arguments. It provides a structured way to orchestrate complex data experiments and monitor execution directly on Databricks clusters.

mcp-open-webresearch

A proxy-aware MCP server that enables web searching across multiple engines and automated markdown content extraction from webpages. It features a deep research agent for recursive searching and synthesis, supporting complex network environments through SOCKS5 and HTTP proxies.

Website Contacts Scraper

Enables scraping of emails, phone numbers, and social profile links from website domains. Supports batch processing of up to 20 domains and can find company websites by keyword/company name.

Excalidraw MCP App Server

Enables users to create and interact with hand-drawn sketches and architecture diagrams directly within chat interfaces using Excalidraw. It leverages the Model Context Protocol to provide interactive HTML visualizations with smooth viewport control and fullscreen editing capabilities.

interactive-mcp

interactive-mcp

Factory Channel Insight MCP Server

Provides comprehensive tools for enterprise searching, channel statistical analysis, and dealer network mapping to help users evaluate market coverage and competitive positioning. It enables detailed industry benchmarking and provides insights into sales strength, brand influence, and distribution efficiency.

Spice MCP

Enables querying and analyzing blockchain data from Dune Analytics with Polars-optimized workflows, including schema discovery, Sui package exploration, and query management through natural language.

3D Cartoon Generator & File System MCP Server

Enables high-quality 3D-style cartoon image generation using Google Gemini AI alongside secure file system operations like reading, writing, and managing directories. It provides a dual-purpose toolkit for creative asset generation and local file management via the Model Context Protocol.

gh-self-reviewer

MCP server tool for self-review of GitHub pull requests

LLM Inference Pricing Research Server

Enables scraping and comparing pricing information for LLM inference services across multiple providers (CloudRift, DeepInfra, Fireworks, Groq) using Firecrawl API and SQLite storage.

MCP Energy Server

Provides access to comprehensive U.S. and international energy data from the EIA API, including electricity, natural gas, petroleum, coal, renewables, CO2 emissions, and energy forecasts.