Discover Awesome MCP Servers

trackio-mcp

An MCP server that enables AI agents to observe and interact with trackio experiment tracking, providing tools for managing ML experiments through natural language.

Debug Companion MCP

Enables AI coding agents to debug Python projects by running pytest, extracting failure locations, displaying code context around failures, and optionally requesting fix suggestions from Gemini.

Remote MCP Server

A Cloudflare Workers-based MCP server that enables deployment of custom tools accessible via the Model Context Protocol without authentication requirements.

MCP Specification Server

Provides complete access to Model Context Protocol documentation through an MCP server, allowing LLMs to query specific sections like 'Tools', 'Resources', and 'Authorization' to retrieve comprehensive protocol specifications.

CAD-Query MCP Server

Enables conversational 3D modeling by providing CAD-Query functionality to validate parametric 3D models against criteria and export to STL/STEP formats for 3D printing and CAD applications.

Quick-start Auto MCP

A tool that helps users easily register Anthropic's Model Context Protocol in Claude Desktop and Cursor, providing ready-made MCP tools for RAG, web search, and Dify integrations.

mcp-danish-energy

Provides access to Danish energy data from Energinet, including real-time electricity spot prices, CO2 emissions, and production mix. It enables users to monitor grid status and identify the most cost-effective hours for energy-intensive tasks.

Element-UI MCP Server

Provides comprehensive Element-UI v2.15.14 component documentation including properties, events, and usage examples to help AI assistants generate accurate Vue 2 code.

LocalStack MCP Server

A Model Context Protocol (MCP) server for LocalStack that enables management of local AWS development environments, including container lifecycle operations, infrastructure deployments, log analysis with IAM policy generation, chaos injection, and Cloud Pods state management.

crypto-projects-mcp

crypto-projects-mcp

Elasticsearch MCP Server

Connects to Elasticsearch databases using the Model Context Protocol, allowing users to query and interact with their Elasticsearch indices through natural language conversations.

Antigravity GLM MCP

A bridge between Gemini and GLM-4.5 models that provides 25 tools for automating complex coding tasks, file management, and system operations. It features a security-hardened architecture with sandboxing, persistent memory, and automatic file backups.

Persona MCP

Enables AI to switch between 26+ expert personas on-demand with smart context detection, persona chaining, and 80%+ token savings through 'Submarine Mode' that keeps personas inactive until triggered.

devflow-mcp

A production-ready MCP server that provides AI assistants with comprehensive GitHub developer tooling including PR analysis, code review, changelog generation, dependency auditing, commit summarization, and refactoring suggestions.

OpenSearch MCP Server

A Model Context Protocol server that enables querying and analyzing Wazuh security logs stored in OpenSearch, with features for searching alerts, getting detailed information, generating statistics, and visualizing trends.

HubSpot MCP Server

Enables AI assistants to interact with HubSpot CRM for managing contacts, companies, deals, and sending emails through natural language commands.

Crownpeak DQM MCP Server

Enables quality checking and content management for websites through the Crownpeak DQM CMS REST API. Supports running quality checks, spellchecking, asset management, and checkpoint monitoring with both desktop and cloud deployment options.

Date-time Tools MCP

Provides tools for date-time manipulation, including timezone conversion and arithmetic operations like adding or subtracting time units. It also enables users to retrieve current date, time, and timezone information.

Weather MCP Server

Provides access to US weather data from the National Weather Service API, enabling retrieval of active weather alerts by state and detailed forecasts for specific coordinates.

companylens-mcp

CompanyLens MCP gives your AI assistant access to real corporate data from official government sources. No web scraping, no hallucinations — verified data from SEC EDGAR, UK Companies House, OpenSanctions, and USAspending.gov.

AI Code Review MCP Server

Integrates GitHub repository management and local file system access to enable AI agents to perform code reviews and manage pull requests. It provides tools for listing repositories, retrieving PR diffs, and searching or reading files within a specified workspace.

smartthings-mcp

A lightweight server for Samsung SmartThings, offering tools to manage devices and rooms. Features include room mapping, device listing, status checks, and command execution. #IoT, #Python, #HomeAutomation #Smartthings

OpenStack MCP Server

Một dịch vụ nhẹ và có khả năng mở rộng, cho phép các trợ lý AI thực thi an toàn các lệnh OpenStack CLI thông qua Giao thức Ngữ cảnh Mô hình (MCP).

tavily-mcp-python

Tavily MCP Server implementation that uses fastmcp and supports both sse and stdio transports. It also supports more up to date functionalities of Tavily.

EdgeOne Geo Location MCP Server

Enables AI models to retrieve user geolocation information using EdgeOne Pages Functions through the Model Context Protocol, providing location data in JSON format for context-aware applications.

md-to-pdf-with-mermaid-mcp

An MCP server that converts Markdown files containing Mermaid diagrams into PDF documents by rendering diagrams as SVG images. It provides a specialized tool to automate document conversion while ensuring all visual charts are correctly embedded in the final output.

Strapi MCP Server

Gương của

My MCP Server

A comprehensive MCP server providing arithmetic tools, dynamic file resources for frontend/backend documentation, reusable prompt templates for code review/debugging/testing, and complete development workflow management from requirements to deployment.

CodeGraph CLI MCP Server

A high-performance CLI tool that provides semantic code search, advanced architectural analysis, and codebase indexing with vector embeddings across multiple programming languages. Enables AI assistants to understand and navigate large codebases through graph-based relationships and intelligent code pattern detection.

MCP SCP Server

Enables secure file transfer operations with remote Linux and Windows systems via SCP/SFTP protocols. Supports uploading, downloading, listing, and managing files on remote servers through SSH authentication.