Discover Awesome MCP Servers

Vitest MCP Server

Enables AI assistants to run Vitest tests and analyze code coverage, supporting test-driven development workflows with tools for test execution and coverage analysis.

cn-food-mcp

Provides comprehensive Chinese food nutrition data with tools to search, compare, and filter foods by nutrient values.

mcp-wikiquote

Enables searching and retrieving sourced quotations from Wikiquote, including page summaries, extracts, and daily featured quotes.

slopweaver

A local-first MCP server that helps Claude Code prioritize your work by searching across your tools like GitHub and Slack.

AstrBot Desire System 2.0

An AI desire-driven system that maintains nine core drive dimensions, generates thoughts and behavior suggestions, and provides tools to inspect and trigger events via MCP.

motherduck-mcp

MCP server for SQL analytics on DuckDB and MotherDuck databases, enabling AI assistants and IDEs to query data via natural language.

DarcyAIMCPServer

A Python-based MCP server that predicts tomorrow's weather. It can be used remotely via uvx or locally with uv.

MCP Container Weather Server

A Docker-based MCP server that provides current weather information for cities worldwide. Enables AI assistants like Claude to fetch temperature, weather conditions, and humidity data through a standardized interface.

Kali Linux MCP Server

Provides secure access to Kali Linux security tools through containerized execution, enabling network scanning, web application testing, and security assessments.

razorpay-mcp

비공식 Razorpay MCP 서버

scryer-mcp

Enables AI agents to read, modify, and build from architecture models, keeping the model as the source of truth for intent and synchronized with code.

mcp-server-stdio

A starter MCP server using StdioServerTransport, providing example tools to check which app runs on a port (macOS) and add two numbers.

ateam-mcp

Connects AI assistants to the ADAS platform, enabling them to build, validate, and deploy multi-agent systems through natural language commands without manual configuration.

Nano Banana MCP

MCP server for Google's Nano Banana image generation models (Gemini). Generate and edit images via natural language.

Liana-MCP

Enables natural language interface for single-cell RNA-Seq analysis using Liana. Supports reading/writing scRNA-Seq data, cell-cell communication analysis, and visualization through circle plots and dotplots.

mcp-server-starter

A small but real MCP server (FastMCP) with inventory management tools and a destructive action that requires human confirmation before executing.

MCP YAML API

A Model Context Protocol server that creates tools from API configurations defined in YAML files, allowing easy integration of external APIs into an MCP ecosystem without coding.

spotify-mcp-server

Connects AI assistants to the Spotify Web API, enabling playback control, search, and recommendations.

AI News MCP Server

Fetches recent AI news from curated RSS feeds, summarizes them with OpenAI, and caches results in AWS DynamoDB for efficient access.

Bulk WhatsApp Validator

Enables validation of single or bulk WhatsApp numbers and retrieval of account metadata, such as business status and profile info, via the Bulk WhatsApp Validator API.

Warden

Warden provides a trusted skill brain for open agents, enabling secure execution of curated, cryptographically-signed skills with sandboxing, trust scoring, and transparency logging, all with zero third-party dependencies.

Omega

Persistent memory for AI coding agents

Feishu/Lark OpenAPI MCP

A toolkit that enables AI assistants to directly call Feishu/Lark API interfaces for automation scenarios like document processing, conversation management, and calendar scheduling.

TokenOracle MCP

Estimates, compares, and controls LLM API costs before agents spend tokens, with tools for cost estimation, model comparison, and budget checking.

yacy-mcp

Enables AI applications to perform web searches using a YaCy search engine instance through the Model Context Protocol.

mcp-gh-pr-mini

GitHub 풀 리퀘스트와 상호 작용하기 위한 최소 MCP (모델 컨텍스트 프로토콜) 서버.

toflow MCP Server

Enables AI assistants to access toflow.ai workspace for prospecting, multi-channel outreach (email, LinkedIn, WhatsApp), sequences, enrichment, CRM, and AI automations.

k6-loadtest-mcp

Turns natural-language API descriptions into runnable k6 load tests, executes them, and returns structured performance metrics for AI-assisted reporting.

Jedox MCP Server

Local MCP server for the Jedox OLAP platform enabling LLM clients to interact with Jedox databases, dimensions, cubes, cells, and rules via natural language.

chatExcel

A Model Context Protocol server for intelligent Excel processing and data analysis, offering tools for reading, validating, executing code, and generating interactive visualizations with Excel files.