Discover Awesome MCP Servers

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.

Rust Minidump MCP

Analyzes application crash dumps and extracts debug symbols, transforming Windows minidump files into readable stack traces and providing AI-powered crash analysis to help identify root causes and fix critical issues.

razorpay-mcp

Unofficial Razorpay MCP server

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.

Local Stock Analyst MCP

Provides comprehensive stock intelligence workflows by integrating data from multiple providers for market analysis, technical indicators, and fundamental data. It enables users to perform technical, fundamental, and risk analysis alongside options and news tracking through a unified tool registry.

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.

fred-mcp

Enables querying and retrieving Federal Reserve Economic Data (FRED) including series, categories, releases, sources, and tags, with support for stdio and HTTP transports and bring-your-own-key authentication.

large-repo-mcp-server

A stdio-based MCP server for fast, bounded search and navigation of large code repositories using ripgrep, with tools for project-wide search, symbol lookup, file listing, and code reading.

organon-create-image

MCP server for generating images using Gemini, supporting multiple aspect ratios and both AI Studio and Vertex AI backends.

blog-mcp

자동으로 네이버 블로그 글을 생성하고 발행하는 MCP 서버로, 사진과 간단한 정보를 입력하면 SEO 최적화된 초안을 작성하고 스타일 학습을 통해 개인화된 글을 쓸 수 있습니다.

AskDocs MCP Server

Enables semantic search and retrieval of information from technical documentation PDFs using RAG-powered natural language queries with Ollama embeddings and LLMs.

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.

Weather MCP Server

Enables Claude to query weather information for a specified area using the OpenWeatherMap API.

mcp-gh-pr-mini

GitHubプルリクエストとやり取りするための最小限のMCP（Model Context Protocol）サーバー。

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.

diamond-mcp

Provides diamond education tools for AI assistants, including grading report verification, face-up size estimation, and market price index, all backed by sourced and dated facts.

CrowdStrike Falcon MCP Server

An MCP server that enables interaction with the CrowdStrike Falcon API for managing hosts, detections, IOCs, and security policies. It supports both STDIO and HTTP/REST transport modes for seamless integration with AI clients like Claude and Cursor.

Ollama MCP Wrapper

Enables AI agents to interact with local Ollama models for text generation and tool calling with prompt injection protection.

ASO MCP Server

Enables App Store Optimization research for Google Play Store, including app search, details, reviews, keyword suggestions, and metadata validation.

Firebase Management MCP Server

An MCP Server providing access to Google's Firebase API, allowing natural language interaction with Firebase services and resources.

RuvLTRA MCP Server

Enables parallel code generation and review via MCP with fault-tolerant worker pool, auto-scaling, and SONA self-improvement for robust LLM orchestration.

dns-mcp

Resolves DNS records (A, AAAA, MX, etc.) for a given hostname using Node's built-in dns/promises resolver.

mcp-rag-agent

Enables document-based Q&A with multi-modal RAG, hybrid retrieval, knowledge graph reasoning, and multi-agent orchestration via MCP tools.