Awesome MCP Servers

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

A client for Google's Gemma-3 model that enables function calling through MCP.

The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models.

Intelligent code versioning (snapshots) and automatic documentation generator. With CLI, REST API, and MCP support.

A generic server to interact with any REST API, allowing you to query data, create items, and call methods.

A server that uses a Genetic Algorithm to solve maximization problems.

GeneXus 18 MCP server for Claude, Cursor, and AI agents — read, edit, analyze KB objects (transactions, web panels, procedures, SDTs) over the Model Context Protocol.

Converts a USER-STORIES.md file into README, ROADMAP, and SYSTEM-ARCHITECTURE documents for the GenSpec workflow.

Gentoro generates MCP Servers based on OpenAPI specifications.

Retrieves user geolocation information using EdgeOne Pages Functions and exposes it via the Model Context Protocol (MCP).

Retrieves user geolocation information using EdgeOne Pages Functions and integrates it with large language models via MCP.

An MCP server for the gget bioinformatics library, enabling standardized access to genomics tools and databases.

Generates AI images and videos using the GPT4O Image Generator API.

Enables LLMs to autonomously reverse engineer applications by exposing core Ghidra functionality.

An embedded MCP server for Ghidra, exposing program data and reverse engineering functionalities.

Exposes binary analysis data from Ghidra, including functions and pseudocode, to LLMs.

An MCP server for the Ghost blogging platform with Server-Sent Events (SSE) transport support.

An MCP server for the Ghost blogging platform with Server-Sent Events (SSE) support.

Injectable MCP server for AI-driven reverse engineering inside processes

GhostQA sends AI personas through your application — they look at the screen, decide what to do, and interact like real humans. No test scripts. No selectors. You describe personas and journeys in YAML, and GhostQA handles the rest.

Scan projects for over 500 types of secrets using GitGuardian's API to prevent credential leaks.

An MCP Server for the GitHub Actions API, enabling AI assistants to manage and operate GitHub Actions workflows.

An intelligent MCP server that automates the reproduction of GitHub issues for AWS CDK projects.

Repository analysis, issues, pull requests, and code structure exploration

Access GitHub's trending repositories and developers.

Diagnose and fix GitHub Actions workflow failures using the GitHub API.

Model Context Protocol (MCP) server for GitLab — exposes 1006 GitLab REST & GraphQL API operations as MCP tools (28 meta-tools / 43 enterprise), 24 resources, 38 prompts, and 17 completion types for AI assistants. Written in Go, single static binary, stdio and HTTP transport.

Analyzes GitLab merge requests and links them to Confluence documentation.

A Git MCP server that doesn't suck

Interact with the Glide API to build applications from data sources like Google Sheets.

Roslyn-powered C# code analysis server for LLMs. Supports stdio and HTTP transports.