Development Tools

A weather data server for the Netherlands that provides real-time measurements from KNMI stations, including temperature, wind, and precipitation, by automatically identifying the closest weather station to a given location.

A car customization and racing build management server that allows users to configure vehicle attributes, manage driver personas, and track performance scores using natural language.

A multi-language code intelligence server that indexes codebases to help AI assistants analyze SOLID principles, DRY violations, and security patterns across TypeScript, JavaScript, and Go.

A specialized research server that enhances Brave Search by using Puppeteer to scrape full webpage content and recursively explore linked pages based on user-defined depths.

An orchestration platform for deploying parallel swarms of tool-enabled AI agents to perform complex tasks like code generation, system monitoring, and multi-perspective analysis. It features a unique chunked write pattern that enables the creation of large-scale documents and code files by assembling parallel agent outputs.

The largest open-source directory for Model Context Protocol (MCP) servers, aggregating 8,000+ community-driven servers from multiple sources into a searchable, categorized index.

A specialized MCP server for project management and documentation that uses intent mapping to automatically search relevant sources like roadmaps, backlogs, and task files without manual configuration.

MCP (Model Context Protocol) Server. Provides SQL Server database schema exploration tools for retrieving tables, columns, and relationships through connection strings configured in appsettings.json

A specialized MCP server for compiling Delphi projects that automates complex library path management, parses .dproj files, and filters compiler output into structured error data.

A multi-language code analysis toolkit that provides LLMs with deep context on software health, including complexity, technical debt, churn, hotspots, and defect prediction.

Self-hosted MCP server for hybrid semantic code search and repository intelligence.

A modular digital asset hub and coordination server designed for multi-AI assistant collaboration. It provides local project management, real-time meeting orchestration, and structured resource sharing between different IDE instances and AI agents.

Context-optimized MCP server for web scraping. Reduces LLM token usage by 70-90% through server-side CSS filtering and HTML-to-markdown conversion.

A specialized MCP server for searching and indexing Palo Alto Networks Cortex Cloud documentation and API references with advanced caching and relevance scoring.

A specialized MCP server for interacting with the International Image Interoperability Framework (IIIF), allowing users to fetch manifests and retrieve specific full or cropped image regions for analysis.

A unified threat intelligence and security analysis server that aggregates data from multiple sources like VirusTotal and Shodan while providing automated code, dependency, and infrastructure security scanning.

A bridge to the Iconify API that allows users to search for icons and retrieve SVG code directly through LLMs, streamlining icon integration for developers and designers.

Expose Django admin models to MCP (Model Context Protocol) clients. Add a mixin to your ModelAdmin classes and let AI assistants like Claude perform CRUD operations, execute admin actions, and explore relationships—all respecting Django's permission system.

A modular MCP server that exposes dynamic prompt generation and template assembly tools for AI-driven software development analysis across 31 technology stacks.

A specialized MCP server for validating ARIA roles and attributes using the aria-query library to ensure web accessibility compliance. It provides real-time checks for attribute validity, allowed values, and proper role usage within development environments.

A specialized MCP server for managing Hellō applications, secrets, and logos with built-in developer context awareness for profile and team management.

A comprehensive QA tool that ingests OpenAPI, Postman, or GraphQL specs to auto-generate and execute API and load tests in multiple languages including TypeScript/Playwright and Python/pytest.

A multi-modal transport server that provides trip planning, public transport departures, and location searches via the TripGo API. It enables AI models to calculate routes across various transport modes and retrieve real-time travel information.

A comprehensive collection of Model Context Protocol (MCP) servers categorized by functionality. This repository helps developers and AI enthusiasts discover and utilize the wide array of available MCP servers for various applications.

🧠 Blazingly fast persistent memory for AI assistants. Sub-millisecond SQLite storage with smart tagging, full-text search, and automatic relationships. MCP server + CLI.

A reference implementation of a Model Context Protocol server in .NET providing weather updates, random number generation, and greeting utilities.

A bidirectional integration between Claude Code and Atuin history that captures bash commands executed by the AI and allows Claude to query past terminal history with rich metadata.

🌊 GW150914 MCP Signal Search: AI-powered gravitational wave detection using Model Context Protocol (MCP). Features optimization client, analysis server, and automated parameter exploration for LIGO data.

A comprehensive MCP server for MOCO that enables employee-level access to time tracking, project management, and leave data with secondary AI-driven analysis features.

The official BlindPay MCP server provides global stablecoin payment infrastructure access to AI coding assistants, enabling them to manage receivers, process payouts, and handle virtual accounts.