AI & ML

A deterministic IVR flow validator that analyzes JSON definitions for structural errors and best practices, featuring a Skybridge widget for interactive visualization in AI clients.

A specialized MCP server that detects AI-generated text from models like ChatGPT, GPT-4, and Gemini via the BACH AI Content Detector API.

A specialized MCP server for Ethereum development and auditing that connects AI agents to Anvil for smart contract analysis, transaction simulation, and blockchain state manipulation.

A comprehensive MCP server that enables AI agents to create and perform music through the Strudel.cc live coding environment, featuring professional pattern generation, real-time audio analysis, and AI-powered composition tools.

A minimal Python package for easily setting up and running MCP servers and clients, allowing functions to be automatically exposed as tools that LLMs can use with just 2 lines of code.

A specialized MCP server for RAG-based retrieval of Standard Operating Procedures (SOPs), featuring semantic search in Italian and English via ChromaDB and multilingual sentence transformers.

A starter template for deploying authentication-free Model Context Protocol (MCP) servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a framework for developers to build and host custom tools accessible from Claude Desktop or Cloudflare AI Playground.

A comprehensive MCP server enabling AI agents to perform full browser automation using Playwright, featuring tools for navigation, interaction, web-first assertions, and accessibility audits.

Provides centralized knowledge management for projects, allowing users to store, search, and maintain project-specific knowledge that persists across sessions.

A production-ready MCP server that empowers AI assistants to manage local file systems, execute permitted shell commands, and interact with system tools like clipboards and application launchers.

Check brand name availability across domains, social handles, trademarks, app stores, and more.

A starter template for deploying remote Model Context Protocol servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a foundation for developers to build and host custom tools that can be accessed by MCP clients like Claude Desktop.

Enables secure access to Columbus School for Girls Veracross portal features including directory searches, calendar events, and lunch volunteer scheduling via browser authentication.

A semantic search MCP server that indexes documentation and local repositories into a ChromaDB vector database using OpenAI embeddings for high-quality information retrieval.

A specialized MCP server that enables AI assistants to search the arXiv research repository, download papers, and perform deep academic analysis via programmatic access.

A local MCP server that integrates the Gurobi optimizer, allowing AI applications to solve complex mathematical programming problems including linear, mixed-integer, and quadratic programming.

A comprehensive MCP server for managing AWS S3 storage, enabling full control over bucket lifecycles, object CRUD operations, and security policy configurations.

Enables AI assistants to fetch, explore, and analyze source code from any Python package on PyPI, including listing files, reading specific code, and searching packages across all published versions.

An MCP server empowering AI agents to track and act across Lista DAO lending vaults.

MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.

Enables access to Idealista API for searching and retrieving property listings across Spain, Portugal, and Italy, supporting homes, commercial properties, offices, and more.

A Cloudflare Workers-based MCP server that interfaces with crt.sh to provide SSL/TLS certificate search, subdomain discovery, and security auditing tools.

MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.

A specialized MCP server for analyzing audio files through numerical fingerprinting, pitch tracking, and visual spectrograms without requiring direct audio playback. It enables AI models to compare audio iterations and detect spectral patterns using token-efficient operations.

An MCP server that enables other AI models (like Claude) to use Google's Gemini models as tools for specific tasks through a standardized interface.

A tool for controlling Spotify playback and managing your music library through natural language, allowing for simple play/pause commands and track management.

An academic research tool that enables searching Google Scholar for papers, author publications, and highly cited works using Model Context Protocol and web scraping.

A flexible MCP server that allows users to securely define and execute arbitrary command-line tools via JSON configuration. It provides a controlled interface for Claude to interact with system utilities through parameter validation, directory scoping, and execution limits.

Enables interaction with fal.ai AI models through MCP, supporting model discovery, content generation, queue management, and file uploads to the fal.ai platform.

GitMCP transforms any GitHub repository or GitHub Pages site into a real-time documentation hub for AI assistants, providing tools for smart search and code retrieval to eliminate hallucinations.