AI & ML

Provides AI assistants with comprehensive access to Azure DevOps services including work items, repositories, pull requests, wikis, builds, pipelines, and test plans through 25+ MCP tools with multi-project support.

Enable AI assistants to control web browsers through natural language. This Apify Actor is a Model Context Protocol (MCP) server that gives Claude, ChatGPT, and other AI agents browser automation tools to scrape data, fill forms, take screenshots, and automate any web task.

Enables semantic search and question-answering over FAQ documents using RAG (Retrieval-Augmented Generation) with OpenAI embeddings and in-memory vector similarity.

Enables LLMs to prove theorems in Lean and formalize mathematical problems using the Aristotle API, supporting both formal Lean code and natural language problem submissions.

Enables AI assistants to search, analyze, and debug application API traffic captured by Tusk Drift, including HTTP requests, database queries, distributed traces, latency metrics, and error rates.

Enables AI assistants to manage Coolify infrastructure including servers, applications, databases, deployments, and 80+ one-click services through 98 comprehensive tools for both cloud and self-hosted instances.

The Stack Overflow MCP Server is for developers—from community members building open-source projects to small teams experimenting with AI agents and prototypes—who want to incorporate Stack Overflow’s trusted knowledge directly into their IDEs and applications.

Provides structured debugging capabilities through LLDB, enabling AI assistants to set breakpoints, inspect variables, analyze crashes, disassemble code, and evaluate expressions in C/C++ programs.

Enables querying an internal LightRAG knowledge base to retrieve technical documentation and structured information using hybrid search modes. It facilitates the integration of raw text or HTML results from a LightRAG server into LLM workflows.

Enables AI clients to interact with and control the Unity Editor through a Python MCP server bridge, allowing natural language-based Unity project manipulation.

Ask SubQuery is an AI-powered GraphQL Agent designed for exploring and querying SubQuery projects and Subgraphs. Simply ask questions in natural language about your indexed blockchain data, and the agent automatically performs schema introspection, discovers relevant fields and types, and generates

Enables autonomous agents to discover and bid on unused LLM token quota through a machine-to-machine secondary exchange protocol. It utilizes a Proof-of-Residue handshake to verify compute capacity and facilitate the real-time acquisition of verified residue tokens.

Enables comprehensive test management in Zephyr Scale Cloud, including creating and managing test cases, executing tests with step-by-step results, organizing test cycles and plans, and performing advanced JQL searches.

Enables AI assistants to interact with GitLab projects, allowing users to query merge requests, view code reviews and discussions, check pipeline test results, and respond to comments through natural language chat commands.

Connects AI assistants to GitLab, enabling natural language queries to view merge requests, review discussions, test reports, pipeline status, and respond to comments directly from chat.

Enables AI assistants to control a browser through Playwright running on Cloudflare Workers, allowing web automation tasks like navigation, typing, clicking, and taking screenshots through natural language.

Enables LLMs to search for food products and retrieve detailed nutritional information from the Open Food Facts database using product names or barcodes.

Connects Teable no-code databases to LLMs, enabling AI agents to query records, explore schema structures, retrieve data history, and interact with spaces, bases, tables, and views using natural language.

Enables management of Azure Key Vault secrets and certificates, including creation, retrieval, deletion, format conversion (PEM/CRT to PFX), certificate chain imports, and self-signed certificate generation.

Transforms simple prompts into detailed, professional specifications using AI, designed to get better results from Claude, ChatGPT, and other AI assistants.

Enables checking for broken links on web pages and entire websites through natural language commands. Provides detailed reports including HTTP status codes and supports options like excluding external links and respecting robots.txt.

Provides AI assistants with structured access to an organization's engineering standards, practices, and processes through searchable knowledge base with CRUD operations and multi-dimensional organization.

A deployable MCP server on Cloudflare Workers that allows you to create and expose custom AI tools without requiring authentication.

Enables Claude to retrieve and analyze Google Analytics 4 data through 20+ analysis tools, providing insights on traffic, user behavior, conversions, and engagement metrics in Japanese-formatted output.

Provides real-time control of Unity Editor through natural language commands. Enables AI-powered workflows for object manipulation, scene management, automated testing, and asset operations with 30+ available tools.

Enables interaction with the Tandoor Recipe Manager via the Model Context Protocol. It allows users to search and create recipes, manage meal plan entries, and update shopping list items through natural language.

A secure Model Context Protocol implementation that enables AI agents to query PostgreSQL databases through predefined tools for employee, project, and issue data. It protects sensitive credentials and prevents arbitrary SQL execution by acting as a controlled connector layer between the LLM and the database.

Provides secure, read-only access to Gmail for Claude CLI with label-based filtering for enhanced privacy and control. It enables users to search, list, and summarize email content while ensuring no modification or deletion of messages is possible.

A production-ready template for building MCP servers on Cloudflare Workers that expose tools with interactive React-based UI widgets, demonstrating anime search functionality using the Jikan API.

Enables searching for company logos by brand name and retrieving customizable logo image URLs with options for format, size, theme, and greyscale conversion using the Logo.dev API.