AI & ML

🍎 Build iOS Xcode workspace/project and feed back errors to llm.

A sophisticated Jira MCP server designed for professional software development workflows, enabling comprehensive management of issues, sprints, worklogs, and cross-platform development information.

Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.

A unified search bridge for MCP that integrates Brave Search, Metaso, and Bocha into AI workflows, offering specialized capabilities like location search and academic research.

A discovery and recommendation service that uses natural language queries to help AI assistants find and install appropriate Model Context Protocol (MCP) servers from various registries.

Zero-Config, Fully AI-Managed End-to-End Testing for any code gen platform via Debugg.AI remote browsing test agents.

A Unity Editor extension that enables natural language control over game development workflows, including scene management, asset creation, and build automation via the Model Context Protocol.

RepoMapper uses Tree-sitter parsing and PageRank algorithms to generate intelligent repository maps, helping LLMs navigate complex codebases by prioritizing relevant definitions and files.

A system monitoring MCP server that provides real-time access to CPU, memory, disk, network, and process metrics. It enables LLMs to analyze system performance and host information through an interactive interface.

Lightweight DMARC parser: auto-fetch email reports, visualize compliance in a single all-in-one app

MCP (Model Context Protocol) Server. Integrates ABAP Development Tools API to enable automated code reviews, intelligent transport management, and AI-assisted ABAP development.

A comprehensive Spotify integration for MCP that enables music discovery, playback control, and playlist management using LLM-friendly batch operations and OAuth 2.1 authentication.

A Model Context Protocol server that provides seamless, standardized access to Fast Healthcare Interoperability Resources (FHIR) data from any compatible FHIR server. Designed for easy integration with AI tools, developer workflows, and healthcare applications, it enables natural language and programmatic search, retrieval, and analysis of clinical data.

MCP (Model Context Protocol) Server. Integrates with Vercel's platform to manage deployments, DNS records, domains, projects, and environment variables through natural language interactions without navigating the Vercel dashboard or API.

Query Onchain data, like ERC20 tokens, transaction history, smart contract state.

A toolset that bridges AI agents with VS Code, allowing them to manage projects, view/edit files through diffs, and interact directly with the editor environment via MCP.

Enables Claude Desktop to interact with MySQL, PostgreSQL, and Redis databases using natural language for data querying and schema analysis. It provides a secure interface with a default read-only mode to prevent unauthorized database modifications.

MCP (Model Context Protocol) Server. Integrates WordPress with AI systems to enable automated content creation, site management, and data analysis for WordPress-based websites.

A comprehensive MCP server that bridges CircleCI's CI/CD infrastructure with AI clients, enabling developers to manage pipelines, debug failures, analyze test flakes, and optimize resource usage through natural language.

A specialized MCP client designed to test and interact with MCP servers over HTTP streamable transport, featuring a chat-ui for executing tools and visualizing results.

A multi-dimensional persistent memory system for AI assistants that manages short-term, long-term, episodic, and semantic context across development sessions using a Turso database.

A comprehensive monorepo of 35+ production-ready MCP connectors for popular SaaS tools like GitHub, Slack, and Notion, optimized for use with AI agents like Claude and Cursor.

A comprehensive MCP server providing a standardized JSON interface to manage Plex Media Server, covering libraries, metadata, playlists, and server statistics.

A high-performance codebase analysis server that builds a semantic graph of code using Tree-sitter and SQLite vector storage. It supports hybrid search, impact analysis, and multi-language structural traversal for deep codebase understanding.

A Model Context Protocol (MCP) server implementation for JetBrains YouTrack, allowing AI assistants to interact with YouTrack issue tracking system.

QuantConnect Algorithmic Trading Platform Orchestration MCP - Agentic LLM Driven Trading Strategy Design, Research & Implementation.

A documentation management server that provides AI assistants with curated access to development knowledge, best practices, and real-time updates for various programming categories.

MCP (Model Context Protocol) Server. Integrates with LanceDB to enable natural language querying, insertion, and management of vector data for efficient similarity search and semantic analysis.

MCP (Model Context Protocol) Server. Bridges Ollama's local large language model runner, enabling low-latency access to the LLM while maintaining data privacy and control.

A Model Context Protocol server designed to discover, parse, and validate llms.txt and llms-full.txt files on websites to help LLMs understand site content structure.