AI & ML

Provides unified development tools including code analysis, debugging, refactoring, documentation, testing, and project automation through multiple LLM providers (KIMI, GLM, OpenRouter). Features agentic audit capabilities with multi-model consensus for finding issues and generating direct fixes.

Enables AI agents to interact with multiple payment providers (Stripe, Paystack) through a unified API. Supports payment initialization, verification, refunds, customer management, and invoicing without requiring knowledge of specific provider implementations.

Enables AI assistants to perform semantic search, manage vectors, and interact with Pinecone vector databases through standardized MCP tools. Supports querying, upserting, deleting vectors and monitoring database statistics for knowledge base operations.

Enables fetching, searching, and analyzing YouTube video transcripts in multiple languages using yt-dlp. Supports timestamp filtering, language detection, and transcript summaries with robust error handling for production use.

Provides access to the Internet Archive Wayback Machine to list snapshots, fetch archived web pages, and search archive.org items. Enables retrieval of historical website content and metadata through natural language queries.

Enables interaction with Tencent Cloud Object Storage (COS) through MCP protocol. Supports file upload, download, deletion, listing objects, and generating temporary signed URLs for cloud storage management.

Enables access to Amplemarket's knowledge base through Pylon's API. Supports searching articles, retrieving full content, and browsing collections with built-in caching for improved performance.

A lightweight MCP server for integrating with the Whoop API v2. Built for use with Claude Desktop and other MCP clients.

Omnispindle is the coordination layer of the Madness Interactive ecosystem. It provides standardized MCP tools for todo management, lesson capture, and cross-project coordination that AI agents can use to actually get work done.

Enables reflective thinking and memory storage with support for multiple AI providers (OpenAI, Anthropic, Gemini, Ollama) or local fallback. Stores contextual memories locally and provides tools for reflection, questioning, note-taking, and summarization across different conversation keys.

Enables searching and reading books from your Calibre ebook library through MCP. Supports title, author, and full-text search across multiple formats with lightweight Windows-optimized implementation.

Enables semantic search and contextual conversations with your Calibre ebook library using vector-based RAG technology. Supports project-based organization, multi-format book processing, and OCR capabilities for enhanced content extraction and retrieval.

Enables Claude Web to interact with Google Docs through a remote HTTP-based MCP server. Provides scalable document operations including creation, editing, and management with service account authentication.

Provides AI agents with persistent memory and knowledge management through a comprehensive knowledge graph platform. Enables storing, searching, and managing entities, relationships, and observations with advanced features like trending analysis and smart ranking.

Enables AI agents to perform e-commerce operations including product search, budget-constrained shopping recommendations, and sustainability analysis. Includes a secure HTTP bridge with OAuth integration and observability features for production deployment.

Enables interaction with WorkFlowy's outline and task management system through 8 comprehensive tools. Supports creating, updating, searching, and managing hierarchical nodes and tasks with high-performance async operations.

Enables AI assistants to perform detailed DNS reconnaissance through natural language requests. Retrieves comprehensive DNS record information including subdomains, mail servers, and DNS infrastructure details using the DNSDumpster API.

A Docker-containerized MCP proxy that provides AI image generation, text generation, vision analysis, and text-to-speech capabilities through REST endpoints using Pollinations AI services. Enables multimodal AI interactions including image creation, transformation, OCR, and audio generation through standard HTTP APIs.

Enables semantic search through markdown documentation in code repositories using AI embeddings. Provides intelligent document chunking and similarity-based search to help users find relevant documentation based on meaning rather than just keywords.

Enables AI assistants to control Universal Robots through real-time connection management, status monitoring, and precise joint/linear motion control. Provides safe robot operation with built-in collision detection and simulation mode for development without physical hardware.

AI-powered Jenkins pipeline intelligence platform with natural language interface. Provides comprehensive pipeline analysis, failure prediction, optimization suggestions, and automated Jenkinsfile reconstruction using Model Context Protocol (MCP) integration.

Provides general-purpose utility tools for Computer Agent ecosystem integration, including meeting data downloads from Read.AI platform and server status monitoring. Currently supports basic utility operations with planned expansion for more productivity tools.

Enables querying and analysis of SEC filing documents through natural language. Uses Pinecone vector search with document summarization to help users retrieve and understand financial filings for various companies.

Enables checking WCAG color contrast ratios and accessibility compliance between color pairs. Helps determine optimal text colors for backgrounds and validates color combinations meet accessibility standards.

Enables Claude and other MCP-compatible tools to communicate with OpenAI's GPT models (GPT-5, GPT-5-mini, o3) with conversation history and session management. Features advanced controls like reasoning effort settings, token tracking, and parallel conversation sessions for efficient AI workflows.

Enables access to Yaizu City's open data and smart city APIs through Claude Desktop. Provides tools for searching facilities, retrieving city data, accessing disaster information, tourism data, and other municipal services.

A TypeScript-based MCP server that provides two tools for chatting with Mistral AI models, supporting both text-only conversations and image+text inputs.

An MCP server that provides easy setup and configuration for multiple AI development environments including Claude Desktop, VS Code, and Windsurf. Offers automated installation scripts and manual configuration options for seamless integration across different MCP-compatible clients.

Enables comprehensive E\*TRADE integration with OAuth authentication, account management, risk calculations, watch lists, and trading operations. Includes built-in risk management guardrails, portfolio tracking, market data access, and trading validation for safe automated trading operations.

Enables users to play a number guessing game through a remote MCP server deployed on Google Cloud Run. The server tracks game state per user and maintains conversation logs for an interactive guessing experience.