AI & ML

A lightweight suite of MCP tools designed for codebase understanding, autonomous task delegation via subagents, and team coordination through built-in chat and todo management.

Enables high-performance access to USPTO Final Petition Decisions API with intelligent context reduction (80-99%), customizable fields, hybrid document extraction (free PyPDF2 + Mistral OCR fallback), and seamless cross-MCP integration for complete patent lifecycle analysis including prosecution history, PTAB challenges, and citation intelligence.

A comprehensive web search, scraping and crawling API for AI that enables LLMs to extract, structure and analyze web data with support for batch processing, autonomous crawling, and specialized parsers.

Enables users to manage Uber advertising campaigns through natural language by providing access to Uber's External Ads API. Supports campaign creation, retrieval, updating, and deletion with comprehensive filtering and configuration options.

A collection of 4 production-ready MCP server examples showcasing interactive HTML components, multi-step UI flows, and session management within ChatGPT.

Domain-agnostic scoring engine for zerotoall protocol. Quadratic weighting, MCP server analysis, and trust evolution.

Enables AI assistants to interact with the Godot game engine by launching the editor, running projects, capturing debug output, managing scenes and nodes, and controlling project execution through a standardized interface.

Enables AI assistants to manage and monitor VergeOS virtualization platforms through natural language, including VM operations, network management, tenant administration, and cluster monitoring.

A persistent memory layer for AI coding assistants that stores architectural decisions, patterns, and codebase context while integrating with Git for automated commit and PR generation.

Enables AI assistants to interact with Fastmail calendars via CalDAV, allowing them to view, create, update, and delete calendar events using natural language.

Enables AI agents to manage Google Tag Manager, Google Search Console, and Google Analytics (GA4) through unified access to tags, search performance data, URL inspection, sitemaps, and analytics reporting.

A simple temporary MCP server for RAGFlow that bridges the gap until an official version is released.

A local meme management server that indexes image files and serves them via an automatic built-in HTTP server for display in chat applications.

Provision real-SIM US phone numbers, receive SMS, and extract OTP codes for AI agents.

Provides AI assistants with tools to grade, generate, and validate UI components against the components.build specification. Supports searching documentation, checking compliance, and generating framework-agnostic accessible components.

A comprehensive MCP server providing tools to query U.S. Energy Information Administration (EIA) data, covering real-time grid operations, electricity retail sales, and natural gas market metrics.

Enables deployment of MCP servers without authentication on Cloudflare Workers, allowing tools to be accessed remotely from clients like Claude Desktop or Cloudflare AI Playground via Server-Sent Events.

Social intelligence for AI agents - Twitter/X, Instagram, TikTok data access and insights. 1.5B+ posts indexed. No API keys, no installation - just add endpoint URL.

Provides cryptographic identity and signing capabilities for AI agents, enabling them to create persistent identities, sign actions with private keys, and allow external systems to verify the authenticity and provenance of agent-initiated operations.

Access 50+ AI-generated book summaries and chapter breakdowns directly in Claude Desktop. Search books by title, author, or ISBN, and get instant access to key insights from business, self-help, and educational books.

Autonomously discovers non-dilutive funding opportunities from Grants.gov, generates AI-powered pitch drafts using Gemini, and integrates with Google Workspace to create email drafts and calendar reminders for grant deadlines.

Enables searching for upcoming academic conferences and events from WikiCFP by keywords, returning detailed information including dates, locations, submission deadlines, and related resources.

Enables read-only interaction with Proxmox homelab VMs and containers, allowing LLM agents to list VMs, monitor status and performance metrics, view snapshots, and check cluster health through natural language queries.

Enables AI assistants to safely interact with PostgreSQL databases through read-only operations, providing schema discovery, table inspection, and query execution capabilities with structured context awareness.

Enables interaction with FreshRSS RSS feed readers through the Google Reader compatible API. Supports feed management, article reading/searching, and marking articles as read or starred.

Provides observability for multi-agent workflows by tracking hierarchical task structure, architectural decisions, reasoning, encountered problems, code modifications with Git diffs, and temporal metrics.

Provides seamless access to the Fake Store API for AI assistants with 18 CRUD tools for managing e-commerce data including products, carts, and users. Perfect for e-commerce demos, testing, and learning MCP development with zero configuration required.

An educational MCP project that integrates Google Gemini with a MariaDB database to perform natural language analysis on automotive data.

Provides AI-powered code intelligence for any codebase using local LLMs and vector search, enabling semantic code search, pattern analysis, and context-optimized code generation with 90% token savings.