AI & ML

A token-efficient MCP server for exploring GitHub repositories using tree-sitter AST parsing to extract symbol signatures and summaries. It enables users to search and retrieve specific code components while significantly reducing token consumption compared to raw file dumps.

Connects AI coding assistants to Gaffer test history and coverage data to analyze project health, debug failures, and identify untested code areas. It enables tools to track test stability, cluster failures by root cause, and monitor code coverage trends across projects.

Enables real-time voice-to-text order processing and chicken business management through WebSocket connections and REST APIs. Supports inventory tracking, sales parsing, stock forecasting, and note collection with AI-powered transcript correction and structured data extraction.

An MCP server for building, validating, and publishing Ice Puzzle levels with AI assistants, featuring integrated solver feedback and quality checks. It provides over 60 tools for level design, difficulty analysis, and benchmarking AI performance on design tasks.

A comprehensive MCP server for interacting with USCardForum, providing deep integration with Discourse-based community data including discovery, reading, user research, and authenticated actions.

Enables AI assistants to read, write, and format Google Spreadsheets through the Model Context Protocol. It supports comprehensive operations including data retrieval, sheet creation, and cell formatting using natural language commands.

Enables domain name availability checking through DNS and WHOIS lookups with confidence scoring. It supports searching across alternative TLDs and generating domain name variations for branding purposes.

A comprehensive MCP server for managing Better-Auth integrations, offering automated setup, migration tools from Auth.js, and security testing features for web applications.

Enables AI assistants to manage Fusebase workspaces by providing 46 tools for handling pages, tasks, folders, and organizational administration. It features a two-tier tool system and secure session management using reverse-engineered internal endpoints.

Universal Adapter Protocol for controlling robots, IoT devices, and hardware from AI agents. Supports Raspberry Pi, Arduino, NVIDIA Jetson, ESP32, and robotic arms (Amber B1, Lucid One). Features mesh networking, auto-discover Installation pip install regennexus PyPI https://pypi.org/project/r

Enables users to extract, search, and analyze YouTube video transcripts directly within MCP-compatible clients. It supports advanced features like time-chunked summaries, keyword searching with surrounding context, and batch processing for multiple videos.

An MCP server that enables AI agents to read, create, and modify Google Spreadsheets through actions like editing cells and managing sheets. It features a specialized handoff protocol to synchronize tasks and state between different LLMs using a shared spreadsheet log.

An MCP server that generates comprehensive AI-powered investor pitch decks for startups and businesses. It produces structured content for slides covering problem statements, market opportunities, and business models based on specific company inputs.

Prevents your AI from breaking code by revealing hidden file dependencies through git forensics.

An MCP server that repurposes text or URL content into platform-optimized posts for Twitter, LinkedIn, Instagram, and newsletters using AI. It enables users to automatically transform articles and blog posts into engagement-ready social media threads and professional captions.

Provides access to the French e-phy catalog for detailed information on pesticides, fertilizers, and other phytosanitary products. It enables users to search for products, retrieve authorized usage specifications, and check the approval status of active substances.

An MCP server that enables AWS S3 bucket management, allowing users to list and interact with cloud storage directly through MCP-compatible applications.

Provides distraction-free access to YouTube by allowing AI assistants to retrieve subscribed channels, latest videos, and transcripts without algorithmic recommendations. It enables searching within subscriptions and direct reading of video content through simple browser cookie authentication.

Mob is an AI-first personal CRM that enables users to manage contacts, relationships, and activities entirely through natural language via the Model Context Protocol. It allows for tracking life events, reminders, and notes using a local SQLite database or an ephemeral session mode.

An AI-powered server that generates realistic, customizable customer testimonials with specific tones, roles, and performance metrics. It enables users to create authentic social proof content through simple natural language prompts.

A privacy-focused MCP server that integrates with the Brave Search API to provide web and local search capabilities for research and information retrieval.

Automates job searching and initial communication on the Boss Zhipin platform by parsing resumes and matching them with relevant job listings. It includes anti-bot detection features and supports automated messaging to HR representatives through various MCP clients.

Provides comprehensive website auditing for SEO, performance, accessibility, and security using AI-powered analysis. It enables users to generate detailed audit reports and actionable improvement suggestions for any given URL.

Enables the generation of professional, jurisdiction-specific legal documents like privacy policies, terms of service, and cookie policies. It allows users to produce structured HTML legal content by providing specific parties, terms, and service configurations to an AI-driven tool.

Provides tools to authenticate, search, and manage sessions within WingArc's iA Document Management System. It enables users to perform free word document searches and manage security tokens through the Model Context Protocol.

A web crawling service that extracts website content and converts it into markdown format for use with AI tools like Claude and Cursor. It is designed for easy deployment via Docker and features a built-in health monitoring endpoint.

An MCP server that generates conversion-optimized e-commerce product descriptions, bullet points, and SEO metadata using AI. It supports multiple platforms like Shopify and Amazon with customizable tones for various writing styles.

Generates inclusive, bias-free job descriptions by leveraging Claude AI to detect and mitigate gendered, ageist, or ability-biased language. It provides structured feedback through inclusivity scoring and specific alternative suggestions for exclusionary phrases.

An MCP server that generates comprehensive brand identity kits including color palettes, typography, brand voice, and logo concepts. It enables users to transform business values and descriptions into detailed branding and social media guidelines using the BrandSnap API.

Enables AI-powered generation of platform-optimized ad copy for Facebook, Google Ads, and LinkedIn by wrapping the AdCraft API. It allows users to create tailored marketing content based on specific product descriptions, target audiences, and desired brand tones.