AI & ML

Exposes OpenAPI specifications as MCP tools, enabling AI assistants to explore and understand API structures, endpoints, schemas, and documentation through semantic queries.

Enables creation and deployment of AI agents through natural language by providing tools for agent specification, smart component integration from 500+ ready-to-use components, and one-click deployment with intelligent auto-configuration.

A spec-driven development (SDD) toolkit that synchronizes a CLI and MCP server to manage the full lifecycle of software specifications, tasks, and automated testing.

A comprehensive MCP server for Bitbucket Cloud that allows AI assistants to manage workspaces, repositories, pull requests, CI/CD pipelines, and issues.

A robust MCP server for students providing read-only access to Canvas LMS data like courses, grades, and assignments, plus a specialized integration to upload course content directly to NotebookLM.

Provides read-only access to Microsoft 365 services including SharePoint, OneDrive, Outlook, Teams, and Calendar through the Microsoft Graph API, enabling users to search, browse, and retrieve content across their M365 suite.

Enables AI assistants to control FL Studio through MIDI communication, providing transport control, mixer adjustments, channel rack manipulation, plugin parameter automation, and piano roll note editing capabilities.

Enables AI assistants to interact with Mealie for recipe management, meal planning, and shopping list operations. Supports searching and managing recipes, creating meal plans, and generating shopping lists from recipes or meal plans.

Enables hands-free voice conversations with Claude using real-time speech recognition and text-to-speech on macOS. Creates a self-sustaining conversation loop where Claude can autonomously listen, respond, and continue the interaction without keyboard input.

Enables AI assistants to interact with ERPNext/Frappe instances through the REST API, allowing document management, report execution, and DocType operations using natural language.

Enables access to IMDB movie and entertainment data through the Model Context Protocol. Note: The README describes a notes system but the project name suggests IMDB functionality.

A template for deploying remote MCP servers on Cloudflare Workers without authentication. Provides a foundation for building custom MCP tools that can be accessed from Claude Desktop or the Cloudflare AI Playground.

A template for deploying unauthenticated MCP servers on Cloudflare Workers that can be accessed remotely via SSE from clients like Claude Desktop or the Cloudflare AI Playground.

Enables interaction with Zendesk Support for managing tickets, comments, and filtering via the Model Context Protocol. It allows LLMs to perform actions like creating, updating, and listing support tickets through natural language in a Heroku-native environment.

Enables AI agents to perform unit-aware engineering calculations with automatic unit conversion, dependency resolution, and access to 500+ units across 75+ categories through the CalcsLive calculation engine.

Enables AI assistants to interact with Gmail accounts through IMAP/SMTP, supporting reading, sending, replying to emails, managing threads, downloading attachments, and searching with Gmail syntax using simple app password authentication.

Enables natural language meeting scheduling by searching IMAP emails for meeting requests, finding available calendar slots from YAML configuration, and creating email drafts with proper threading to maintain personal conversation context.

Enables comprehensive Google Ads campaign management and analysis through natural language, including performance metrics, keyword optimization, budget management, and custom GAQL queries.

A template for deploying authentication-free MCP servers on Cloudflare Workers that can be accessed remotely from MCP clients like Claude Desktop or the Cloudflare AI Playground.

A boilerplate template for deploying a remote MCP server on Cloudflare Workers without authentication, utilizing SSE (Server-Sent Events).

An MCP and HTTP server wrapper for PyAutoGUI that enables LLMs to control mouse and keyboard operations across local or remote distributed environments. It provides comprehensive tools for screen interaction, including clicking, typing, and capturing screenshots.

Provides access to cryptocurrency market data through the CoinCap API v3, enabling users to retrieve real-time prices, exchange rates, market information, and detailed data for various cryptocurrencies.

Enables access to Google Calendar events from a public ICS feed, allowing users to list and search calendar events within specific date ranges with automatic handling of recurring events.

Laravel-focused MCP server for augmenting your AI powered local development experience.

A general-purpose MCP server that provides utility tools for echo, date/time, and file operations within Claude Code and Claude Desktop. It functions as an extensible framework designed to help developers easily build and register custom Python-based tools.

Provides access to Serper.dev's Google Search API for searching, news, images, and places with support for both API key authentication and blockchain-based pay-per-use payment.

Enables interaction with Webhook.site to create, manage, and monitor endpoints for capturing HTTP requests, emails, and DNS lookups. It provides 16 tools for testing webhooks and inspecting incoming data through the Model Context Protocol.

A template for building MCP servers from OpenAPI specifications, enabling automatic conversion of any REST API into LLM-accessible tools with built-in authentication and validation.

mcptoolbox.dev helps you turn APIs and systems into well-scoped MCP tools, so ChatGPT can assist with real tasks.

LeadFuze MCP Server for contact/company enrichment from email or LinkedIn URL plus email validation. Hosted MCP endpoint: https://mcp.leadfuze.com/mcp (API key required).