AI & ML

Enables AI assistants to create council hearings where multiple LLMs (Claude, GPT, Gemini, Grok) debate topics and synthesize verdicts with trust scores and diverse perspectives.

Enables searching, reading, and commenting on Google Drive documents through secure OAuth2 authentication, with support for creating styled notes directly in document content.

Connect AI coding agents to Anima Playground, Figma, and your design system.

A FastAPI-based MCP server that enables LLM agents to interact with Ollama models through standardized MCP tools, with optional MySQL and Redis integration for data persistence and caching.

Enables AI-powered image generation from text prompts using fal.ai models directly within IDEs. Supports multiple models, customizable parameters, and saves generated images locally with accessible file paths.

Enables AI assistants to generate UML diagrams from text descriptions using PlantUML, supporting multiple output formats (PNG, SVG, PDF), syntax validation, and diagram source extraction.

An MCP server that enables AI assistants to perform RAG (Retrieval-Augmented Generation) queries against Amazon Bedrock Knowledge Bases using the Retrieve API.

Dart AI task management MCP with batch operations, DartQL selectors, CSV import, zero context rot

An MCP server that provides integration with Jira and Confluence for managing issues, boards, sprints, and documentation pages. It is specifically designed for native deployment on Heroku to enable AI models to interact with Atlassian resources using standardized tools.

A TypeScript-based MCP server that connects AI assistants to Mealie, enabling users to manage and query their personal recipe databases through natural language.

Enables reading and searching API documentation from YApi instances, allowing AI models to access interface definitions, project API lists, and search through API endpoints using YApi URLs or project IDs.

A demonstration MCP (Model Control Protocol) server built with FastMCP framework that allows integration with Claude Desktop, Cursor, and Claude Code IDEs.

Provides comprehensive Norwegian business intelligence through Brønnøysund and Statistics Norway APIs, enabling company search, financial analysis, ownership mapping, market research, and automated financial data extraction.

Provides real-time Dutch railway (NS) travel information including train schedules, delays, journey planning, ticket prices, and station details for navigating the Netherlands by train.

A simple Node.js MCP (Model Context Protocol) server for sending emails using TurboSMTP

Enables AI agents to interact with Salesforce CRM data by executing SOQL queries and managing records. It provides tools for object metadata discovery and record operations, specifically optimized for Heroku deployment.

DMARC MCP Server provides programmatic access to DNS and email authentication data via Model Context Protocol. Developers and AI agents can validate DMARC, SPF, and DKIM, run RFC compliant SPF checks, and diagnose issues directly in MCP compatible tools.

Enables interaction with Thunderbird email client to search and read emails, manage contacts, list calendars, and draft messages with pre-filled content through a local HTTP bridge.

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.