AI & ML

A bidirectional communication bridge between MCP clients and Slack that enables tool-driven notifications and interactive Q&A workflows directly within Slack threads.

A production-grade MCP server implementation that uses CockroachDB as a resilient SQL-compatible backend to store and manage model contexts as JSONB.

Enables University of Toronto students to access academic data from ACORN and Quercus via AI assistants. It provides tools to retrieve course schedules, enrollment details, syllabi, assignments, and announcements.

An MCP server designed to automatically analyze, dispatch, and process tasks ranging from software development to medical AI article generation using the Miyabi Agent.

An MCP server that provides programmatic access to the GNU Debugger (GDB), enabling AI models to interact with GDB through natural language for debugging tasks.

Enables AI assistants to perform Business Central AL development tasks including language server operations, container management, Git version control, and file system operations for professional BC development workflows.

A robust file system MCP server that enables reading and searching across multiple document formats including PDF, Office docs (Word, Excel, PowerPoint), and CSVs with automatic encoding detection.

A Model Context Protocol server that connects AI assistants like Claude and GitHub Copilot to Autodesk Revit, enabling automated BIM workflows, element management, and execution of generated code within project environments.

A specialized MCP server that provides AI assistants with indexed, searchable access to AI/ML SDK source code (like OpenAI and Google ADK) for deep technical analysis and cross-framework comparison.

Agentic debugging MCP server that helps AI coding agents delegate and fix hard bugs through isolated multi-agent hypothesis testing.

Bridges AI models with WinDbg to analyze Windows crash dumps and perform remote debugging through natural language queries, enabling execution of debugger commands and automated crash analysis.

This MCP server provides a bridge to the Drug Gene Interaction Database (DGIdb) GraphQL API, allowing users to query drug-gene interactions, gene categories, and drug attributes directly through AI clients.

Enables sending emails through 126 mailbox SMTP service with support for plain text/HTML content, CC/BCC recipients, and secure SSL/TLS connections.

A local MCP server for Claude Code enabling private, offline voice interactions through Whisper speech-to-text and Supertonic text-to-speech synthesis.

A server that answers questions about football matches, and specialised in the football club Feyenoord.

FF3 Format Preserving Encryption with authentication patterns for secure data protection in LLM workflows.

A Python starter template for building MCP servers with client connection management and Jupyter notebook integration. Provides a structured foundation for adding custom tools, prompts, and workflows to create AI-powered applications.

Enables AI assistants to interact with Metabase through its API, allowing them to list, read, execute, and manage databases, tables, dashboards, cards, collections, and queries with support for multiple export formats.

Redbee MCP server that provides support for interacting with Redbee API.

MCP server for querying logs from observability platforms with unified search and tracing

An MCP server that connects AI clients to a Linux terminal for real-time automated penetration testing and CTF challenge solving. It enables AI models to execute terminal commands and interact with offensive security tools like Nmap, SQLMap, and Gobuster.

Enables creating, managing, and searching Markdown notes with support for tags, timestamps, and full-text search. Includes AI prompts for analyzing and summarizing notes.

Convert HTML or URLs to PDF documents powered by Playwright

Enables AI assistants to interact with Metabase analytics platform, allowing them to query databases, execute SQL, manage dashboards and cards, and access analytics data through natural language.

A dynamic MCP server that retrieves plugin definitions and OpenAPI schemas from SuperiorAPIs to auto-generate and register tools at runtime.

Generate styled QR codes with colors, logos, frames, and batch support

Enables AI assistants to query, filter, and analyze local HTTP capture records and REST API test data from the Reqable tool. It provides read-only access to inspect request/response details, headers, and statistics through natural language.

A comprehensive startup consulting MCP server that provides commercial area analysis, competitor research, and policy funding recommendations using real-time Korean public data and Kakao Map APIs.

Real-time curated crypto news for AI agents with sentiment, recaps, and search.