AI & ML

A specialized MCP server for querying on-call runbooks with built-in intent recognition, operation risk assessment, and graceful degradation to offline mode.

A state persistence layer that enables seamless handoffs between different AI coding assistants by maintaining a shared context bus. It provides tools for tracking summaries, next steps, and active files to ensure continuity across development sessions.

A tool for interacting with the OpenAI Text-to-Speech API, allowing users to synthesize high-quality audio from text with customizable models and voice options.

A robust MCP server that enables semantic search, metadata extraction, and automated management of photo libraries on USB-connected iOS devices using libimobiledevice and ChromaDB.

A versatile Model Context Protocol server that enables AI assistants to send SMS messages via Twilio, featuring both a local MCP mode for Claude Desktop and a standalone REST API.

Provides access to the Unsplash API to search and retrieve high-quality photos, browse curated collections, and view photographer profiles with advanced filtering by orientation and color.

Wraps IBM Maximo API services as MCP tools, enabling AI applications like Dify Agent to manage assets, work orders, and inventory through natural language interactions with enterprise asset management systems.

A security proxy and active firewall for the Model Context Protocol that protects host systems from malicious intent, prompt injection, and data exfiltration. It acts as an interception layer between AI agents and tools, providing real-time verification and multi-layered defense mechanisms.

A specialized MCP server that provides semantic search and retrieval of SAP AI Core documentation, enabling AI assistants to access technical guides, implementation details, and API documentation.

Deploy and manage instant HTML sites with paste, upload, and ZIP deploy

Converts any URL to clean, token-efficient Markdown for AI agents. Strips ads, navigation, and scripts. Supports CSS selectors, batch processing (10 URLs), token counting, and smart caching.

A comprehensive MCP server providing programmatic access to Facebook data including profiles, pages, groups, marketplace listings, and media through the Facebook Scraper3 API.

Capture webpage screenshots with format, viewport, and dark mode options

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.

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.

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

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