Illumio

Integrates with Perplexity's web search API to enable real-time fact-checking, research, and content generation using up-to-date information.

Integrates with PyMOL molecular visualization software to enable interactive protein structure analysis, manipulation, and high-quality image rendering through natural language instructions

Hoverfly MCP Server turns Hoverfly into an AI-controllable HTTP mocking engine via the Model Context Protocol (MCP). It enables developers using AI assistants like Cursor, Claude, and Copilot to create, validate, and manage mock APIs on demand. Useful for simulating flaky or third-party services, it supports matcher suggestions, templating help, log debugging, and live inspection — all triggered through natural language or structured tool use.

Integrates with Deepseek API to provide AI-powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming.

MCP server using FastMCP with modular architecture: core mcp_server.py exposes tools interfacing with 3 services - scrapecreators_service.py (Facebook Ad Library API), media_cache_service.py (SQLite caching), & gemini_service.py (AI video analysis). Features intelligent batch processing, ~88% token savings, graceful rate limiting, secure env config, & persistent caching for robust Facebook ad research.

MCP server using FastMCP with modular architecture: mcp_server.py exposes tools interfacing with 3 services - scrapecreators_service.py (Facebook Ad Library API), media_cache_service.py (SQLite caching), & gemini_service.py (AI video analysis). Features intelligent batch processing for multi-brand searches & video analysis (~88% token savings), graceful API rate limiting, secure env config via python-dotenv, & persistent caching to avoid redundant calls.