Linear

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.

Integrates Anki flashcard functionality, enabling natural language interactions for spaced repetition learning within conversations.

Scan and analyze potentially malicious URLs using the urlDNA

🚀 Debug server logs in under 30 seconds with AI-powered analysis, real-time monitoring, and actionable fixes

Ask questions about your organization's previous and current cloud cost spend, cost tagging, provider integrations, and more.

Integrates the Coq proof assistant with natural language inputs to enable automated dependent type checking, inductive type definition, and property proving for formal verification and theorem proving tasks.