Git

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.

AI-Powered Mermaid Diagram Generator - From Natural Language to Professional Visuals. Seamlessly convert your ideas into stunning diagrams using AI. Simply describe your desired diagram in plain English to your LLM assistant, and instantly get professional SVG/PNG diagrams rendered through the Sargoth API.

Enables interaction with macOS system preferences via the 'defaults' command for querying and modifying configurations.

SQLite MCP features advanced text processing (regex, fuzzy, phonetic, similarity), Business Intelligence, FTS5 Search, Statistical Analysis Library, SpatiaLite Geospatial Analytics, Enhanced Virtual Tables, Vector Index Optimization, Intelligent MCP Resources and Prompts, Semantic/Vector Search, Virtual Table Management, Advanced PRAGMA Operations, Backup/Restore operations, Full-Text Search (FTS5), enhanced JSONB support, transaction safety, foreign key constraint enforcement and more.

Integrates SearXNG's meta-search capabilities to provide privacy-focused, customizable search results from multiple engines for diverse information retrieval scenarios.

Integrates with Notion to enable AI-powered survey creation, data retrieval, and analysis for research projects.