Lightweight coding workspace for communication and media studies students doing framing analysis, content analysis, and early thesis preparation.

NLP analysis of a screenplay

Diplomatic discourse analysis engine for structured extraction, multi-layer NLP annotation (framing, hedging, risk), and quantitative transcript auditing via AI-backend abstraction.

Structural framing analysis as an MCP server with deterministic detection. The caller's agent runs the judge, so Frame Check bears zero LLM cost per query.