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

NLP analysis of a screenplay

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.

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