Story Miner — AI-powered literary analysis dashboard for novels and screenplays

Hey PH! I built Story Miner (novelcat.io) — a web app that analyzes novels and screenplays using a hybrid of deterministic NLP and LLM-powered narrative analysis.

What it does:

• Verdict — Strengths, weaknesses, and actionable takeaways

• - Engagement Map — Narrative structure + engagement timeline across episodes

• - Character Craft — Relationship graphs, emotion distribution, co-appearance analysis

• - Weak Spots — Coherence issues, low-engagement episodes, character gaps

The cool part: It supports 4 languages (EN/KO/JA/ZH) — not just UI translation, but the analysis itself is generated natively in each language.

Tech stack: Next.js on Cloudflare Workers, FastAPI + SQLite on Railway, Claude for narrative analysis + deterministic NLP pipeline (TF-IDF, sentiment, topic modeling).

Try it: novelcat.io — pre-analyzed The Godfather screenplay sample, no signup needed.

Still v0.1.0, would love feedback from the PH community!