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LoadingReads your whole KovaaK's stats folder and tells you which scenario actually buys rank per hour — exact energy, the gradient, shadow ranks, config history, the audit.
KovaaK's Stats Analyzer points at your KovaaK's stats folder (or the run CSVs you pick) and computes the things the tracking sheet structurally cannot. Every run is parsed locally: score, accuracy, TTK, efficiency, fight time, sens/FOV/FPS, per-kill rows. The bundled Voltaic S5 BETA table is stamped with its season and shows its arithmetic: exact energy as the sheet defines it — scenario energy from the score thresholds, subcategory energy from your best scenario, the harmonic mean across subcategories, rank cutoffs 100–1200 — and it refuses to print a rank when a subcategory is still unscored, because one hole zeros the mean. THE GRADIENT is the headline: the partial derivative of that capped energy function with respect to each scenario's score, converted to energy points per +1% and projected against your own recent gain rate as energy per practiced hour — so the scenario you have ground for two weeks can rank below one you have neglected. PEAK VS CONSISTENCY re-runs the same rule on medians and on the p90 of each scenario's last 20 runs: the rank you actually play at, not the one lucky run. The CONFIG TIMELINE finds every sens, FOV, resolution and FPS change across your history and prints the 10 runs either side with an accuracy delta — labelled observational, because the change and the reason you made it are confounded. The DATA AUDIT reports export gaps, unreadable files, off-tier runs and missing scenarios; the session-fatigue curve gives your personal stop-after-N-runs. Runs stay on the machine (IndexedDB); only bests, the energy ring and settings sync to VibePlat. Four locales (EN/ZH/JA/ES), keyboard operable, and the season table is a one-object remix seam when a new season drops.
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Paste it into your coding agent and let it run. Or let VIBE run it for you.