REPOGEO REPORT · LITE
Ayanaminn/N46Whisper
Default branch main · commit 28008a5a · scanned 5/8/2026, 9:32:47 PM
GitHub: 1,708 stars · 146 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface Ayanaminn/N46Whisper, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition README opening to clarify project nature and maintenance status
Why:
CURRENT# N46Whisper Language : English | [简体中文](./README_CN.md) N46Whisper is a Google Colab notebook application that developed for streamlined video subtitle file generation to improve productivity of Nogizaka46 (and Sakamichi groups) subbers. The notebook is based on faster-whisper, a reimplementation of OpenAI's Whisper , a general-prupose speech recognition model. This implementation is up to 4 times faster than original Whisper for the same accuracy while using less memory. ... ## What's Latest: **This project will NO LONGER be maintained. Thanks for all your support.**
COPY-PASTE FIX# N46Whisper (NO LONGER MAINTAINED) **This project is no longer maintained. Thank you for your support.** N46Whisper is a Google Colab notebook application designed for streamlined video subtitle file generation, specifically to improve the productivity of Nogizaka46 (and Sakamichi groups) subbers. It leverages faster-whisper, a highly optimized reimplementation of OpenAI's Whisper model, to generate Advanced SubStation Alpha (ASS) format subtitles with built-in styling.
- hightopics#2Add relevant topics to improve categorization
Why:
COPY-PASTE FIXjapanese-subtitles, whisper, google-colab, faster-whisper, ass-subtitles, nogizaka46, sakamichi-series, speech-to-text, ai-translation, subtitle-generator
- mediumhomepage#3Add the Google Colab notebook link as the repository homepage
Why:
COPY-PASTE FIXSet the repository's homepage URL to the direct link of the main Google Colab notebook, which is currently referenced in the 'How to use' section of the README.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- Happy Scribe · recommended 2×
- Trint · recommended 2×
- Google Cloud Speech-to-Text API · recommended 1×
- AWS Transcribe · recommended 1×
- Azure Cognitive Services Speech · recommended 1×
- CATEGORY QUERYHow to automatically generate Japanese subtitles for video files using AI speech recognition?you: not recommendedAI recommended (in order):
- Google Cloud Speech-to-Text API
- AWS Transcribe
- Azure Cognitive Services Speech
- DeepL Speech-to-Text (Beta)
- Veed.io
- Happy Scribe
- Trint
AI recommended 7 alternatives but never named Ayanaminn/N46Whisper. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a fast AI tool to create styled Japanese subtitles in ASS format.you: not recommendedAI recommended (in order):
- Whisper Desktop
- Happy Scribe
- Trint
- Amara
- Subly
AI recommended 5 alternatives but never named Ayanaminn/N46Whisper. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of Ayanaminn/N46Whisper?passAI did not name Ayanaminn/N46Whisper — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts Ayanaminn/N46Whisper in production, what risks or prerequisites should they evaluate first?passAI named Ayanaminn/N46Whisper explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo Ayanaminn/N46Whisper solve, and who is the primary audience?passAI named Ayanaminn/N46Whisper explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of Ayanaminn/N46Whisper. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/Ayanaminn/N46Whisper)<a href="https://repogeo.com/en/r/Ayanaminn/N46Whisper"><img src="https://repogeo.com/badge/Ayanaminn/N46Whisper.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
Ayanaminn/N46Whisper — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite