REPOGEO REPORT · LITE

linto-ai/whisper-timestamped

Default branch master · commit 137f4e04 · scanned 5/9/2026, 5:22:03 PM

GitHub: 2,813 stars · 211 forks

AI VISIBILITY SCORE

35 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

3 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

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 linto-ai/whisper-timestamped, 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.

OVERALL DIRECTION

highreadme#1

Reposition the README's opening to specify it's an open-source Python library

Why:

CURRENT

Multilingual Automatic Speech Recognition with word-level timestamps and confidence.

COPY-PASTE FIX

An open-source Python library for Multilingual Automatic Speech Recognition with robust word-level timestamps and confidence. `whisper-timestamped` extends OpenAI's Whisper model, offering precise alignment for developers and researchers who need detailed audio analysis beyond what typical segment-level outputs or commercial APIs provide.

mediumhomepage#2
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
https://github.com/linto-ai/whisper-timestamped
```

mediumtopics#3

Add 'open-source' and 'python-library' to the repository topics

Why:

CURRENT

asr, attention-is-all-you-need, attention-mechanism, attention-model, attention-network, attention-seq2seq, attention-visualization, deep-learning, machine-learning, multilingual-models, python, python3, pytorch, speaker-diarization, speech, speech-processing, speech-recognition, speech-to-text, transformers, whisper

COPY-PASTE FIX

asr, attention-is-all-you-need, attention-mechanism, attention-model, attention-network, attention-seq2seq, attention-visualization, deep-learning, machine-learning, multilingual-models, open-source, python, python3, python-library, pytorch, speaker-diarization, speech, speech-processing, speech-recognition, speech-to-text, transformers, whisper

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.

Recall

0 / 2

0% of queries surface linto-ai/whisper-timestamped

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

AssemblyAI

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

AssemblyAI · recommended 2×
Deepgram · recommended 2×
AWS Transcribe · recommended 2×
Google Cloud Speech-to-Text · recommended 2×
Azure Cognitive Services Speech · recommended 2×

CATEGORY QUERY
How to get accurate speech to text transcription with word-level timing information?
you: not recommended
AI recommended (in order):
1. AssemblyAI
2. Deepgram
3. AWS Transcribe
4. Google Cloud Speech-to-Text
5. Azure Cognitive Services Speech
6. OpenAI Whisper
7. Rev.ai
AI recommended 7 alternatives but never named linto-ai/whisper-timestamped. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tool provides multilingual audio transcription with per-word confidence scores?
you: not recommended
AI recommended (in order):
1. Google Cloud Speech-to-Text
2. AWS Transcribe
3. Azure Cognitive Services Speech
4. Deepgram
5. AssemblyAI
6. OpenAI Whisper (openai/whisper)
7. Rev.ai
AI recommended 7 alternatives but never named linto-ai/whisper-timestamped. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
warn
Suggestion:
README presence
pass

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 linto-ai/whisper-timestamped?
pass
AI named linto-ai/whisper-timestamped explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts linto-ai/whisper-timestamped in production, what risks or prerequisites should they evaluate first?
pass
AI named linto-ai/whisper-timestamped 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 linto-ai/whisper-timestamped solve, and who is the primary audience?
pass
AI named linto-ai/whisper-timestamped 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 linto-ai/whisper-timestamped. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/linto-ai/whisper-timestamped.svg)](https://repogeo.com/en/r/linto-ai/whisper-timestamped)

HTML

<a href="https://repogeo.com/en/r/linto-ai/whisper-timestamped"><img src="https://repogeo.com/badge/linto-ai/whisper-timestamped.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite