REPOGEO REPORT · LITE
MahmoudAshraf97/whisper-diarization
Default branch main · commit 8d87f2e1 · scanned 6/24/2026, 6:08:00 AM
GitHub: 5,572 stars · 502 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 MahmoudAshraf97/whisper-diarization, 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 the README's opening to highlight its integrated pipeline nature
Why:
COPY-PASTE FIXAdd this sentence prominently near the top of the README, perhaps right after the main H1 or as the first paragraph: "This project provides a complete, integrated solution for attributing speech to speakers, combining OpenAI Whisper's ASR with robust speaker diarization, designed for easy local deployment."
- mediumhomepage#2Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIXAdd a link to a live demo, documentation, or a project page (e.g., a Hugging Face Space, ReadTheDocs, or GitHub Pages site) in the repository's 'About' section.
- lowcomparison#3Add a comparison section to the README
Why:
COPY-PASTE FIXAdd a new section to the README, e.g., 'Why Choose Whisper-Diarization?' or 'Comparison with Alternatives', that explicitly highlights its advantages over standalone libraries like `pyannote.audio` or cloud APIs, focusing on its integrated, easy-to-use, local pipeline approach.
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.
- pyannote.audio · recommended 2×
- Google Cloud Speech-to-Text API · recommended 2×
- Whisper (OpenAI) · recommended 1×
- AssemblyAI · recommended 1×
- AWS Transcribe · recommended 1×
- CATEGORY QUERYNeed a library to transcribe audio and identify distinct speakers in the conversation.you: not recommendedAI recommended (in order):
- Whisper (OpenAI)
- pyannote.audio
- AssemblyAI
- Google Cloud Speech-to-Text API
- AWS Transcribe
- Vosk (Alpha Cephei)
AI recommended 6 alternatives but never named MahmoudAshraf97/whisper-diarization. This is the gap to close.
Show full AI answer
- CATEGORY QUERYLooking for a solution to automatically segment speech by speaker from an audio recording.you: not recommendedAI recommended (in order):
- NVIDIA NeMo
- pyannote.audio
- Google Cloud Speech-to-Text API
- Amazon Transcribe
- Microsoft Azure Cognitive Services - Speech
- OpenVoiceOS (OVOS) Speaker Diarization
- SpeechBrain
AI recommended 7 alternatives but never named MahmoudAshraf97/whisper-diarization. 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 MahmoudAshraf97/whisper-diarization?passAI did not name MahmoudAshraf97/whisper-diarization — 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 MahmoudAshraf97/whisper-diarization in production, what risks or prerequisites should they evaluate first?passAI named MahmoudAshraf97/whisper-diarization 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 MahmoudAshraf97/whisper-diarization solve, and who is the primary audience?passAI did not name MahmoudAshraf97/whisper-diarization — 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?
Embed your GEO score
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MahmoudAshraf97/whisper-diarization — 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