REPOGEO REPORT · LITE
drethage/speech-denoising-wavenet
Default branch master · commit bd778b2d · scanned 6/15/2026, 1:08:08 AM
GitHub: 705 stars · 161 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 drethage/speech-denoising-wavenet, 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 clarify its specific role
Why:
CURRENTA Wavenet For Speech Denoising A neural network for end-to-end speech denoising, as described in: "A Wavenet For Speech Denoising"
COPY-PASTE FIXA research implementation of an end-to-end WaveNet model for speech denoising, processing raw audio waveforms directly. This repository provides the code and a pre-trained model as described in the paper 'A Wavenet For Speech Denoising'.
- mediumabout#2Enhance the repository's 'About' description for better differentiation
Why:
CURRENTA neural network for end-to-end speech denoising
COPY-PASTE FIXAn end-to-end WaveNet model for speech denoising, processing raw audio waveforms directly, as described in 'A Wavenet For Speech Denoising'.
- lowreadme#3Add an FAQ entry in README about specific dependency requirements
Why:
COPY-PASTE FIXAdd a new section to the README titled 'FAQ' with an entry like: 'Q: What are the current dependency requirements? A: This project currently requires Keras 1.2 and Theano 0.9.0. The architecture's large dilations are not supported by newer TensorFlow versions (e.g., 1.2.0).'
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.
- kaituoxu/TasNet · recommended 3×
- PyTorch · recommended 1×
- TensorFlow · recommended 1×
- Keras · recommended 1×
- ESPnet · recommended 1×
- CATEGORY QUERYHow can I implement an end-to-end neural network for speech denoising?you: not recommendedAI recommended (in order):
- PyTorch
- TensorFlow
- Keras
- ESPnet
- Asteroid
- SpeechBrain
AI recommended 6 alternatives but never named drethage/speech-denoising-wavenet. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat deep learning models are effective for reducing background noise in audio recordings?you: not recommendedAI recommended (in order):
- Demucs (facebookresearch/demucs)
- DTLN (breizhn/DTLN)
- TasNet (kaituoxu/TasNet)
- Conv-TasNet (kaituoxu/TasNet)
- DPRNN-TasNet (kaituoxu/TasNet)
- SEGAN (santi-pdp/segan)
- DeepSpeech2 (mozilla/DeepSpeech)
- CRN (yong-qiu/CRN-Speech-Enhancement)
- WaveNet (ibab/wavenet)
AI recommended 9 alternatives but never named drethage/speech-denoising-wavenet. 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 drethage/speech-denoising-wavenet?passAI did not name drethage/speech-denoising-wavenet — 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 drethage/speech-denoising-wavenet in production, what risks or prerequisites should they evaluate first?passAI named drethage/speech-denoising-wavenet 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 drethage/speech-denoising-wavenet solve, and who is the primary audience?passAI did not name drethage/speech-denoising-wavenet — 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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drethage/speech-denoising-wavenet — 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