REPOGEO REPORT · LITE
jim-schwoebel/voice_datasets
Default branch master · commit 587a747d · scanned 5/15/2026, 1:46:49 AM
GitHub: 2,167 stars · 262 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 jim-schwoebel/voice_datasets, 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 H1 and opening paragraph to clarify repo's nature as a dataset list
Why:
CURRENT# voice_datasets A comprehensive list of open source voice and music datasets. I released this for the talk @ the VOICE Summit 2019.
COPY-PASTE FIX# voice_datasets: A Curated List of Open-Source Voice & Sound Datasets This repository provides a comprehensive, actively maintained index of over 95 open-source datasets for voice and sound computing, designed to help researchers and developers quickly find suitable data for their AI/ML projects. It is a resource for discovering datasets, not a dataset itself or a data processing tool.
- highlicense#2Add a LICENSE file to the repository
Why:
CURRENT(no LICENSE file detected)
COPY-PASTE FIXCreate a LICENSE file (e.g., MIT, Apache-2.0, or CC-BY-4.0 for a list of resources) in the repository root, specifying the terms under which this list of datasets can be used.
- mediumtopics#3Add topics emphasizing the repo as a curated list/resource
Why:
CURRENTaudio-dataset, audio-datasets, data, dataset, datasets, noise, voice, voice-activity-detection, voice-assistant, voice-chat, voice-commands, voice-computing, voice-control, voice-conversion, voice-dataset, voice-datasets, voice-recognition, voice-synthesis
COPY-PASTE FIXaudio-dataset, audio-datasets, data, dataset, datasets, noise, voice, voice-activity-detection, voice-assistant, voice-chat, voice-commands, voice-computing, voice-control, voice-conversion, voice-dataset, voice-datasets, voice-recognition, voice-synthesis, curated-list, awesome-list, resource-list, data-catalog, dataset-index
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.
- LibriSpeech · recommended 2×
- TED-LIUM Corpus · recommended 2×
- Common Voice · recommended 1×
- Google's Speech Commands Dataset · recommended 1×
- VoxForge · recommended 1×
- CATEGORY QUERYWhere can I find open-source speech datasets for training voice recognition models?you: not recommendedAI recommended (in order):
- Common Voice
- LibriSpeech
- TED-LIUM Corpus
- Google's Speech Commands Dataset
- VoxForge
- Fisher English Speech Corpus
- OpenSLR
AI recommended 7 alternatives but never named jim-schwoebel/voice_datasets. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are some comprehensive public domain audio datasets for voice assistant development?you: not recommendedAI recommended (in order):
- LibriSpeech
- Mozilla Common Voice
- VCTK (Voice Cloning Toolkit) Corpus
- LJ Speech Dataset
- TED-LIUM Corpus
AI recommended 5 alternatives but never named jim-schwoebel/voice_datasets. 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 jim-schwoebel/voice_datasets?passAI did not name jim-schwoebel/voice_datasets — 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 jim-schwoebel/voice_datasets in production, what risks or prerequisites should they evaluate first?passAI named jim-schwoebel/voice_datasets 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 jim-schwoebel/voice_datasets solve, and who is the primary audience?passAI did not name jim-schwoebel/voice_datasets — 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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jim-schwoebel/voice_datasets — 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