REPOGEO REPORT · LITE
TEN-framework/ten-vad
Default branch main · commit 22a3bcd4 · scanned 6/25/2026, 4:52:03 AM
GitHub: 2,171 stars · 170 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.
3 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 TEN-framework/ten-vad, 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 core value proposition to the top of the README
Why:
CURRENTThe README currently starts with badges and 'Latest News 🔥'.
COPY-PASTE FIXAdd a concise, benefit-driven sentence or two right after the main title, e.g., 'TEN-VAD is a state-of-the-art Voice Activity Detector (VAD) optimized for exceptionally small model sizes and extremely low computational cost, making it ideal for low-latency, high-performance real-time speech processing on resource-constrained edge devices and conversational AI applications.'
- mediumtopics#2Add specific topics related to edge and resource-constrained environments
Why:
CURRENTaudio, automatic-speech-recognition, conversational-ai, real-time, silero-vad, speech, speech-processing, vad, voice-activity-detection, voice-agent, voice-commands, voice-recognition
COPY-PASTE FIXaudio, automatic-speech-recognition, conversational-ai, real-time, silero-vad, speech, speech-processing, vad, voice-activity-detection, voice-agent, voice-commands, voice-recognition, edge-computing, embedded-systems, resource-constrained
- mediumlicense#3Clarify the existing license in the README
Why:
COPY-PASTE FIXAdd a section or line in the README, e.g., 'This project is licensed under the terms specified in the `LICENSE` file. Please refer to the `LICENSE` file for full details on usage and distribution.'
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.
- Silero VAD · recommended 2×
- Picovoice Porcupine · recommended 2×
- WebRTC VAD · recommended 1×
- Vosk VAD · recommended 1×
- OpenVAD · recommended 1×
- CATEGORY QUERYSeeking a low-latency voice activity detection library for real-time conversational AI applications.you: not recommendedAI recommended (in order):
- WebRTC VAD
- Silero VAD
- Vosk VAD
- Picovoice Porcupine
- OpenVAD
AI recommended 5 alternatives but never named TEN-framework/ten-vad. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are some high-performance, lightweight VAD solutions compatible with Python and Go?you: not recommendedAI recommended (in order):
- WebRTC VAD (gordonklaus/webrtcvad)
- Silero VAD
- Picovoice Porcupine
- Mozilla DeepSpeech
- PyTorch Audio (torchaudio)
- Kaldi
AI recommended 6 alternatives but never named TEN-framework/ten-vad. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- 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 TEN-framework/ten-vad?passAI named TEN-framework/ten-vad explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts TEN-framework/ten-vad in production, what risks or prerequisites should they evaluate first?passAI named TEN-framework/ten-vad 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 TEN-framework/ten-vad solve, and who is the primary audience?passAI named TEN-framework/ten-vad explicitly
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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TEN-framework/ten-vad — 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