REPOGEO REPORT · LITE

ShayneP/local-voice-ai

Default branch main · commit 47376549 · scanned 6/4/2026, 7:13:21 PM

GitHub: 511 stars · 162 forks

AI VISIBILITY SCORE

28 /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

2 / 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 ShayneP/local-voice-ai, 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

hightopics#1

Add specific topics to improve categorization

Why:

COPY-PASTE FIX

voice-ai, local-ai, offline-ai, speech-to-text, text-to-speech, llm, docker, webrtc, voice-assistant, privacy

highreadme#2

Emphasize the full-stack, local, private differentiator in the README intro

Why:

CURRENT

This project's goal is to enable anyone to easily build a powerful, private, local voice AI agent. A full-stack, Dockerized AI voice assistant with speech, text, and voice synthesis delivered via WebRTC powered by LiveKit Agents.

COPY-PASTE FIX

This project's goal is to enable anyone to easily build a powerful, private, and **fully self-contained** local voice AI agent, **without relying on cloud services or external APIs**. It's a full-stack, Dockerized AI voice assistant with speech, text, and voice synthesis delivered via WebRTC powered by LiveKit Agents.

mediumhomepage#3
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
Add a URL to a dedicated project page, demo, or more detailed documentation site.
```

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 ShayneP/local-voice-ai

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

mycroftai/mycroft-core

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

mycroftai/mycroft-core · recommended 1×
MycroftAI/mimic3 · recommended 1×
coqui-ai/TTS · recommended 1×
mozilla/DeepSpeech · recommended 1×
alphacep/vosk-api · recommended 1×

CATEGORY QUERY
How to build a private voice AI assistant running entirely on local hardware?
you: not recommended
AI recommended (in order):
1. Mycroft AI (mycroftai/mycroft-core)
2. Mimic 3 (MycroftAI/mimic3)
3. Coqui TTS (coqui-ai/TTS)
4. Mozilla DeepSpeech (mozilla/DeepSpeech)
5. Vosk (alphacep/vosk-api)
6. Rhasspy (rhasspy/rhasspy)
7. Porcupine (Picovoice/porcupine)
8. Snowboy (Kitt-AI/snowboy)
9. Kaldi (kaldi-asr/kaldi)
10. OpenFST (openfst/openfst)
11. Piper (rhasspy/piper)
12. MaryTTS (marytts/marytts)
13. Home Assistant (home-assistant/core)
14. spaCy (explosion/spaCy)
15. Picovoice
16. Rhino (Picovoice/rhino)
AI recommended 16 alternatives but never named ShayneP/local-voice-ai. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best open-source frameworks for real-time speech-to-text and text-to-speech agents?
you: not recommended
AI recommended (in order):
1. Vosk
2. Kaldi
3. Mozilla DeepSpeech
4. TensorFlow
5. Whisper
6. faster-whisper
7. Coqui TTS
8. Tacotron2
9. Glow-TTS
10. VITS
11. ESPnet
12. MaryTTS
13. Mycroft AI
14. Mimic3
15. CMU Flite
16. Rhasspy
17. Pocketsphinx
18. eSpeak
AI recommended 18 alternatives but never named ShayneP/local-voice-ai. 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 ShayneP/local-voice-ai?
pass
AI did not name ShayneP/local-voice-ai — 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 ShayneP/local-voice-ai in production, what risks or prerequisites should they evaluate first?
pass
AI named ShayneP/local-voice-ai 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 ShayneP/local-voice-ai solve, and who is the primary audience?
pass
AI named ShayneP/local-voice-ai 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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MARKDOWN (README)

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HTML

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ShayneP/local-voice-ai — 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