REPOGEO REPORT · LITE

0x5446/api4sensevoice

Default branch main · commit a924549f · scanned 6/4/2026, 3:13:23 PM

GitHub: 541 stars · 87 forks

AI VISIBILITY SCORE

30 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 0 warn · 1 fail

Objective metadata checks

AI knows your name

3 / 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 0x5446/api4sensevoice, 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

highreadme#1

Reposition README H1 and opening to emphasize "self-hostable API server"

Why:

CURRENT

## real-time streaming sensevoice with speaker verification

It has inherited some enhanced features for sensevoice:
VAD detectionreal-time streaming recognitionspeaker verification**.

COPY-PASTE FIX

## api4sensevoice: Self-Hostable Real-time Streaming Voice API Server

`api4sensevoice` provides a self-hostable API and websocket server for real-time streaming voice recognition, speaker verification, and Voice Activity Detection (VAD). It offers an open-source alternative to proprietary cloud services for integrating advanced voice functionalities into your applications.

highlicense#2

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0). If unsure, MIT is a common choice for maximum compatibility.

mediumtopics#3

Add relevant topics to the repository

Why:

COPY-PASTE FIX

["voice-recognition", "speaker-verification", "vad", "real-time-streaming", "api-server", "fastapi", "websocket", "speech-to-text", "open-source"]

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 0x5446/api4sensevoice

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google Cloud Speech-to-Text API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Google Cloud Speech-to-Text API · recommended 2×
Picovoice Rhino Speech-to-Intent · recommended 2×
AWS Transcribe Streaming · recommended 1×
Amazon Connect Voice ID · recommended 1×
Microsoft Azure Cognitive Services Speech · recommended 1×

CATEGORY QUERY
How to implement real-time streaming voice recognition with speaker verification?
you: not recommended
AI recommended (in order):
1. Google Cloud Speech-to-Text API
2. AWS Transcribe Streaming
3. Amazon Connect Voice ID
4. Microsoft Azure Cognitive Services Speech
5. Speaker Recognition
6. Picovoice Rhino Speech-to-Intent
7. Porcupine Wake Word
8. Leopard Speech-to-Text
9. Picovoice Voice AI
10. Vosk
11. SpeechBrain
12. pyannote.audio
13. DeepSpeech
AI recommended 13 alternatives but never named 0x5446/api4sensevoice. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an API server for voice activity detection and speaker identity verification.
you: not recommended
AI recommended (in order):
1. Google Cloud Speech-to-Text API
2. Amazon Transcribe
3. Amazon Rekognition Custom Labels
4. Amazon SageMaker
5. Microsoft Azure Cognitive Services - Speech Service
6. Picovoice Rhino Speech-to-Intent
7. Porcupine Wake Word Engine
8. Picovoice Leopard Speech-to-Text
9. Picovoice Cobra Voice Activity Detection
10. Picovoice Orca Speaker Recognition
11. Deepgram
12. AssemblyAI
13. TensorFlow
14. PyTorch
15. ECAPA-TDNN
16. x-vectors
AI recommended 16 alternatives but never named 0x5446/api4sensevoice. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
fail
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 0x5446/api4sensevoice?
pass
AI named 0x5446/api4sensevoice explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts 0x5446/api4sensevoice in production, what risks or prerequisites should they evaluate first?
pass
AI named 0x5446/api4sensevoice 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 0x5446/api4sensevoice solve, and who is the primary audience?
pass
AI named 0x5446/api4sensevoice explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of 0x5446/api4sensevoice. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/0x5446/api4sensevoice.svg)](https://repogeo.com/en/r/0x5446/api4sensevoice)

HTML

<a href="https://repogeo.com/en/r/0x5446/api4sensevoice"><img src="https://repogeo.com/badge/0x5446/api4sensevoice.svg" alt="RepoGEO" /></a>

Pro

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0x5446/api4sensevoice — 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