RRepoGEO

REPOGEO REPORT · LITE

openai/openai-realtime-embedded

Default branch main · commit 3abe5fb0 · scanned 5/24/2026, 4:28:26 PM

GitHub: 1,582 stars · 204 forks

AI VISIBILITY SCORE
22 /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
1 / 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 openai/openai-realtime-embedded, 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
    openai, whisper, speech-to-text, embedded, webrtc, esp32, realtime, edge-ai
  • highreadme#2
    Reposition the README's opening to highlight Whisper and speech-to-text

    Why:

    CURRENT
    # Open Realtime API Embedded

This repo contains links to use the OpenAI Realtime API with WebRTC on different embedded platforms.
    COPY-PASTE FIX
    # OpenAI Realtime API Embedded: Whisper Speech-to-Text on Microcontrollers

This repository provides instructions and links to use the OpenAI Realtime API for low-latency speech-to-text and translation with the Whisper model on embedded platforms like ESP32, leveraging WebRTC.
  • mediumreadme#3
    Add a 'What it does' section to the README

    Why:

    COPY-PASTE FIX
    ## What it does

This repository provides guidance and examples for integrating OpenAI's Realtime API, powered by the Whisper model, onto microcontrollers and embedded platforms. It enables real-time, low-latency speech-to-text and translation directly on edge devices, targeting developers building efficient edge AI applications.

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 openai/openai-realtime-embedded
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
espressif/esp-adf
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. espressif/esp-adf · recommended 1×
  2. FreeRTOS/FreeRTOS · recommended 1×
  3. xiph/opus · recommended 1×
  4. xiph/speex · recommended 1×
  5. m5stack/M5Stack-Walkie-Talkie · recommended 1×
  • CATEGORY QUERY
    How to implement real-time voice communication on ESP32 microcontrollers?
    you: not recommended
    AI recommended (in order):
    1. ESP-ADF (espressif/esp-adf)
    2. FreeRTOS (FreeRTOS/FreeRTOS)
    3. Opus (xiph/opus)
    4. Speex (xiph/speex)
    5. M5Stack's ESP32-Walkie-Talkie Example (m5stack/M5Stack-Walkie-Talkie)
    6. ESP-NOW
    7. Arduino
    8. I2S
    9. WiFiUdp
    10. WiFiClient

    AI recommended 10 alternatives but never named openai/openai-realtime-embedded. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking WebRTC implementation for low-power embedded systems like microcontrollers.
    you: not recommended
    AI recommended (in order):
    1. PJSIP
    2. libdatachannel
    3. usrsctp
    4. OpenWebRTC
    5. aiortc

    AI recommended 5 alternatives but never named openai/openai-realtime-embedded. 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 openai/openai-realtime-embedded?
    pass
    AI did not name openai/openai-realtime-embedded — 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 openai/openai-realtime-embedded in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/openai-realtime-embedded 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 openai/openai-realtime-embedded solve, and who is the primary audience?
    pass
    AI did not name openai/openai-realtime-embedded — 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

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

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/openai/openai-realtime-embedded.svg)](https://repogeo.com/en/r/openai/openai-realtime-embedded)
HTML
<a href="https://repogeo.com/en/r/openai/openai-realtime-embedded"><img src="https://repogeo.com/badge/openai/openai-realtime-embedded.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

openai/openai-realtime-embedded — 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