RRepoGEO

REPOGEO REPORT · LITE

sohzm/cheating-daddy

Default branch master · commit 998a056d · scanned 6/30/2026, 4:36:49 AM

GitHub: 5,386 stars · 927 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 sohzm/cheating-daddy, 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's core value proposition to the very top

    Why:

    CURRENT
    ## Recall.ai - API for desktop recording

If you’re looking for a hosted desktop recording API, consider checking out Recall.ai, an API that records Zoom, Google Meet, Microsoft Teams, in-person meetings, and more.

This project is sponsored by Recall.ai.

> [!NOTE] 
> Use latest MacOS and Windows version, older versions have limited support

> [!NOTE] 
> During testing it wont answer if you ask something, you need to simulate interviewer asking question, which it will answer

A real-time AI assistant that provides contextual help during video calls, interviews, presentations, and meetings using screen capture and audio analysis.
    COPY-PASTE FIX
    A real-time AI assistant that provides contextual help during video calls, interviews, presentations, and meetings using screen capture and audio analysis, giving you an unfair advantage in critical conversations.

## Recall.ai - API for desktop recording

If you’re looking for a hosted desktop recording API, consider checking out Recall.ai, an API that records Zoom, Google Meet, Microsoft Teams, in-person meetings, and more.

This project is sponsored by Recall.ai.

> [!NOTE] 
> Use latest MacOS and Windows version, older versions have limited support

> [!NOTE] 
> During testing it wont answer if you ask something, you need to simulate interviewer asking question, which it will answer
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-assistant, real-time, video-calls, interviews, presentations, meeting-assistant, screen-capture, audio-analysis, cross-platform, productivity-tool
  • mediumabout#3
    Refine the repository's 'About' description

    Why:

    CURRENT
    a free and opensource app that lets you gain an unfair advantage
    COPY-PASTE FIX
    A free and open-source real-time AI assistant for contextual help during video calls, interviews, and presentations.

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 sohzm/cheating-daddy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Otter.ai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Otter.ai · recommended 2×
  2. Gong.io · recommended 1×
  3. Chorus.ai · recommended 1×
  4. Fireflies.ai · recommended 1×
  5. Fathom · recommended 1×
  • CATEGORY QUERY
    What tools provide real-time AI assistance for screen and audio analysis during video calls?
    you: not recommended
    AI recommended (in order):
    1. Gong.io
    2. Chorus.ai
    3. Fireflies.ai
    4. Otter.ai
    5. Fathom
    6. Read.ai

    AI recommended 6 alternatives but never named sohzm/cheating-daddy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Cross-platform AI assistant to help with contextual responses during online interviews or presentations?
    you: not recommended
    AI recommended (in order):
    1. OBS Studio (obsproject/obs-studio)
    2. StreamFX (StreamFX/StreamFX)
    3. OpenAI API
    4. Google Cloud AI
    5. Azure AI Services
    6. DeepMotion
    7. ManyCam
    8. XSplit Broadcaster
    9. Speechify
    10. NaturalReader
    11. Otter.ai
    12. Google Meet Live Captions
    13. Zoom Live Transcriptions

    AI recommended 13 alternatives but never named sohzm/cheating-daddy. 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 sohzm/cheating-daddy?
    pass
    AI did not name sohzm/cheating-daddy — 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 sohzm/cheating-daddy in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sohzm/cheating-daddy 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 sohzm/cheating-daddy solve, and who is the primary audience?
    pass
    AI did not name sohzm/cheating-daddy — 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?

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sohzm/cheating-daddy — 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