RRepoGEO

REPOGEO REPORT · LITE

sonnylazuardi/colorGPT

Default branch master · commit f707ebea · scanned 6/12/2026, 6:57:03 PM

GitHub: 574 stars · 61 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 sonnylazuardi/colorGPT, 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 sentence to clarify core function

    Why:

    CURRENT
    # colorGPT

[](https://twitter.com/sonnylazuardi/status/1634821365596299264)

## How it works

It uses ChatGPT API to generate color name from color hex. By using web video API `navigator.getUserMedia`, we can capture color from real-world in real-time.
    COPY-PASTE FIX
    # colorGPT: AI-Powered Real-time Color Naming from Live Video

An AI-powered web application that generates descriptive names for colors captured in real-time directly from your camera feed. It leverages the ChatGPT API to provide natural language names for colors identified via `navigator.getUserMedia`.
  • hightopics#2
    Add specific topics for AI, real-time, and video input

    Why:

    CURRENT
    color, copy, paste, plugins
    COPY-PASTE FIX
    color, copy, paste, plugins, ai-color-naming, real-time-color, webcam-color, gpt-api, color-identification, live-video
  • mediumlicense#3
    Add a LICENSE file to clarify usage rights

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of the MIT License.

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 sonnylazuardi/colorGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenCV
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenCV · recommended 2×
  2. webcolors · recommended 2×
  3. scikit-image · recommended 1×
  4. Color Thief · recommended 1×
  5. ntc.js (Name That Color) · recommended 1×
  • CATEGORY QUERY
    How can I programmatically identify and name colors captured from a live video feed?
    you: not recommended
    AI recommended (in order):
    1. OpenCV
    2. webcolors
    3. scikit-image
    4. Color Thief
    5. ntc.js (Name That Color)
    6. Google Cloud Vision API
    7. Azure Cognitive Services
    8. MATLAB Image Processing Toolbox

    AI recommended 8 alternatives but never named sonnylazuardi/colorGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use AI to generate descriptive names for colors from visual input?
    you: not recommended
    AI recommended (in order):
    1. Name That Color
    2. Color-Name.com
    3. ChatGPT / GPT-4
    4. DeepAI Colorizer
    5. Google Cloud Vision AI
    6. Amazon Rekognition
    7. Microsoft Azure Computer Vision
    8. webcolors
    9. colornames
    10. Pillow
    11. OpenCV

    AI recommended 11 alternatives but never named sonnylazuardi/colorGPT. 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 sonnylazuardi/colorGPT?
    pass
    AI did not name sonnylazuardi/colorGPT — 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 sonnylazuardi/colorGPT in production, what risks or prerequisites should they evaluate first?
    pass
    AI named sonnylazuardi/colorGPT 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 sonnylazuardi/colorGPT solve, and who is the primary audience?
    pass
    AI named sonnylazuardi/colorGPT 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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sonnylazuardi/colorGPT — 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