RRepoGEO

REPOGEO REPORT · LITE

pharmapsychotic/clip-interrogator

Default branch main · commit bc07ce62 · scanned 5/14/2026, 3:42:01 AM

GitHub: 2,957 stars · 433 forks

AI VISIBILITY SCORE
35 /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
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 pharmapsychotic/clip-interrogator, 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 AI art and generative AI topics

    Why:

    CURRENT
    clip, pytorch
    COPY-PASTE FIX
    clip, pytorch, ai-art, generative-ai, stable-diffusion, prompt-engineering, image-to-text
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/pharma/CLIP-Interrogator
  • mediumreadme#3
    Reposition the README's H1 and opening sentence for clarity

    Why:

    CURRENT
    # clip-interrogator

*Want to figure out what a good prompt might be to create new images like an existing one? The **CLIP Interrogator** is here to get you answers!*
    COPY-PASTE FIX
    # CLIP Interrogator: Generate AI Art Prompts from Images

*The **CLIP Interrogator** is your go-to tool for reverse-engineering AI art: turn any image into an optimized text prompt for models like Stable Diffusion.*

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 pharmapsychotic/clip-interrogator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Vision AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Vision AI · recommended 2×
  2. CLIP Interrogator · recommended 1×
  3. Img2Prompt · recommended 1×
  4. DeepMind's Flamingo · recommended 1×
  5. Azure Cognitive Services - Computer Vision · recommended 1×
  • CATEGORY QUERY
    How to generate descriptive text prompts from an image for AI art generation?
    you: not recommended
    AI recommended (in order):
    1. CLIP Interrogator
    2. Img2Prompt
    3. DeepMind's Flamingo
    4. Google Cloud Vision AI
    5. Azure Cognitive Services - Computer Vision
    6. OpenAI's CLIP
    7. BLIP (Bootstrapping Language-Image Pre-training)

    AI recommended 7 alternatives but never named pharmapsychotic/clip-interrogator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool that can extract detailed text descriptions from an input image.
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Vision AI
    2. Amazon Rekognition
    3. Microsoft Azure Computer Vision
    4. Tesseract OCR (tesseract-ocr/tesseract)
    5. OpenCV (opencv/opencv)
    6. PaddleOCR (PaddlePaddle/PaddleOCR)
    7. EasyOCR (JaidedAI/EasyOCR)

    AI recommended 7 alternatives but never named pharmapsychotic/clip-interrogator. 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 pharmapsychotic/clip-interrogator?
    pass
    AI named pharmapsychotic/clip-interrogator explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts pharmapsychotic/clip-interrogator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pharmapsychotic/clip-interrogator 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 pharmapsychotic/clip-interrogator solve, and who is the primary audience?
    pass
    AI named pharmapsychotic/clip-interrogator 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 pharmapsychotic/clip-interrogator. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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pharmapsychotic/clip-interrogator — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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