RRepoGEO

REPOGEO REPORT · LITE

google/prompt-to-prompt

Default branch main · commit 9c472e44 · scanned 6/20/2026, 4:58:15 PM

GitHub: 3,451 stars · 320 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
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 google/prompt-to-prompt, 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 the README H1 to specify its core function as an editing technique

    Why:

    CURRENT
    # Prompt-to-Prompt

> *Latent Diffusion* and *Stable Diffusion* Implementation
    COPY-PASTE FIX
    # Prompt-to-Prompt: Edit Diffusion-Generated Images via Text Prompts
  • highabout#2
    Add a concise 'About' description for the repository

    Why:

    COPY-PASTE FIX
    A method for editing specific elements in diffusion-generated images by only changing the text prompt, while preserving the original image's spatial layout and structure.
  • hightopics#3
    Add relevant topics to improve categorization and searchability

    Why:

    COPY-PASTE FIX
    diffusion-models, text-to-image, image-editing, stable-diffusion, latent-diffusion, generative-ai, prompt-engineering

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 google/prompt-to-prompt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. DALL-E 3 · recommended 2×
  3. Stable Diffusion XL (SDXL) · recommended 1×
  4. ControlNet · recommended 1×
  5. Adobe Firefly · recommended 1×
  • CATEGORY QUERY
    How can I achieve fine-grained control over image generation using text prompts?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion XL (SDXL)
    2. Midjourney
    3. DALL-E 3
    4. ControlNet
    5. Adobe Firefly
    6. ComfyUI

    AI recommended 6 alternatives but never named google/prompt-to-prompt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow modifying latent diffusion model outputs through prompt-based editing?
    you: not recommended
    AI recommended (in order):
    1. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    2. ComfyUI (comfyanonymous/ComfyUI)
    3. InvokeAI (invoke-ai/InvokeAI)
    4. Fooocus (lllyasviel/Fooocus)
    5. Midjourney
    6. DALL-E 3
    7. RunwayML Gen-1/Gen-2
    8. DreamStudio

    AI recommended 8 alternatives but never named google/prompt-to-prompt. 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 google/prompt-to-prompt?
    pass
    AI named google/prompt-to-prompt explicitly

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

  • If a team adopts google/prompt-to-prompt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named google/prompt-to-prompt 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 google/prompt-to-prompt solve, and who is the primary audience?
    pass
    AI named google/prompt-to-prompt explicitly

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

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Pro

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google/prompt-to-prompt — 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