RRepoGEO

REPOGEO REPORT · LITE

freestylefly/awesome-gpt-image-2

Default branch main · commit 5ffa75c6 · scanned 6/17/2026, 11:03:40 PM

GitHub: 7,666 stars · 997 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
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 freestylefly/awesome-gpt-image-2, 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
    Clarify the README's opening statement to emphasize its role as a prompt library and engine

    Why:

    CURRENT
    The current README starts with an H3 and then badges/links, followed by a general update note. The core identity is in the H3 but not immediately reinforced.
    COPY-PASTE FIX
    Insert this paragraph immediately after the H3 (and before the language links):

This repository is the definitive industrial-grade prompt engine and template library for GPT-Image2, featuring 470+ reverse-engineered cases and 20+ production-ready templates. It serves as a comprehensive 'Prompt as Code' solution for advanced AI image creation workflows.
  • mediumreadme#2
    Add a 'What is this?' or 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    Add this section near the top of the README, perhaps after the initial intro paragraph:

## What is Prompt as Code | GPT-Image2?

This project is a comprehensive resource for mastering GPT-Image2 prompt engineering. It is:

*   **An Industrial Prompt Engine:** A structured system for managing and generating high-quality prompts.
*   **A Template Library:** Over 20 production-grade templates for various scenarios.
*   **Reverse-Engineered Cases:** 470+ analyzed examples to learn advanced prompt techniques.
*   **Workflow Automation:** Designed to integrate 'Prompt as Code' into your AI image generation pipelines.
*   **A Visual Gallery:** Explore and test prompts on our live site at gpt-image2.canghe.ai.

**Important Note:** This repository provides the prompts and templates *for* AI image generation tools, not the generation tool itself.
  • lowtopics#3
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    agents, ai-image-generation, chatgpt, gpt-image-2, image-prompts, prompt-as-code, prompt-engineering, skills, workflow-automation
    COPY-PASTE FIX
    agents, ai-image-generation, chatgpt, gpt-image-2, image-prompts, prompt-as-code, prompt-engineering, skills, workflow-automation, prompt-library, dalle-3-prompts, prompt-management, ai-art-prompts

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 freestylefly/awesome-gpt-image-2
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Lexica.art
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Lexica.art · recommended 1×
  2. PromptBase · recommended 1×
  3. Krea.ai · recommended 1×
  4. Civitai · recommended 1×
  5. Midjourney Community Showcase/Explore · recommended 1×
  • CATEGORY QUERY
    Seeking a library of reverse-engineered prompts for advanced AI image creation.
    you: not recommended
    AI recommended (in order):
    1. Lexica.art
    2. PromptBase
    3. Krea.ai
    4. Civitai
    5. Midjourney Community Showcase/Explore
    6. Artbreeder
    7. Hugging Face Spaces

    AI recommended 7 alternatives but never named freestylefly/awesome-gpt-image-2. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a prompt-as-code solution to automate AI image generation workflows.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI (ComfyUI/ComfyUI)
    2. InvokeAI (invoke-ai/InvokeAI)
    3. Diffusers (huggingface/diffusers)
    4. Automatic1111 Stable Diffusion WebUI (AUTOMATIC1111/stable-diffusion-webui)
    5. Gradio (gradio-app/gradio)

    AI recommended 5 alternatives but never named freestylefly/awesome-gpt-image-2. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 freestylefly/awesome-gpt-image-2?
    pass
    AI named freestylefly/awesome-gpt-image-2 explicitly

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

  • If a team adopts freestylefly/awesome-gpt-image-2 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named freestylefly/awesome-gpt-image-2 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 freestylefly/awesome-gpt-image-2 solve, and who is the primary audience?
    pass
    AI did not name freestylefly/awesome-gpt-image-2 — 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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freestylefly/awesome-gpt-image-2 — 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