RRepoGEO

REPOGEO REPORT · LITE

freestylefly/awesome-gpt-image-2

Default branch main · commit 7e59d43e · scanned 5/8/2026, 3:47:24 AM

GitHub: 4,478 stars · 632 forks

AI VISIBILITY SCORE
27 /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
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 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 immediate purpose statement

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the H3 title: "This repository is an industrial-grade Prompt-as-Code engine and template library for GPT-Image2, designed to transform scattered image generation examples into structured, reusable protocols for agents, automation, and production workflows."
  • mediumabout#2
    Clarify the 'About' description to emphasize it's a code system, not a list

    Why:

    CURRENT
    Prompt as Code | GPT-Image2 工业级提示词引擎与模板库，370+ 个案例逆向工程，20+ 套工业级模板，持续更新中
    COPY-PASTE FIX
    Prompt as Code | GPT-Image2 工业级提示词引擎与模板库，旨在将提示词转化为可复用的结构化代码，提供370+案例逆向工程与20+工业级模板，持续更新中。
  • mediumtopics#3
    Add topics emphasizing prompt management and templating systems

    Why:

    CURRENT
    agents, ai-image-generation, gpt-image-2, image-prompts, prompt-as-code, prompt-engineering, workflow-automation
    COPY-PASTE FIX
    agents, ai-image-generation, gpt-image-2, image-prompts, prompt-as-code, prompt-engineering, workflow-automation, prompt-management, prompt-templating, prompt-framework

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
PromptBase
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PromptBase · recommended 1×
  2. PromptHero · recommended 1×
  3. Notion · recommended 1×
  4. Google Sheets · recommended 1×
  5. Excel · recommended 1×
  • CATEGORY QUERY
    How can I manage and reuse AI image generation prompts for consistent results?
    you: not recommended
    AI recommended (in order):
    1. PromptBase
    2. PromptHero
    3. Notion
    4. Google Sheets
    5. Excel
    6. PromptPerfect
    7. PromptLayer

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

    Show full AI answer
  • CATEGORY QUERY
    What tools help automate and standardize image generation prompts for large-scale projects?
    you: not recommended
    AI recommended (in order):
    1. Weights & Biases (W&B) Prompts
    2. MLflow
    3. DVC (Data Version Control)
    4. LangChain
    5. Jinja2
    6. Google Cloud Vertex AI Prompt Management
    7. Hugging Face Accelerate
    8. Hugging Face Transformers

    AI recommended 8 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 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?

  • 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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  • Brand-free category queries5 vs 2 in Lite
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