RRepoGEO

REPOGEO REPORT · LITE

openai/improved-gan

Default branch master · commit 4f5d1ec5 · scanned 6/26/2026, 8:27:35 PM

GitHub: 2,336 stars · 619 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 openai/improved-gan, 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 to highlight research contribution and archived status

    Why:

    CURRENT
    **Status:** Archive (code is provided as-is, no updates expected)

# improved-gan
code for the paper "Improved Techniques for Training GANs"
    COPY-PASTE FIX
    This repository contains the official code for the paper 'Improved Techniques for Training GANs', showcasing methods to enhance GAN stability and sample quality. **Status:** Archive (code is provided as-is, no updates expected).
  • mediumtopics#2
    Add specific topics related to GANs and deep learning research

    Why:

    CURRENT
    paper
    COPY-PASTE FIX
    generative-adversarial-networks, gan, deep-learning, image-generation, research-code, machine-learning, tensorflow
  • lowlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Add a LICENSE file (e.g., MIT or Apache-2.0) to the repository root to clarify usage rights.

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 openai/improved-gan
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
StyleGAN
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. StyleGAN · recommended 1×
  2. BigGAN · recommended 1×
  3. DCGAN · recommended 1×
  4. ProGAN · recommended 1×
  5. Pix2Pix · recommended 1×
  • CATEGORY QUERY
    Looking for open-source implementations of Generative Adversarial Networks for image generation.
    you: not recommended
    AI recommended (in order):
    1. StyleGAN
    2. BigGAN
    3. DCGAN
    4. ProGAN
    5. Pix2Pix
    6. CycleGAN
    7. LSGAN

    AI recommended 7 alternatives but never named openai/improved-gan. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find research code demonstrating advanced GAN training techniques on image datasets?
    you: not recommended
    AI recommended (in order):
    1. PyTorch-GAN
    2. TensorFlow Models (Research)
    3. NVIDIA's StyleGAN Repositories
    4. Hugging Face Diffusers
    5. Keras-GAN
    6. Awesome-GAN

    AI recommended 6 alternatives but never named openai/improved-gan. 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 openai/improved-gan?
    pass
    AI did not name openai/improved-gan — 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 openai/improved-gan in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/improved-gan 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 openai/improved-gan solve, and who is the primary audience?
    pass
    AI named openai/improved-gan 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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openai/improved-gan — 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