RRepoGEO

REPOGEO REPORT · LITE

gligen/GLIGEN

Default branch master · commit f9dccb9c · scanned 6/28/2026, 7:23:05 PM

GitHub: 2,224 stars · 165 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
57 /100
Needs work
Category recall
1 / 2
Avg rank #5.0 when recommended
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 gligen/GLIGEN, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ["text-to-image", "generative-ai", "diffusion-models", "computer-vision", "visual-grounding", "spatial-control", "bounding-box", "keypoints", "cvpr-2023"]
  • mediumhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://gligen.cs.unc.edu/
  • mediumreadme#3
    Add a concise problem statement to the README opening

    Why:

    CURRENT
    Yuheng Li, Haotian Liu, Qingyang Wu, Fangzhou Mu, Jianwei Yang, Jianfeng Gao, Chunyuan Li*, Yong Jae Lee* (*Co-senior authors)
    COPY-PASTE FIX
    GLIGEN provides explicit visual grounding and spatial control for text-to-image generation, enabling users to specify object locations via bounding boxes, keypoints, and images.

Yuheng Li, Haotian Liu, Qingyang Wu, Fangzhou Mu, Jianwei Yang, Jianfeng Gao, Chunyuan Li*, Yong Jae Lee* (*Co-senior authors)

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
1 / 2
50% of queries surface gligen/GLIGEN
Avg rank
#5.0
Lower is better. #1 = top recommendation.
Share of voice
6%
Of all named tools, what % are you?
Top rival
ControlNet
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ControlNet · recommended 2×
  2. LayoutDiffusion · recommended 2×
  3. InstructPix2Pix · recommended 2×
  4. Stable Diffusion · recommended 1×
  5. Automatic1111's Stable Diffusion WebUI · recommended 1×
  • CATEGORY QUERY
    How can I generate images with precise spatial control using bounding boxes or keypoints?
    you: #5
    AI recommended (in order):
    1. ControlNet
    2. Stable Diffusion
    3. Automatic1111's Stable Diffusion WebUI
    4. ComfyUI
    5. GLIGEN ← you
    6. LayoutDiffusion
    7. DALL-E 2
    8. InstructPix2Pix
    9. StyleGAN
    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to add visual grounding and spatial control to text-to-image models.
    you: not recommended
    AI recommended (in order):
    1. ControlNet
    2. GLIGEN (Grounded-Language-to-Image Generation)
    3. LayoutDiffusion
    4. T2I-Adapter
    5. InstructPix2Pix
    6. DreamBooth
    7. LoRA (Low-Rank Adaptation)

    AI recommended 7 alternatives but never named gligen/GLIGEN. 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 gligen/GLIGEN?
    pass
    AI named gligen/GLIGEN explicitly

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

  • If a team adopts gligen/GLIGEN in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gligen/GLIGEN 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 gligen/GLIGEN solve, and who is the primary audience?
    pass
    AI named gligen/GLIGEN 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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gligen/GLIGEN — 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