RRepoGEO

REPOGEO REPORT · LITE

gligen/GLIGEN

Default branch master · commit f9dccb9c · scanned 5/17/2026, 2:48:17 PM

GitHub: 2,221 stars · 166 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
69 /100
Needs work
Category recall
1 / 2
Avg rank #1.0 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 comprehensive topics to the repository

    Why:

    COPY-PASTE FIX
    ["text-to-image", "image-generation", "grounded-generation", "spatial-control", "interactive-editing", "computer-vision", "deep-learning", "generative-ai", "diffusion-models", "cvpr-2023"]
  • highhomepage#2
    Set the official project homepage URL

    Why:

    COPY-PASTE FIX
    https://[INSERT_GLIGEN_PROJECT_PAGE_URL_HERE]
  • mediumreadme#3
    Prominently feature interactive editing capabilities in the README

    Why:

    CURRENT
    Go beyond text prompt with GLIGEN: enable new capabilities on frozen text-to-image generation models to ground on various prompts, including box, keypoints and images.
    COPY-PASTE FIX
    GLIGEN goes beyond text prompts, enabling new capabilities on frozen text-to-image generation models to ground on various prompts (box, keypoints, images) and facilitating interactive image generation and editing, as demonstrated by its integration into LLaVA-Interactive.

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
#1.0
Lower is better. #1 = top recommendation.
Share of voice
7%
Of all named tools, what % are you?
Top rival
ControlNet
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ControlNet · recommended 1×
  2. ControlNet-OpenPose · recommended 1×
  3. ControlNet-Canny/Depth/Segmentation · recommended 1×
  4. LayoutDiffusion · recommended 1×
  5. CogView2 · recommended 1×
  • CATEGORY QUERY
    How to generate images from text prompts with precise spatial control using bounding boxes?
    you: #1
    AI recommended (in order):
    1. GLIGEN ← you
    2. ControlNet
    3. ControlNet-OpenPose
    4. ControlNet-Canny/Depth/Segmentation
    5. LayoutDiffusion
    6. CogView2
    7. Stable Diffusion Inpainting
    8. DALLE-2
    Show full AI answer
  • CATEGORY QUERY
    What tools enable interactive image generation and editing based on visual grounding cues?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. Midjourney
    3. Stable Diffusion
    4. DALL-E 3
    5. RunwayML
    6. Krita

    AI recommended 6 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

Drop this badge into the README of gligen/GLIGEN. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
gligen/GLIGEN — RepoGEO report