RRepoGEO

REPOGEO REPORT · LITE

JiuhaiChen/BLIP3o

Default branch BLIP3o-NEXT · commit d0b0a1c4 · scanned 6/23/2026, 4:08:10 PM

GitHub: 1,658 stars · 79 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 JiuhaiChen/BLIP3o, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 to specify category and core features

    Why:

    CURRENT
    # BLIP3o-NEXT
    COPY-PASTE FIX
    # BLIP3o-NEXT: A Multimodal LLM for High-Fidelity Image Generation with AR, Diffusion, and RL
  • highlicense#2
    Add a standard open-source license file

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, choosing a standard open-source license such as MIT or Apache-2.0.

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 JiuhaiChen/BLIP3o
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VQ-GAN
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. VQ-GAN · recommended 1×
  2. Transformer · recommended 1×
  3. VQGAN-CLIP · recommended 1×
  4. DALL-E mini/Craiyon · recommended 1×
  5. Parti · recommended 1×
  • CATEGORY QUERY
    What open-source models combine autoregressive and diffusion architectures for high-fidelity image generation?
    you: not recommended
    AI recommended (in order):
    1. VQ-GAN
    2. Transformer
    3. VQGAN-CLIP
    4. DALL-E mini/Craiyon
    5. Parti
    6. VQ-Diffusion
    7. GLIDE
    8. CLIP guidance

    AI recommended 8 alternatives but never named JiuhaiChen/BLIP3o. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which image generation frameworks use reinforcement learning for better prompt alignment and text in images?
    you: not recommended
    AI recommended (in order):
    1. DreamFusion
    2. InstructPix2Pix
    3. GATO
    4. Flamingo
    5. Stable Diffusion
    6. Midjourney
    7. ControlNet
    8. StyleGAN
    9. DALL-E 3

    AI recommended 9 alternatives but never named JiuhaiChen/BLIP3o. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 JiuhaiChen/BLIP3o?
    pass
    AI named JiuhaiChen/BLIP3o explicitly

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

  • If a team adopts JiuhaiChen/BLIP3o in production, what risks or prerequisites should they evaluate first?
    pass
    AI named JiuhaiChen/BLIP3o 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 JiuhaiChen/BLIP3o solve, and who is the primary audience?
    pass
    AI named JiuhaiChen/BLIP3o explicitly

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

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JiuhaiChen/BLIP3o — 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