RRepoGEO

REPOGEO REPORT · LITE

jianzongwu/DiffSensei

Default branch main · commit 9fed2ab5 · scanned 6/7/2026, 3:03:07 AM

GitHub: 915 stars · 97 forks

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 jianzongwu/DiffSensei, 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
    manga, generation, diffusion-models, llm, multimodal, ai-art, cvpr2025, character-customization
  • highhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://jianzongwu.github.io/projects/diffsensei
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    (Choose an appropriate open-source license, such as MIT or Apache-2.0, and add it as LICENSE.md or LICENSE.txt in the repository root.)

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 jianzongwu/DiffSensei
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. Stable Diffusion · recommended 2×
  3. Photoshop · recommended 1×
  4. Krita · recommended 1×
  5. GIMP · recommended 1×
  • CATEGORY QUERY
    How can I generate personalized black-and-white manga panels with specific characters?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Photoshop
    3. Krita
    4. GIMP
    5. Stable Diffusion
    6. Automatic1111
    7. ComfyUI
    8. Clip Studio Paint
    9. Leonardo.Ai

    AI recommended 9 alternatives but never named jianzongwu/DiffSensei. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI models can create manga-style art from real human images?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. Anything V5
    3. MeinaMix
    4. AbyssOrangeMix2 (AOM2)
    5. PastelMix
    6. Civitai
    7. Hugging Face Spaces
    8. Midjourney
    9. NovelAI Diffusion
    10. Waifu Diffusion
    11. ToonMe
    12. Artbreeder

    AI recommended 12 alternatives but never named jianzongwu/DiffSensei. 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 jianzongwu/DiffSensei?
    pass
    AI named jianzongwu/DiffSensei explicitly

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

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

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

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MARKDOWN (README)
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jianzongwu/DiffSensei — 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