RRepoGEO

REPOGEO REPORT · LITE

ant-research/MagicQuill

Default branch main · commit 89583000 · scanned 5/10/2026, 6:48:00 PM

GitHub: 3,681 stars · 386 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 ant-research/MagicQuill, 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
    Explicitly clarify MagicQuill's core identity in the README's opening

    Why:

    CURRENT
    > TLDR: MagicQuill is an intelligent and interactive system achieving precise image editing.
    COPY-PASTE FIX
    > TLDR: MagicQuill is an intelligent and interactive system for precise image editing, leveraging advanced AI (including multi-modal models) to provide user-friendly tools and suggestions. It is an image editing application, not a framework for LLM agent development or code generation.
  • mediumtopics#2
    Expand topics to improve category visibility for image editing

    Why:

    CURRENT
    aigc, gradio, image-editing, mllm
    COPY-PASTE FIX
    aigc, computer-vision, generative-ai, gradio, image-editing, image-manipulation, interactive-image-editing, mllm, photo-editing
  • lowreadme#3
    Add a clear statement about the project's license(s) in the README

    Why:

    COPY-PASTE FIX
    ## License 
 This project is licensed under [describe the license(s) found in the LICENSE file, e.g., "a custom research license" or "a combination of licenses"]. Please refer to the [LICENSE](LICENSE) file for full details.

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 ant-research/MagicQuill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Luminar Neo
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Luminar Neo · recommended 2×
  2. Adobe Photoshop · recommended 1×
  3. Midjourney · recommended 1×
  4. Stable Diffusion · recommended 1×
  5. RunwayML · recommended 1×
  • CATEGORY QUERY
    How can I find an AI-driven tool for interactive and precise image manipulation?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. Midjourney
    3. Stable Diffusion
    4. Luminar Neo
    5. RunwayML
    6. ClipDrop

    AI recommended 6 alternatives but never named ant-research/MagicQuill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an intelligent image editor with AI suggestions and a user-friendly interface.
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop Elements
    2. Luminar Neo
    3. ACDSee Photo Studio Ultimate
    4. Canva
    5. Fotor

    AI recommended 5 alternatives but never named ant-research/MagicQuill. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 ant-research/MagicQuill?
    pass
    AI named ant-research/MagicQuill explicitly

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

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

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

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ant-research/MagicQuill — 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