RRepoGEO

REPOGEO REPORT · LITE

ant-research/MagicQuill

Default branch main · commit 89583000 · scanned 6/20/2026, 6:08:08 PM

GitHub: 3,682 stars · 388 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
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.

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
Adobe Photoshop
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe Photoshop · recommended 2×
  2. Luminar Neo · recommended 2×
  3. Midjourney · recommended 1×
  4. RunwayML · recommended 1×
  5. Clipdrop · recommended 1×
  • CATEGORY QUERY
    How can I find an intelligent interactive system for precise image editing with AI suggestions?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. Midjourney
    3. RunwayML
    4. Clipdrop
    5. Luminar Neo
    6. Krita (KDE/krita)

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

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-powered tools for local image manipulation with a user-friendly interface?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. Affinity Photo 2
    3. GIMP
    4. Topaz Photo AI
    5. Luminar Neo
    6. Photopea
    7. Darktable

    AI recommended 7 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?

Embed your GEO score

Drop this badge into the README of ant-research/MagicQuill. 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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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