RRepoGEO

REPOGEO REPORT · LITE

marc2332/freya

Default branch main · commit e80cebdb · scanned 5/12/2026, 3:17:22 AM

GitHub: 2,708 stars · 117 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 marc2332/freya, 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
  • highabout#1
    Clarify the repository's 'about' description

    Why:

    CURRENT
    Cross-platform and non-web GUI library for 🦀 Rust powered by 🎨 Skia.
    COPY-PASTE FIX
    A declarative, native, cross-platform GUI library for 🦀 Rust, powered by 🎨 Skia, for building desktop applications.
  • hightopics#2
    Update repository topics for better categorization

    Why:

    CURRENT
    cross-platform, dioxus, gui, hacktoberfest, rust, skia
    COPY-PASTE FIX
    rust, gui, cross-platform, native, desktop-apps, declarative-ui, skia
  • mediumreadme#3
    Reinforce Freya's positioning against competitors in the README intro

    Why:

    CURRENT
    Freya is a cross-platform, native, declarative GUI library for Rust 🦀.
    COPY-PASTE FIX
    Freya is a cross-platform, native, declarative GUI library for Rust 🦀, offering a unique Skia-powered approach compared to alternatives like Dioxus, egui, or iced.

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 marc2332/freya
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
egui
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. egui · recommended 2×
  2. iced · recommended 2×
  3. Slint · recommended 2×
  4. Dioxus · recommended 1×
  5. Tauri · recommended 1×
  • CATEGORY QUERY
    What are the best declarative UI frameworks for building native cross-platform applications in Rust?
    you: not recommended
    AI recommended (in order):
    1. Dioxus
    2. Tauri
    3. egui
    4. iced
    5. Slint
    6. Relm4

    AI recommended 6 alternatives but never named marc2332/freya. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Rust GUI library for desktop apps, avoiding web technologies, with a component-based design.
    you: not recommended
    AI recommended (in order):
    1. Slint
    2. egui
    3. iced
    4. druid
    5. gtk4-rs
    6. Qt for Rust

    AI recommended 6 alternatives but never named marc2332/freya. 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 marc2332/freya?
    pass
    AI named marc2332/freya explicitly

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

  • If a team adopts marc2332/freya in production, what risks or prerequisites should they evaluate first?
    pass
    AI named marc2332/freya 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 marc2332/freya solve, and who is the primary audience?
    pass
    AI named marc2332/freya explicitly

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

Embed your GEO score

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marc2332/freya — 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