RRepoGEO

REPOGEO REPORT · LITE

zino-rs/zino

Default branch main · commit 41a36fc6 · scanned 5/14/2026, 5:17:01 AM

GitHub: 1,121 stars · 87 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 zino-rs/zino, 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
    Reposition the README's opening sentence to explicitly state 'web framework' and 'API development'

    Why:

    CURRENT
    `zino` is a **spec-driven** strongly opinionated framework for **composable** applications in Rust which emphasizes **simplicity**, **extensibility** and **productivity**.
    COPY-PASTE FIX
    `zino` is a **spec-driven** strongly opinionated **Rust web framework** for **composable API applications** which emphasizes **simplicity**, **extensibility** and **productivity**.
  • hightopics#2
    Add more specific topics related to web frameworks and API development

    Why:

    CURRENT
    asynchronous, http, orm, rust, web
    COPY-PASTE FIX
    asynchronous, http, orm, rust, web, web-framework, api-development, fullstack, backend
  • mediumreadme#3
    Add a 'Why Zino?' or 'Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Zino?
Zino stands out with its **opinionated, batteries-included approach** to full-stack web development. It integrates common web application components like ORM, authentication, and a CLI directly into the framework, providing a more cohesive and structured development experience compared to assembling disparate libraries.

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 zino-rs/zino
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Axum
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Axum · recommended 2×
  2. Poem · recommended 2×
  3. Rocket · recommended 2×
  4. Actix Web · recommended 1×
  5. Salvo · recommended 1×
  • CATEGORY QUERY
    What is a good opinionated Rust web framework for rapid API development?
    you: not recommended
    AI recommended (in order):
    1. Axum
    2. Actix Web
    3. Poem
    4. Salvo
    5. Rocket

    AI recommended 5 alternatives but never named zino-rs/zino. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Rust framework with robust ORM and async database support for web services.
    you: not recommended
    AI recommended (in order):
    1. Axum
    2. SeaORM
    3. Actix-web
    4. Diesel
    5. tokio-diesel
    6. bb8-diesel
    7. Poem
    8. SQLx
    9. Tide
    10. Rocket
    11. Warp

    AI recommended 11 alternatives but never named zino-rs/zino. 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 zino-rs/zino?
    pass
    AI named zino-rs/zino explicitly

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

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

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

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zino-rs/zino — 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