RRepoGEO

REPOGEO REPORT · LITE

0xPlaygrounds/rig

Default branch main · commit e9a4cc22 · scanned 5/8/2026, 11:47:17 AM

GitHub: 7,187 stars · 799 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 0xPlaygrounds/rig, 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 statement to clarify its domain

    Why:

    CURRENT
    The current README starts with a logo, badges, and a general warning before the 'What is Rig?' section.
    COPY-PASTE FIX
    Add the following sentence immediately after the initial badges/logo section: "Rig is a Rust library for building scalable, modular, and ergonomic Large Language Model (LLM) applications."
  • mediumreadme#2
    Clarify or remove the 'not production-ready' statement

    Why:

    CURRENT
    The README contains a statement similar to "This project is a playground for experimenting with various low-level techniques and data structures. It is *not* intended to be a production-ready framework out-of-the-box."
    COPY-PASTE FIX
    Remove or rephrase the statement "This project is a playground for experimenting with various low-level techniques and data structures. It is *not* intended to be a production-ready framework out-of-the-box." to align with the project's intended use for building scalable LLM applications, or clarify its specific production readiness status.
  • lowreadme#3
    Fix broken links in the README's introductory section

    Why:

    CURRENT
    <a href="https://docs.rig.rs"></a>, <a href="https://crates.io/crates/rig-core"></a>, <a href=""></a> etc.
    COPY-PASTE FIX
    Ensure all `<a>` tags in the README's introductory section have valid and functional `href` attributes pointing to the correct resources (e.g., documentation, crates.io, Discord, etc.).

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 0xPlaygrounds/rig
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
llm
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. llm · recommended 2×
  2. candle · recommended 2×
  3. tokio · recommended 1×
  4. actix-web · recommended 1×
  5. warp · recommended 1×
  • CATEGORY QUERY
    How to build scalable and modular large language model applications using Rust?
    you: not recommended
    AI recommended (in order):
    1. llm
    2. candle
    3. tokio
    4. actix-web
    5. warp
    6. serde
    7. sqlx
    8. diesel
    9. tracing

    AI recommended 9 alternatives but never named 0xPlaygrounds/rig. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best Rust frameworks for developing generative AI agents?
    you: not recommended
    AI recommended (in order):
    1. llm
    2. candle
    3. tch-rs
    4. tract
    5. Rust-BERT
    6. OpenAI API

    AI recommended 6 alternatives but never named 0xPlaygrounds/rig. 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 0xPlaygrounds/rig?
    pass
    AI named 0xPlaygrounds/rig explicitly

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

  • If a team adopts 0xPlaygrounds/rig in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 0xPlaygrounds/rig 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 0xPlaygrounds/rig solve, and who is the primary audience?
    pass
    AI named 0xPlaygrounds/rig 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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0xPlaygrounds/rig — 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