RRepoGEO

REPOGEO REPORT · LITE

jeremychone/rust-genai

Default branch main · commit 771acb2c · scanned 6/13/2026, 8:18:13 PM

GitHub: 799 stars · 166 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 jeremychone/rust-genai, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    rust, generative-ai, llm, multi-provider, openai, anthropic, gemini, ollama, sdk, client
  • highreadme#2
    Reposition the README H1 to be more explicit about multi-provider client functionality

    Why:

    CURRENT
    # genai - A Native-Protocol Multi-AI Provider Library for Rust
    COPY-PASTE FIX
    # genai - A Rust Multi-Provider Generative AI Client (Ollama, OpenAI, Anthropic, Gemini, DeepSeek, xAI/Grok, Groq, Cohere, ...)
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://crates.io/crates/genai

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 jeremychone/rust-genai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
llm-chain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. llm-chain · recommended 1×
  2. llm-rs · recommended 1×
  3. async-openai · recommended 1×
  4. huggingface-rs · recommended 1×
  5. google-cloud-rust · recommended 1×
  • CATEGORY QUERY
    Rust library for integrating with multiple large language model providers from a single interface.
    you: not recommended
    AI recommended (in order):
    1. llm-chain
    2. llm-rs
    3. async-openai
    4. huggingface-rs
    5. google-cloud-rust

    AI recommended 5 alternatives but never named jeremychone/rust-genai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Rust SDK simplifies connecting to various generative AI services, including self-hosted models?
    you: not recommended
    AI recommended (in order):
    1. llm-chain (llm-chain/llm-chain)
    2. llm (rustformers/llm)
    3. openai-rust (openai-rs/openai-rust)
    4. huggingface-rs (huggingface/huggingface-rs)
    5. candle (huggingface/candle)

    AI recommended 5 alternatives but never named jeremychone/rust-genai. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 jeremychone/rust-genai?
    pass
    AI named jeremychone/rust-genai explicitly

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

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

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

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jeremychone/rust-genai — 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