RRepoGEO

REPOGEO REPORT · LITE

EricLBuehler/mistral.rs

Default branch master · commit 84b53bfc · scanned 6/28/2026, 4:56:42 AM

GitHub: 7,378 stars · 636 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
22 /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
1 / 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 EricLBuehler/mistral.rs, 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 README opening to clarify dual role

    Why:

    CURRENT
    The README currently starts with a banner and navigation links, followed by a 'Latest' section.
    COPY-PASTE FIX
    Add the following sentence at the very top of the README (after the banner/links but before 'Latest'): 'mistral.rs is a fast, flexible, pure-Rust LLM inference engine, providing both a native Rust SDK and an OpenAI/Anthropic-compatible server with Python bindings for efficient, local large language model deployment.'
  • hightopics#2
    Expand repository topics

    Why:

    CURRENT
    llm, rust, uqff
    COPY-PASTE FIX
    llm, rust, llm-inference, llm-server, openai-api, anthropic-api, python-bindings, gpu-inference, cuda, gguf, ml-inference
  • mediumhomepage#3
    Add homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://ericlbuehler.github.io/mistral.rs/

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 EricLBuehler/mistral.rs
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
candle
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. candle · recommended 1×
  2. llm · recommended 1×
  3. tract · recommended 1×
  4. tch-rs · recommended 1×
  5. ort · recommended 1×
  • CATEGORY QUERY
    How to perform fast, flexible large language model inference using Rust?
    you: not recommended
    AI recommended (in order):
    1. candle
    2. llm
    3. tract
    4. tch-rs
    5. ort

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

    Show full AI answer
  • CATEGORY QUERY
    Seeking a performant LLM inference solution with Python bindings and OpenAI API compatibility.
    you: not recommended
    AI recommended (in order):
    1. vLLM
    2. TGI
    3. LiteLLM
    4. Ollama
    5. LMDeploy
    6. DeepSpeed-MII

    AI recommended 6 alternatives but never named EricLBuehler/mistral.rs. 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 EricLBuehler/mistral.rs?
    pass
    AI did not name EricLBuehler/mistral.rs — likely talking about a different project

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

  • If a team adopts EricLBuehler/mistral.rs in production, what risks or prerequisites should they evaluate first?
    pass
    AI named EricLBuehler/mistral.rs 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 EricLBuehler/mistral.rs solve, and who is the primary audience?
    pass
    AI did not name EricLBuehler/mistral.rs — likely talking about a different project

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

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EricLBuehler/mistral.rs — 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