RRepoGEO

REPOGEO REPORT · LITE

Michael-A-Kuykendall/shimmy

Default branch main · commit 03a7929c · scanned 6/25/2026, 2:46:24 AM

GitHub: 5,526 stars · 527 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 Michael-A-Kuykendall/shimmy, 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 H1 to explicitly state Rust/WebGPU/LLM identity

    Why:

    CURRENT
    # The Lightweight OpenAI API Server
    COPY-PASTE FIX
    # Shimmy: Pure-Rust WebGPU LLM Inference Engine (OpenAI-API Compatible)
  • highreadme#2
    Add a disambiguation note to the README's introductory section

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the H1 or first paragraph: "Note: This `shimmy` is a pure-Rust WebGPU LLM inference engine, distinct from Python libraries with similar names (e.g., Gym/Gymnasium wrappers or virtual environment tools)."
  • mediumabout#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://github.com/Michael-A-Kuykendall/shimmy

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 Michael-A-Kuykendall/shimmy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 1×
  2. LM Studio · recommended 1×
  3. LocalAI · recommended 1×
  4. Jan · recommended 1×
  5. llama.cpp · recommended 1×
  • CATEGORY QUERY
    How to run local LLM inference with an OpenAI-compatible API, avoiding Python dependencies?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. LocalAI
    4. Jan
    5. llama.cpp
    6. vLLM

    AI recommended 6 alternatives but never named Michael-A-Kuykendall/shimmy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Rust-based WebGPU solution for GGUF model inference without heavy dependencies.
    you: not recommended
    AI recommended (in order):
    1. wgpu-rs
    2. gguf-rs
    3. candle
    4. llm
    5. tract

    AI recommended 5 alternatives but never named Michael-A-Kuykendall/shimmy. 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 Michael-A-Kuykendall/shimmy?
    pass
    AI named Michael-A-Kuykendall/shimmy explicitly

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

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

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

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Michael-A-Kuykendall/shimmy — 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