RRepoGEO

REPOGEO REPORT · LITE

Infatoshi/OpenSquirrel

Default branch main · commit 083f0c40 · scanned 6/25/2026, 1:43:34 PM

GitHub: 1,364 stars · 83 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
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 Infatoshi/OpenSquirrel, 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 specific topics to clarify the project's original domain and status.

    Why:

    COPY-PASTE FIX
    ai-agents, code-generation, rust, gpui, gui, tiling-manager, developer-tools, archived
  • highreadme#2
    Insert a concise statement of the project's original purpose immediately after the archived notice.

    Why:

    CURRENT
    <p align="center">
      
    </p>
    COPY-PASTE FIX
    <p align="center">OpenSquirrel was a native, GPU-rendered tiling manager for AI coding agents, built with Rust and GPUI.</p>
  • mediumabout#3
    Update the repository description to explicitly state its archived status and original purpose.

    Why:

    CURRENT
    For people who get distracted by agents. A native Rust/GPUI control plane for running Claude Code, Codex, Cursor, and OpenCode side by side — because if you're going to be squirrely, you might as well optimize for it.
    COPY-PASTE FIX
    ARCHIVED: OpenSquirrel was a native Rust/GPUI control plane for running Claude Code, Codex, Cursor, and OpenCode side by side, designed for people who get distracted by agents.

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 Infatoshi/OpenSquirrel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Kubernetes · recommended 1×
  4. Docker Compose · recommended 1×
  5. Ray · recommended 1×
  • CATEGORY QUERY
    How to efficiently manage and run multiple AI coding assistants concurrently?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Kubernetes
    4. Docker Compose
    5. Ray
    6. Prefect
    7. Apache Airflow

    AI recommended 7 alternatives but never named Infatoshi/OpenSquirrel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a native GUI to orchestrate and delegate tasks among various coding AI agents.
    you: not recommended
    AI recommended (in order):
    1. LangChain UI

    AI recommended 1 alternative but never named Infatoshi/OpenSquirrel. 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 Infatoshi/OpenSquirrel?
    pass
    AI named Infatoshi/OpenSquirrel explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of Infatoshi/OpenSquirrel. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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Infatoshi/OpenSquirrel — 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