RRepoGEO

REPOGEO REPORT · LITE

techjarves/OpenClaude-Portable

Default branch main · commit 1aef2fb0 · scanned 5/7/2026, 7:22:48 PM

GitHub: 544 stars · 204 forks

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 techjarves/OpenClaude-Portable, 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
  • highabout#1
    Update the repository description to reflect multi-LLM support

    Why:

    CURRENT
    Run Claude Code from a USB drive on any PC — no installation required.
    COPY-PASTE FIX
    A portable, self-contained AI coding agent supporting 9+ LLM providers (Claude, OpenAI, Ollama, Gemini, etc.) from a USB drive, with zero installation.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    portable, ai-agent, coding-agent, llm, local-llm, ollama, claude, openai, gemini, deepseek, zero-footprint, no-installation, cross-platform
  • mediumhomepage#3
    Add the demo video URL as the repository homepage

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://youtu.be/9Dh3kKWFFjg

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 techjarves/OpenClaude-Portable
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. GitHub Codespaces · recommended 1×
  3. Google Colaboratory · recommended 1×
  4. Replit · recommended 1×
  5. CodeSandbox · recommended 1×
  • CATEGORY QUERY
    What are good options for a portable AI coding agent that requires no installation?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitHub Codespaces
    3. Google Colaboratory
    4. Replit
    5. CodeSandbox
    6. Amazon SageMaker Studio Lab
    7. Microsoft Azure Notebooks
    8. Azure Machine Learning

    AI recommended 8 alternatives but never named techjarves/OpenClaude-Portable. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-contained AI assistant that supports various LLMs and leaves zero host system footprint.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. PrivateGPT
    4. GPT4All
    5. LoLLMS Web UI
    6. Jan

    AI recommended 6 alternatives but never named techjarves/OpenClaude-Portable. 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 techjarves/OpenClaude-Portable?
    pass
    AI did not name techjarves/OpenClaude-Portable — 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 techjarves/OpenClaude-Portable in production, what risks or prerequisites should they evaluate first?
    pass
    AI named techjarves/OpenClaude-Portable 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 techjarves/OpenClaude-Portable solve, and who is the primary audience?
    pass
    AI did not name techjarves/OpenClaude-Portable — 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?

Embed your GEO score

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MARKDOWN (README)
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