RRepoGEO

REPOGEO REPORT · LITE

lgrammel/rubberduck-vscode

Default branch main · commit e6ca6c1e · scanned 6/15/2026, 6:56:47 PM

GitHub: 631 stars · 84 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 lgrammel/rubberduck-vscode, 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
    Clarify OpenAI API usage in README's opening

    Why:

    CURRENT
    AI chat in the Visual Studio Code side bar. Rubberduck can [generate code](#generate-code), [edit code](#edit-code), [explain code](#explain-code), [generate tests](#generate-tests), [find bugs](#find-bugs), [diagnose errors](#diagnose-errors), and more. You can even add [your own conversation templates](#custom-conversations).
    COPY-PASTE FIX
    Rubberduck brings AI chat, code generation, editing, explanation, and error diagnosis directly into Visual Studio Code, powered by the official OpenAI API. You provide your own API key for a secure and customizable experience, including [your own conversation templates](#custom-conversations).
  • mediumcomparison#2
    Add a 'Comparison with Alternatives' section to README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

Unlike bundled AI services, Rubberduck integrates directly with your OpenAI API key, giving you full control over usage and costs. This approach also allows for deep customization, including [your own conversation templates](#custom-conversations), setting it apart from general-purpose code assistants.
  • lowabout#3
    Refine the repository description to highlight OpenAI API

    Why:

    CURRENT
    Use AI-powered code edits, explanations, code generation, error diagnosis, and chat in Visual Studio Code with the official OpenAI API.
    COPY-PASTE FIX
    Integrate AI-powered code edits, explanations, generation, error diagnosis, and chat directly into Visual Studio Code, leveraging your official OpenAI API key for a customizable and controlled experience.

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 lgrammel/rubberduck-vscode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Codeium
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Codeium · recommended 2×
  2. Blackbox AI · recommended 2×
  3. GitHub Copilot · recommended 1×
  4. Tabnine AI Code Completion · recommended 1×
  5. Amazon CodeWhisperer · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI assistance for code generation and refactoring directly into VS Code?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Codeium
    3. Tabnine AI Code Completion
    4. Amazon CodeWhisperer
    5. Cody by Sourcegraph
    6. Continue
    7. Blackbox AI

    AI recommended 7 alternatives but never named lgrammel/rubberduck-vscode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What VS Code extensions help diagnose code errors and explain complex functions using AI?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat
    2. Codeium
    3. Cursor
    4. Tabnine Chat
    5. Continue (Continue-team/continue)
    6. Blackbox AI

    AI recommended 6 alternatives but never named lgrammel/rubberduck-vscode. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 lgrammel/rubberduck-vscode?
    pass
    AI did not name lgrammel/rubberduck-vscode — 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 lgrammel/rubberduck-vscode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lgrammel/rubberduck-vscode 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 lgrammel/rubberduck-vscode solve, and who is the primary audience?
    pass
    AI named lgrammel/rubberduck-vscode explicitly

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

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lgrammel/rubberduck-vscode — 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