RRepoGEO

REPOGEO REPORT · LITE

kdcokenny/ocx

Default branch main · commit 08628d3c · scanned 6/7/2026, 12:31:24 PM

GitHub: 775 stars · 35 forks

AI VISIBILITY SCORE
40 /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
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 kdcokenny/ocx, 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 the README's opening statement to clarify OCX's specific domain

    Why:

    CURRENT
    Your OpenCode config, anywhere.
    COPY-PASTE FIX
    OCX is a CLI tool for managing isolated profiles and extensions specifically for OpenCode, a platform for AI development. It provides portable and consistent OpenCode setups, distinct from general containerization or environment management systems.
  • mediumtopics#2
    Refine repository topics for better categorization

    Why:

    CURRENT
    ai-agents, bun, cli, ocx, opencode, package-manager, shadcn, typescript
    COPY-PASTE FIX
    bun, cli, ocx, opencode, package-manager, typescript, extension-manager, config-management, developer-tools, ai-development
  • lowcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, such as '## OCX vs. Other Tools', explaining that OCX is specialized for OpenCode, unlike general-purpose tools like Docker (for containerization), Nix (for system-wide environments), or GNU Stow (for generic dotfiles).

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 kdcokenny/ocx
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Docker
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Docker · recommended 1×
  2. Docker Compose · recommended 1×
  3. Nix · recommended 1×
  4. NixOS · recommended 1×
  5. Nix flakes · recommended 1×
  • CATEGORY QUERY
    How can I manage isolated development environment profiles for different projects and contexts?
    you: not recommended
    AI recommended (in order):
    1. Docker
    2. Docker Compose
    3. Nix
    4. NixOS
    5. Nix flakes
    6. venv
    7. conda
    8. rbenv
    9. rvm
    10. nvm
    11. Vagrant
    12. direnv (direnv/direnv)
    13. VS Code Dev Containers
    14. Remote - Containers extension
    15. Gitpod
    16. GitHub Codespaces

    AI recommended 16 alternatives but never named kdcokenny/ocx. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good CLI tools for making my editor setup portable and consistent across machines?
    you: not recommended
    AI recommended (in order):
    1. GNU Stow
    2. chezmoi
    3. dotbot
    4. yadm
    5. rcm
    6. Homeshick

    AI recommended 6 alternatives but never named kdcokenny/ocx. 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 kdcokenny/ocx?
    pass
    AI named kdcokenny/ocx explicitly

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

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

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

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kdcokenny/ocx — 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