RRepoGEO

REPOGEO REPORT · LITE

coulsontl/ai-toolbox

Default branch main · commit 1066018c · scanned 6/13/2026, 6:11:57 PM

GitHub: 860 stars · 59 forks

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 coulsontl/ai-toolbox, 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 relevant topics for AI coding assistant management

    Why:

    COPY-PASTE FIX
    ai-coding-assistant, configuration-manager, desktop-app, cross-platform, opencode, claude-code, codex, wsl-sync, productivity-tool
  • highreadme#2
    Add a clear English tagline after the main title

    Why:

    COPY-PASTE FIX
    A cross-platform desktop application for efficiently managing configurations of AI coding assistants like OpenCode, Claude Code, and Codex.
  • mediumabout#3
    Update repository description for clarity

    Why:

    CURRENT
    Personal AI Toolbox
    COPY-PASTE FIX
    Cross-platform desktop app to efficiently manage configurations for AI coding assistants (OpenCode, Claude Code, Codex, etc.).

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 coulsontl/ai-toolbox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
hashicorp/vault
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. hashicorp/vault · recommended 1×
  2. AWS Secrets Manager · recommended 1×
  3. Azure Key Vault · recommended 1×
  4. Google Cloud Secret Manager · recommended 1×
  5. Doppler · recommended 1×
  • CATEGORY QUERY
    How to efficiently manage configurations and API keys for multiple AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. HashiCorp Vault (hashicorp/vault)
    2. AWS Secrets Manager
    3. Azure Key Vault
    4. Google Cloud Secret Manager
    5. Doppler
    6. 1Password
    7. LastPass
    8. GitGuardian
    9. SpectralOps
    10. Trufflehog (trufflesecurity/trufflehog)
    11. python-dotenv (theskumar/python-dotenv)
    12. Dotenv (motdotla/dotenv)

    AI recommended 12 alternatives but never named coulsontl/ai-toolbox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a cross-platform desktop app to unify AI programming tool settings and skills.
    you: not recommended
    AI recommended (in order):
    1. Visual Studio Code (microsoft/vscode)
    2. JupyterLab (jupyterlab/jupyterlab)
    3. PyCharm (JetBrains/pycharm-community-edition)
    4. Anaconda Navigator (Anaconda-Platform/anaconda-navigator)
    5. Spyder (spyder-ide/spyder)

    AI recommended 5 alternatives but never named coulsontl/ai-toolbox. 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 coulsontl/ai-toolbox?
    pass
    AI named coulsontl/ai-toolbox explicitly

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

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

    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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coulsontl/ai-toolbox — 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