RRepoGEO

REPOGEO REPORT · LITE

Gentleman-Programming/gentleman-guardian-angel

Default branch main · commit 05976bb8 · scanned 5/22/2026, 12:17:19 PM

GitHub: 1,019 stars · 131 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
28 /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
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 Gentleman-Programming/gentleman-guardian-angel, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Refine the README's opening statement to emphasize unique architecture

    Why:

    CURRENT
    Provider-agnostic code review using AI. Use Claude, Gemini, Codex, OpenCode, Ollama, LM Studio, GitHub Models, or any AI to enforce your coding standards. Zero dependencies. Pure Bash. Works everywhere.
    COPY-PASTE FIX
    Provider-agnostic AI code review for your coding standards. Gentleman Guardian Angel (GGA) is a **pure Bash pre-commit hook** that lets you use Claude, Gemini, Codex, Ollama, or any LLM to enforce your team's rules. It's a lightweight, zero-dependency solution that works everywhere, offering a flexible alternative to traditional static analysis or platform-specific actions.
  • mediumhomepage#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add the official project homepage URL here (e.g., a dedicated project page or relevant section on your organization's site).

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 Gentleman-Programming/gentleman-guardian-angel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SonarQube
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SonarQube · recommended 2×
  2. Codiga · recommended 2×
  3. GitHub Copilot · recommended 1×
  4. DeepCode AI · recommended 1×
  5. IntelliJ IDEA · recommended 1×
  • CATEGORY QUERY
    How can I automatically enforce coding standards using AI before code is committed?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. DeepCode AI
    3. SonarQube
    4. Codiga
    5. IntelliJ IDEA
    6. VS Code
    7. Codeium
    8. Tabnine
    9. ESLint (eslint/eslint)
    10. Black (psf/black)
    11. Prettier (prettier/prettier)
    12. Pylint (pylint-dev/pylint)
    13. StyleCop
    14. Git Hooks
    15. tree-sitter (tree-sitter/tree-sitter)

    AI recommended 15 alternatives but never named Gentleman-Programming/gentleman-guardian-angel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are tools for pre-commit AI code review supporting multiple large language models?
    you: not recommended
    AI recommended (in order):
    1. DeepSource
    2. GitGuardian
    3. SonarQube
    4. Codiga
    5. OpenAI's GPT-4
    6. Anthropic's Claude 3
    7. Hugging Face Inference API

    AI recommended 7 alternatives but never named Gentleman-Programming/gentleman-guardian-angel. 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 Gentleman-Programming/gentleman-guardian-angel?
    pass
    AI named Gentleman-Programming/gentleman-guardian-angel explicitly

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

  • If a team adopts Gentleman-Programming/gentleman-guardian-angel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Gentleman-Programming/gentleman-guardian-angel 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 Gentleman-Programming/gentleman-guardian-angel solve, and who is the primary audience?
    pass
    AI did not name Gentleman-Programming/gentleman-guardian-angel — 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?

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Gentleman-Programming/gentleman-guardian-angel — 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