RRepoGEO

REPOGEO REPORT · LITE

maxritter/pilot-shell

Default branch main · commit 0025dc76 · scanned 5/11/2026, 2:47:04 AM

GitHub: 1,707 stars · 143 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 maxritter/pilot-shell, 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 to clarify its core purpose as an AI code generation workflow engine

    Why:

    CURRENT
    From requirement to production-grade code — planned, tested, verified.
    COPY-PASTE FIX
    Pilot Shell is a workflow engine for AI code generation, taking Claude Code from requirement to production-grade code — planned, tested, and verified with enforced quality gates.
  • mediumtopics#2
    Add topics related to AI code quality and development workflow

    Why:

    CURRENT
    ai-agents, ai-assistant, ai-coding, ai-coding-tools, ai-engineering, ai-tools, anthropic, anthropic-claude, claude, claude-ai, claude-code, claude-context, claude-skills, claudecode, model-context-protocol, spec-driven-development
    COPY-PASTE FIX
    ai-agents, ai-assistant, ai-coding, ai-coding-tools, ai-engineering, ai-tools, anthropic, anthropic-claude, claude, claude-ai, claude-code, claude-context, claude-skills, claudecode, model-context-protocol, spec-driven-development, ai-testing, ai-quality-assurance, ai-development-workflow, code-quality-ai
  • lowlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Pilot Shell is licensed under [Your Specific License Name(s)]. See the LICENSE file for details.

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 maxritter/pilot-shell
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Actions
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Actions · recommended 1×
  2. GitLab CI/CD · recommended 1×
  3. Azure Pipelines · recommended 1×
  4. SonarQube · recommended 1×
  5. OpenAI Evals · recommended 1×
  • CATEGORY QUERY
    How to ensure AI-generated code meets production standards with robust testing and quality gates?
    you: not recommended
    AI recommended (in order):
    1. GitHub Actions
    2. GitLab CI/CD
    3. Azure Pipelines
    4. SonarQube
    5. OpenAI Evals
    6. LangChain
    7. Pytest
    8. JUnit
    9. NUnit
    10. Go test
    11. Selenium
    12. Playwright
    13. Cypress
    14. OWASP ZAP
    15. Burp Suite
    16. Snyk
    17. Dependabot

    AI recommended 17 alternatives but never named maxritter/pilot-shell. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool for spec-driven development and persistent context with AI coding assistants.
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot Chat
    3. Continue.dev
    4. CodiumAI
    5. Codeium
    6. Tabnine

    AI recommended 6 alternatives but never named maxritter/pilot-shell. 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 maxritter/pilot-shell?
    pass
    AI named maxritter/pilot-shell explicitly

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

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

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

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