RRepoGEO

REPOGEO REPORT · LITE

carlvellotti/claude-code-pm-course

Default branch main · commit ca578dcb · scanned 5/25/2026, 9:22:01 PM

GitHub: 2,042 stars · 329 forks

AI VISIBILITY SCORE
22 /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
1 / 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 carlvellotti/claude-code-pm-course, 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 description to clarify 'Claude Code'

    Why:

    CURRENT
    An interactive course teaching Product Managers how to use Claude Code effectively for their daily work.
    COPY-PASTE FIX
    An interactive course teaching Product Managers how to use Claude Code, a specialized AI development environment for building and managing AI-powered products, effectively for their daily work.
  • mediumreadme#2
    Add a clear statement about the repository's license to the README

    Why:

    COPY-PASTE FIX
    This course is provided under the terms of the license found in the [LICENSE](LICENSE) file. Please review it for specific usage rights and restrictions.

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 carlvellotti/claude-code-pm-course
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Notion AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Notion AI · recommended 2×
  2. ClickUp AI · recommended 2×
  3. ChatGPT · recommended 1×
  4. Google Gemini · recommended 1×
  5. Microsoft Copilot · recommended 1×
  • CATEGORY QUERY
    How can product managers learn to leverage AI assistants for daily tasks?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Notion AI
    4. Microsoft Copilot
    5. Perplexity AI
    6. ClickUp AI
    7. Zapier

    AI recommended 7 alternatives but never named carlvellotti/claude-code-pm-course. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI tools for product managers to write PRDs and analyze data?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT (GPT-4)
    2. Notion AI
    3. Google Gemini (Advanced/Enterprise)
    4. Microsoft Copilot (with Microsoft 365 E3/E5)
    5. Airtable AI
    6. Tableau GPT
    7. ClickUp AI

    AI recommended 7 alternatives but never named carlvellotti/claude-code-pm-course. 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 carlvellotti/claude-code-pm-course?
    pass
    AI did not name carlvellotti/claude-code-pm-course — 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 carlvellotti/claude-code-pm-course in production, what risks or prerequisites should they evaluate first?
    pass
    AI named carlvellotti/claude-code-pm-course 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 carlvellotti/claude-code-pm-course solve, and who is the primary audience?
    pass
    AI did not name carlvellotti/claude-code-pm-course — 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite