RRepoGEO

REPOGEO REPORT · LITE

RefoundAI/lenny-skills

Default branch main · commit 280a57aa · scanned 6/5/2026, 4:46:57 AM

GitHub: 1,013 stars · 129 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 RefoundAI/lenny-skills, 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 README opening to emphasize AI agent library for developers

    Why:

    CURRENT
    86 product management skills distilled from Lenny's Podcast interviews with world-class product leaders. Built for PMs, founders, and product teams who want Claude to help with real product work.
    COPY-PASTE FIX
    RefoundAI/lenny-skills is a modular library of 86 product management skills, distilled from Lenny's Podcast, specifically designed to equip Claude Code and other AI agents with expert knowledge and workflows for real-world product tasks. Primarily for developers building or extending AI agents.
  • mediumcomparison#2
    Add a 'How is this different?' section to the README

    Why:

    COPY-PASTE FIX
    ## How is this different from product management books or courses?

Unlike traditional learning resources, Lenny's Product Skills for Claude Code is not designed for human learning. Instead, it's a practical library of executable knowledge and workflows, formatted for direct integration into AI agents. It enables AI to *apply* product management best practices, rather than humans *learn* them.
  • mediumabout#3
    Add a homepage URL to the repository's About section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://refound.ai/

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 RefoundAI/lenny-skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Product School
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Product School · recommended 1×
  2. Mind the Product · recommended 1×
  3. Inspired: How to Create Tech Products Customers Love · recommended 1×
  4. The Lean Startup · recommended 1×
  5. Cracking the PM Interview · recommended 1×
  • CATEGORY QUERY
    How can I equip my AI assistant with product management best practices and frameworks?
    you: not recommended
    AI recommended (in order):
    1. Product School
    2. Mind the Product
    3. Inspired: How to Create Tech Products Customers Love
    4. The Lean Startup
    5. Cracking the PM Interview
    6. Aha!
    7. Jira

    AI recommended 7 alternatives but never named RefoundAI/lenny-skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a curated knowledge base of product strategy for AI agent development.
    you: not recommended
    AI recommended (in order):
    1. OpenAI's Developer Documentation & Blog
    2. Google AI Blog & Google Cloud AI Documentation
    3. Microsoft Azure AI Documentation & Blog
    4. Designing Machine Learning Systems
    5. The AI Product Manager
    6. Andreessen Horowitz (a16z) Blog & Podcasts
    7. Working with AI: Real Stories from Inside the Machine

    AI recommended 7 alternatives but never named RefoundAI/lenny-skills. 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 RefoundAI/lenny-skills?
    pass
    AI named RefoundAI/lenny-skills explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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