RRepoGEO

REPOGEO REPORT · LITE

tech-leads-club/agent-skills

Default branch main · commit 81e7e0dd · scanned 5/27/2026, 8:41:45 AM

GitHub: 4,455 stars · 386 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 tech-leads-club/agent-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
    Clarify agent-skills as an open-source alternative to commercial marketplaces for AI skills

    Why:

    CURRENT
    In an ecosystem where <a href="https://github.com/snyk/agent-scan/blob/main/.github/reports/skills-report.pdf">over 13% of marketplace skills contain critical vulnerabilities</a>, <b>Agent Skills</b> stands apart as a hardened library of <b>verified</b>, <b>tested</b>, and <b>safe</b> capabilities.
    COPY-PASTE FIX
    In an ecosystem where <a href="https://github.com/snyk/agent-scan/blob/main/.github/reports/skills-report.pdf">over 13% of commercial marketplace skills contain critical vulnerabilities</a>, <b>Agent Skills</b> stands apart as a hardened, open-source library of <b>verified</b>, <b>tested</b> and <b>safe</b> capabilities, offering a trusted alternative to proprietary registries.
  • mediumtopics#2
    Expand repository topics to include 'library', 'registry', and 'open-source'

    Why:

    CURRENT
    agent, ai, antigravity, claude-code, copilot, cursor, skills
    COPY-PASTE FIX
    agent, ai, antigravity, claude-code, copilot, cursor, skills, library, registry, open-source
  • lowreadme#3
    Clarify the existing license in the README's 'License and Attribution' section

    Why:

    COPY-PASTE FIX
    Add a sentence to the 'License and Attribution' section clarifying the specific terms of the `LICENSE` file, as it is not a standard SPDX license. For example: 'This project is licensed under the terms specified in the `LICENSE` file. As this is not a standard SPDX license, please review the `LICENSE` file directly for the full and specific terms of use and attribution.'

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 tech-leads-club/agent-skills
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Marketplace
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Marketplace · recommended 1×
  2. AWS Marketplace · recommended 1×
  3. Google Cloud Marketplace · recommended 1×
  4. Azure Marketplace · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    Where can I find secure, pre-vetted capabilities to enhance my AI coding assistant?
    you: not recommended
    AI recommended (in order):
    1. GitHub Marketplace
    2. AWS Marketplace
    3. Google Cloud Marketplace
    4. Azure Marketplace
    5. OpenAI API
    6. Anthropic
    7. Google AI
    8. Snyk
    9. SonarQube
    10. SonarCloud

    AI recommended 10 alternatives but never named tech-leads-club/agent-skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a trusted registry of verified skills to extend my development AI agents securely.
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPTs (Custom GPTs)
    2. LangChain Hub
    3. Hugging Face Hub
    4. Azure AI Gallery
    5. AWS Marketplace for Machine Learning
    6. Google Cloud Vertex AI Model Garden
    7. Kaggle Models
    8. GitHub

    AI recommended 8 alternatives but never named tech-leads-club/agent-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
    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 tech-leads-club/agent-skills?
    pass
    AI named tech-leads-club/agent-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 tech-leads-club/agent-skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tech-leads-club/agent-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 tech-leads-club/agent-skills solve, and who is the primary audience?
    pass
    AI named tech-leads-club/agent-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
  • Prioritized action items8 vs 3 in Lite