RRepoGEO

REPOGEO REPORT · LITE

obra/superpowers-marketplace

Default branch main · commit 6d4bfbc4 · scanned 6/28/2026, 6:32:51 AM

GitHub: 1,114 stars · 222 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 obra/superpowers-marketplace, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["claude-code", "ai-plugins", "marketplace", "llm-tools", "developer-tools", "ai-assistant", "plugin-development", "coding-assistant"]
  • highreadme#2
    Reposition the README's opening to clarify its role as an AI assistant plugin marketplace

    Why:

    CURRENT
    # Superpowers Marketplace
    
    Curated Claude Code plugins for skills, workflows, and productivity tools.
    COPY-PASTE FIX
    # Superpowers Marketplace
    
    Superpowers Marketplace is a curated hub for plugins designed to extend and enhance your Claude Code AI coding assistant. Discover skills, workflows, and productivity tools to supercharge your AI development.
  • mediumreadme#3
    Add a 'Why Superpowers Marketplace?' section to differentiate from general coding assistants

    Why:

    COPY-PASTE FIX
    ## Why Superpowers Marketplace?
    
    Unlike general coding assistants or IDE marketplaces, Superpowers Marketplace is specifically designed for Claude Code. It offers a curated collection of plugins to directly enhance your AI assistant's capabilities for development workflows, debugging, and productivity, rather than being a general-purpose coding tool.

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 obra/superpowers-marketplace
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Codeium · recommended 2×
  3. VS Code Marketplace · recommended 1×
  4. JetBrains Marketplace · recommended 1×
  5. IntelliJ IDEA · recommended 1×
  • CATEGORY QUERY
    How can I find useful plugins to extend my AI coding assistant's functionality?
    you: not recommended
    AI recommended (in order):
    1. VS Code Marketplace
    2. GitHub Copilot
    3. Codeium
    4. JetBrains Marketplace
    5. IntelliJ IDEA
    6. PyCharm
    7. OpenAI GPT Store
    8. Awesome-AI-Tools on GitHub
    9. r/vscode
    10. r/learnprogramming
    11. r/artificialintelligence
    12. GitHub Copilot Integrations Page
    13. Tabnine Integrations
    14. Futurepedia
    15. There's An AI For That
    16. The New Stack
    17. InfoWorld
    18. Hacker News

    AI recommended 18 alternatives but never named obra/superpowers-marketplace. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some good AI assistant tools for improving coding workflows and debugging?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Cursor
    4. Codeium
    5. Amazon CodeWhisperer
    6. Cody by Sourcegraph (sourcegraph/cody)
    7. ChatGPT

    AI recommended 7 alternatives but never named obra/superpowers-marketplace. 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 obra/superpowers-marketplace?
    pass
    AI named obra/superpowers-marketplace explicitly

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

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