RRepoGEO

REPOGEO REPORT · LITE

obra/superpowers-marketplace

Default branch main · commit 6be22035 · scanned 5/29/2026, 6:28:02 AM

GitHub: 1,020 stars · 200 forks

AI VISIBILITY SCORE
28 /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
2 / 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
  • highreadme#1
    Reposition the README H1 and opening sentence to emphasize 'Claude Code'

    Why:

    CURRENT
    # Superpowers Marketplace

Curated Claude Code plugins for skills, workflows, and productivity tools.
    COPY-PASTE FIX
    # Superpowers Marketplace: Curated Plugins for Claude Code

This is the official marketplace for curated plugins designed specifically for Claude Code. Discover and install skills, workflows, and productivity tools to enhance your AI assistant.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    claude-code, ai-plugins, marketplace, productivity-tools, ai-assistant, skills, workflows, generative-ai
  • mediumreadme#3
    Add an explicit statement about active maintenance to the README

    Why:

    COPY-PASTE FIX
    This marketplace is actively maintained and regularly updated with new plugins and features for Claude Code.

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
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. OpenAI API · recommended 1×
  4. GitHub Copilot · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    How can I extend my AI assistant with specialized development skills and workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI API
    4. GitHub Copilot
    5. Hugging Face Transformers (huggingface/transformers)
    6. Docker
    7. Kubernetes
    8. Jupyter Kernel Gateway (jupyter/jupyter_kernel_gateway)
    9. nbclient (jupyter/nbclient)

    AI recommended 9 alternatives but never named obra/superpowers-marketplace. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a curated collection of AI tools to improve coding productivity?
    you: not recommended
    AI recommended (in order):
    1. GitHub Awesome Lists
    2. Product Hunt
    3. Futurepedia
    4. There's An AI For That
    5. Dev.to
    6. Medium
    7. Hacker News

    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 did not name obra/superpowers-marketplace — 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 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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