RRepoGEO

REPOGEO REPORT · LITE

OpenClaudia/openclaudia-skills

Default branch main · commit f97d104d · scanned 6/25/2026, 7:53:16 PM

GitHub: 504 stars · 23 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 OpenClaudia/openclaudia-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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Refine README H1 to explicitly state core purpose

    Why:

    CURRENT
    <h1 align="center">OpenClaudia</h1>
    COPY-PASTE FIX
    <h1 align="center">OpenClaudia: Open-Source Marketing Skills for AI Coding Agents</h1>
  • mediumreadme#2
    Clarify the heading for the comparison table

    Why:

    CURRENT
    ## Why OpenClaudia?
    COPY-PASTE FIX
    ## OpenClaudia: Why It's Different from Traditional Marketing SaaS

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 OpenClaudia/openclaudia-skills
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. AutoGPT · recommended 1×
  3. BabyAGI · recommended 1×
  4. OpenAI API · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    Looking for open-source tools to automate marketing tasks using AI agents.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. AutoGPT
    3. BabyAGI
    4. OpenAI API
    5. GPT-4
    6. Hugging Face Transformers (huggingface/transformers)
    7. Rasa (RasaHQ/rasa)

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

    Show full AI answer
  • CATEGORY QUERY
    How can I equip an AI agent with comprehensive marketing and growth skills?
    you: not recommended
    AI recommended (in order):
    1. HubSpot
    2. Google Analytics 4 (GA4)
    3. SEMrush
    4. Ahrefs
    5. Mailchimp
    6. Klaviyo
    7. Salesforce Sales Cloud
    8. Hootsuite
    9. Sprout Social
    10. Tableau
    11. Power BI

    AI recommended 11 alternatives but never named OpenClaudia/openclaudia-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 OpenClaudia/openclaudia-skills?
    pass
    AI did not name OpenClaudia/openclaudia-skills — 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 OpenClaudia/openclaudia-skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named OpenClaudia/openclaudia-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 OpenClaudia/openclaudia-skills solve, and who is the primary audience?
    pass
    AI named OpenClaudia/openclaudia-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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OpenClaudia/openclaudia-skills — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite