RRepoGEO

REPOGEO REPORT · LITE

wondelai/skills

Default branch main · commit eff8b3ca · scanned 5/25/2026, 3:22:04 PM

GitHub: 1,094 stars · 120 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 wondelai/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
    Broaden the README's opening statement and description to emphasize general AI agent skill utility

    Why:

    CURRENT
    Agent skills for Claude Code and agentskills.io-compatible agents.
    COPY-PASTE FIX
    A comprehensive collection of pre-built, self-contained skills for AI agents, compatible with Claude Code, agentskills.io, and other AI assistant frameworks.
  • mediumtopics#2
    Add broader AI agent and skill library topics

    Why:

    CURRENT
    agent-skills, ai-skills, claude-code, claude-code-marketplace, claude-code-plugin, claude-code-skills, claude-plugins, claude-skills, skill-md, skillsmp
    COPY-PASTE FIX
    agent-skills, ai-skills, claude-code, claude-code-marketplace, claude-code-plugin, claude-code-skills, claude-plugins, claude-skills, skill-md, skillsmp, ai-agents, agent-frameworks, ai-tools, skill-library, pre-built-skills, ai-assistant-skills
  • lowreadme#3
    Add a 'Why Wondel.ai Skills?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Wondel.ai Skills?
Unlike broad AI platforms (e.g., Hugging Face Hub, OpenAI API) or specific agent frameworks, Wondel.ai Skills provides a curated, framework-agnostic collection of ready-to-use skills. This allows developers to quickly integrate specialized functionalities into any AI agent without building from scratch or being locked into a single ecosystem.

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 wondelai/skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Hub
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Hub · recommended 1×
  2. OpenAI API · recommended 1×
  3. Google Cloud AI Platform / Vertex AI · recommended 1×
  4. AWS AI Services · recommended 1×
  5. Microsoft Azure AI Services · recommended 1×
  • CATEGORY QUERY
    Where can I find pre-built skills to enhance my AI agent's capabilities?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Hub
    2. OpenAI API
    3. Google Cloud AI Platform / Vertex AI
    4. AWS AI Services
    5. Microsoft Azure AI Services
    6. LangChain Hub
    7. Zapier / Make

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

    Show full AI answer
  • CATEGORY QUERY
    How to integrate specialized business strategy skills into an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Ontology Web Language (OWL)
    2. Protege
    3. SHACL (Shapes Constraint Language)
    4. Neo4j
    5. Amazon Neptune
    6. Drools (JBoss Rules)
    7. Prolog
    8. SWI-Prolog
    9. CLIPS (C Language Integrated Production System)
    10. spaCy
    11. Hugging Face Transformers
    12. BERT
    13. GPT-3.5/4
    14. Llama 2
    15. Rasa NLU
    16. Pyomo (Python Optimization Modeling Objects)
    17. GLPK
    18. CPLEX
    19. Gurobi
    20. Scikit-learn
    21. NumPy
    22. SciPy
    23. Streamlit
    24. Dash
    25. Microsoft Power BI
    26. Tableau

    AI recommended 26 alternatives but never named wondelai/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 wondelai/skills?
    pass
    AI named wondelai/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 wondelai/skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wondelai/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 wondelai/skills solve, and who is the primary audience?
    pass
    AI named wondelai/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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wondelai/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