RRepoGEO

REPOGEO REPORT · LITE

wondelai/skills

Default branch main · commit 66de3487 · scanned 6/24/2026, 3:27:03 PM

GitHub: 1,443 stars · 152 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
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
    Reposition the README's opening sentence to highlight the marketplace of domain-specific skills

    Why:

    CURRENT
    Agent skills for Claude Code and agentskills.io-compatible agents. Browse all skills at skills.wondel.ai.
    COPY-PASTE FIX
    A curated marketplace and collection of pre-built, domain-specific agent skills for Claude Code and agentskills.io-compatible agents. Easily install collections for areas like product strategy, UX design, marketing, and more.
  • mediumabout#2
    Update the repository description to emphasize the curated marketplace aspect

    Why:

    CURRENT
    Agent skills for Claude Code and other agentskills.io-compatible agents. See https://developertoolkit.ai for more information about skills in general.
    COPY-PASTE FIX
    A curated marketplace and collection of pre-built, domain-specific agent skills for Claude Code and agentskills.io-compatible agents, covering areas like business strategy, UX design, and marketing.
  • mediumtopics#3
    Add more specific domain-related topics based on skill collections

    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, business-strategy-skills, ux-design-skills, marketing-skills, sales-skills, product-innovation-skills, software-craftsmanship, systems-architecture-skills

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
OpenAI GPT-4 / GPT-3.5 Turbo
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-4 / GPT-3.5 Turbo · recommended 1×
  2. Anthropic Claude 3 · recommended 1×
  3. Google Gemini · recommended 1×
  4. Microsoft Azure OpenAI Service · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How can I integrate pre-built business strategy skills into my AI assistant?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4 / GPT-3.5 Turbo
    2. Anthropic Claude 3
    3. Google Gemini
    4. Microsoft Azure OpenAI Service
    5. Hugging Face Transformers
    6. Llama 3
    7. Mistral
    8. Falcon
    9. Pinecone
    10. Weaviate (weaviate/weaviate)
    11. ChromaDB (chroma-core/chroma)
    12. OpenAI Embeddings
    13. Sentence Transformers (UKPLab/sentence-transformers)

    AI recommended 13 alternatives but never named wondelai/skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a marketplace of pre-packaged capabilities for conversational AI agents?
    you: not recommended
    AI recommended (in order):
    1. Rasa X/Rasa Enterprise
    2. IBM Watson Assistant
    3. Google Dialogflow ES/CX
    4. Microsoft Bot Framework Composer
    5. Amazon Lex
    6. SAP Conversational AI (recast.ai)
    7. Voiceflow

    AI recommended 7 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.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite