RRepoGEO

REPOGEO REPORT · LITE

vibeforge1111/vibeship-spawner-skills

Default branch main · commit 70b2e106 · scanned 5/28/2026, 7:43:08 AM

GitHub: 859 stars · 125 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 vibeforge1111/vibeship-spawner-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 README H1 and opening line to clarify AI agent focus

    Why:

    CURRENT
    # Spawner Skills

> **spawner.vibeship.co** | **Browse All Skills462 production-grade skills** for Claude. Zero cost, works offline. Full MCP integration.
    COPY-PASTE FIX
    # Spawner Skills: A Directory of Production-Grade AI Agent Capabilities

> **spawner.vibeship.co** | **462 specialized skills for world-class AI agents** (e.g., Claude). Zero cost, works offline. Full MCP integration.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, agent-skills, claude, llm-tools, generative-ai, ide-tools, cli-tools, developer-tools
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root to clarify usage rights.

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 vibeforge1111/vibeship-spawner-skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Microsoft Semantic Kernel · recommended 1×
  4. Haystack · recommended 1×
  5. OpenAI Functions · recommended 1×
  • CATEGORY QUERY
    How can I define sophisticated AI agent skills with built-in patterns, validations, and anti-patterns?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. OpenAI Functions
    6. Pydantic

    AI recommended 6 alternatives but never named vibeforge1111/vibeship-spawner-skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help develop and manage advanced AI agent capabilities directly within an IDE?
    you: not recommended
    AI recommended (in order):
    1. VS Code
    2. GitHub Copilot
    3. Pylance
    4. Jupyter
    5. Python extension
    6. LangChain
    7. LlamaIndex
    8. PyCharm Professional
    9. AI Assistant
    10. NumPy
    11. SciPy
    12. Pandas
    13. JupyterLab
    14. jupyter-ai
    15. nbdev
    16. jupyterlab-git
    17. IntelliJ IDEA Ultimate
    18. Google Colaboratory (Colab)
    19. Vertex AI
    20. AWS Cloud9
    21. EC2 instances
    22. Sagemaker
    23. Lambda

    AI recommended 23 alternatives but never named vibeforge1111/vibeship-spawner-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
    fail

    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 vibeforge1111/vibeship-spawner-skills?
    pass
    AI did not name vibeforge1111/vibeship-spawner-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 vibeforge1111/vibeship-spawner-skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vibeforge1111/vibeship-spawner-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 vibeforge1111/vibeship-spawner-skills solve, and who is the primary audience?
    pass
    AI did not name vibeforge1111/vibeship-spawner-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?

Embed your GEO score

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