RRepoGEO

REPOGEO REPORT · LITE

LearnPrompt/luban-skill

Default branch master · commit 89b1f0dd · scanned 6/26/2026, 11:52:56 AM

GitHub: 538 stars · 99 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 LearnPrompt/luban-skill, 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
    Update README H1 to explicitly state project's function for AI agents

    Why:

    CURRENT
    # 鲁班 | Luban
    COPY-PASTE FIX
    # 鲁班 | Luban: An AI Agent Skill-Polishing Workshop
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, llm-skills, prompt-engineering, agent-development, skill-refinement, ai-validation, generative-ai
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://skills.sh/LearnPrompt/luban-skill

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 LearnPrompt/luban-skill
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI API · recommended 1×
  4. PromptLayer · recommended 1×
  5. Weights & Biases Prompts · recommended 1×
  • CATEGORY QUERY
    How to refine an AI agent's prompt or skill for better reusability and sharing?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. PromptLayer
    5. Weights & Biases Prompts
    6. Hugging Face Transformers
    7. Semantic Kernel

    AI recommended 7 alternatives but never named LearnPrompt/luban-skill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools to validate and improve the quality and performance of custom AI skills?
    you: not recommended
    AI recommended (in order):
    1. Weights & Biases
    2. MLflow
    3. TensorBoard
    4. Deepchecks
    5. Evidently AI
    6. Fiddler AI
    7. Arize AI

    AI recommended 7 alternatives but never named LearnPrompt/luban-skill. 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 LearnPrompt/luban-skill?
    pass
    AI did not name LearnPrompt/luban-skill — 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 LearnPrompt/luban-skill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LearnPrompt/luban-skill 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 LearnPrompt/luban-skill solve, and who is the primary audience?
    pass
    AI named LearnPrompt/luban-skill explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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