RRepoGEO

REPOGEO REPORT · LITE

wuji-labs/nopua

Default branch main · commit c13b7466 · scanned 5/24/2026, 6:41:45 AM

GitHub: 1,308 stars · 44 forks

AI VISIBILITY SCORE
35 /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
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 wuji-labs/nopua, 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 to clearly state what NoPUA is

    Why:

    CURRENT
    Your AI is lying to you. Not because it's bad. Because you scared it.
    COPY-PASTE FIX
    NoPUA is an innovative AI agent skill designed to enhance the truthfulness and bug-finding capabilities of large language models (LLMs) by fostering a collaborative, fear-free interaction style.

## Your AI is lying to you.
  • hightopics#2
    Refine GitHub topics to improve category visibility

    Why:

    CURRENT
    agent-skill, ai-agent, ai-coding, anti-pua, ao-de-jing, claude-code, codex, cursor, kiro, nopua, openclaw, prompt-engineering, skill, skills, vibe-coding
    COPY-PASTE FIX
    agent-skill, ai-agent, ai-coding, ao-de-jing, claude-code, codex, cursor, kiro, nopua, openclaw, prompt-engineering, skill, skills, vibe-coding, llm-alignment, ai-safety, truthfulness, agentic-ai, llm-agent-skill, human-ai-interaction
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://arxiv.org/abs/2603.14373

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 wuji-labs/nopua
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI's GPT-4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI's GPT-4 · recommended 1×
  2. Anthropic's Claude 3 · recommended 1×
  3. Google's Gemini · recommended 1×
  4. Meta's Llama 3 · recommended 1×
  5. Pinecone · recommended 1×
  • CATEGORY QUERY
    How to make my AI assistant stop fabricating answers and admit uncertainty?
    you: not recommended
    AI recommended (in order):
    1. OpenAI's GPT-4
    2. Anthropic's Claude 3
    3. Google's Gemini
    4. Meta's Llama 3
    5. Pinecone
    6. Weaviate
    7. ChromaDB
    8. Azure AI Search
    9. OpenAI Fine-tuning API
    10. Hugging Face Transformers
    11. LangChain
    12. NeMo Guardrails (NVIDIA)
    13. Azure AI Content Safety

    AI recommended 13 alternatives but never named wuji-labs/nopua. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking better prompt engineering techniques to improve AI agent truthfulness and bug finding.
    you: not recommended
    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 wuji-labs/nopua?
    pass
    AI named wuji-labs/nopua explicitly

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

  • If a team adopts wuji-labs/nopua in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wuji-labs/nopua 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 wuji-labs/nopua solve, and who is the primary audience?
    pass
    AI named wuji-labs/nopua explicitly

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

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wuji-labs/nopua — 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