RRepoGEO

REPOGEO REPORT · LITE

opendilab/LLMRiddles

Default branch main · commit 245622c0 · scanned 6/9/2026, 7:57:40 PM

GitHub: 580 stars · 34 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)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 opendilab/LLMRiddles, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    llm-game, prompt-engineering, riddles, ai-challenge, language-model-game, llm-evaluation
  • highreadme#2
    Reposition the README's opening sentence to clarify primary purpose

    Why:

    CURRENT
    Welcome to LLM Riddles! This is a game of wits and courage with language models.
    COPY-PASTE FIX
    Welcome to LLM Riddles! This open-source project is an interactive game designed to challenge users' prompt engineering skills and explore the creative reasoning of Large Language Models through riddles.
  • mediumabout#3
    Refine the 'About' description for clearer positioning

    Why:

    CURRENT
    Open-Source Reproduction/Demo of the LLM Riddles Game
    COPY-PASTE FIX
    An interactive, open-source game where users challenge Large Language Models with riddles to test and improve prompt engineering skills. Explore LLM reasoning in a fun, engaging way.

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 opendilab/LLMRiddles
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Prompt Engineering Game (by Google)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Prompt Engineering Game (by Google) · recommended 1×
  2. AI Dungeon · recommended 1×
  3. EleutherAI's "The Pile" · recommended 1×
  4. ChatGPT · recommended 1×
  5. Claude · recommended 1×
  • CATEGORY QUERY
    Looking for an interactive game to challenge users on their language model prompting abilities.
    you: not recommended
    AI recommended (in order):
    1. Prompt Engineering Game (by Google)
    2. AI Dungeon
    3. EleutherAI's "The Pile"
    4. ChatGPT
    5. Claude
    6. Bard
    7. PromptBase

    AI recommended 7 alternatives but never named opendilab/LLMRiddles. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I build a system for creating prompt engineering challenges with AI models?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI API
    3. Anthropic Claude API
    4. Google Gemini API
    5. Hugging Face Transformers
    6. Weights & Biases
    7. Streamlit
    8. Gradio
    9. PostgreSQL
    10. MongoDB
    11. pytest

    AI recommended 11 alternatives but never named opendilab/LLMRiddles. 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 opendilab/LLMRiddles?
    pass
    AI did not name opendilab/LLMRiddles — 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 opendilab/LLMRiddles in production, what risks or prerequisites should they evaluate first?
    pass
    AI named opendilab/LLMRiddles 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 opendilab/LLMRiddles solve, and who is the primary audience?
    pass
    AI named opendilab/LLMRiddles explicitly

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

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opendilab/LLMRiddles — 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