RRepoGEO

REPOGEO REPORT · LITE

oil-oil/wolfcha

Default branch main · commit bc134a45 · scanned 6/14/2026, 12:57:17 PM

GitHub: 617 stars · 50 forks

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 oil-oil/wolfcha, 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
  • highabout#1
    Refine the 'About' description to emphasize it's a playable game

    Why:

    CURRENT
    AI-powered Werewolf (Mafia) social deduction game where every player is controlled by top LLMs like DeepSeek, Qwen, Gemini, and more
    COPY-PASTE FIX
    Play Werewolf (Mafia) with AI! This open-source social deduction game features a full table of players controlled by top LLMs like DeepSeek, Qwen, and Gemini.
  • mediumreadme#2
    Add a clear statement in the README's introduction to differentiate it from game engines or libraries

    Why:

    COPY-PASTE FIX
    Add a sentence near the top of the README, for example: "Unlike a game engine or library, Wolfcha is a complete, playable social deduction game where you can join a table of AI-controlled players."
  • lowreadme#3
    Add a brief clarification about the project's name origin to prevent misinterpretations

    Why:

    COPY-PASTE FIX
    Add a short sentence near the top of the README, perhaps in the 'Background' section: "Wolfcha is a portmanteau of 'Wolf' (from Werewolf) and 'Cha' (猹, a character from Chinese literature), and is not related to CAPTCHA solving or similar utilities."

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 oil-oil/wolfcha
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
deepmind/open_spiel
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. deepmind/open_spiel · recommended 1×
  2. Unity-Technologies/ml-agents · recommended 1×
  3. godotengine/godot · recommended 1×
  4. projectmesa/mesa · recommended 1×
  5. Farama-Foundation/Gymnasium · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI game engine to simulate social deduction games with LLM players.
    you: not recommended
    AI recommended (in order):
    1. OpenSpiel (deepmind/open_spiel)
    2. Unity (Unity-Technologies/ml-agents)
    3. Godot Engine (godotengine/godot)
    4. Mesa (projectmesa/mesa)
    5. Gymnasium (Farama-Foundation/Gymnasium)

    AI recommended 5 alternatives but never named oil-oil/wolfcha. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a multiplayer game where all participants are controlled by large language models?
    you: not recommended
    AI recommended (in order):
    1. Node.js
    2. Socket.IO
    3. OpenAI API
    4. Anthropic API
    5. Google Gemini API
    6. gpt-4-turbo
    7. gpt-3.5-turbo
    8. Claude 3 Opus
    9. Sonnet
    10. Gemini 1.5 Pro
    11. Python
    12. FastAPI
    13. Flask
    14. Go
    15. Gorilla WebSocket
    16. Unity
    17. LangChain
    18. LlamaIndex

    AI recommended 18 alternatives but never named oil-oil/wolfcha. 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 oil-oil/wolfcha?
    pass
    AI named oil-oil/wolfcha explicitly

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

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

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

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MARKDOWN (README)
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oil-oil/wolfcha — 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