RRepoGEO

REPOGEO REPORT · LITE

Farama-Foundation/chatarena

Default branch main · commit a15802dd · scanned 5/21/2026, 11:57:09 PM

GitHub: 1,547 stars · 148 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
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 Farama-Foundation/chatarena, 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 deprecation notice in the README

    Why:

    CURRENT
    The deprecation notice is the first text after the H3 title.
    COPY-PASTE FIX
    Move the deprecation notice ('Aug 11, 2025: This project has been deprecated...') to after the initial descriptive paragraph ('ChatArena is a library that provides multi-agent language game environments and facilitates research about autonomous LLM agents and their social interactions.') and before the 'Getting Started' section.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://chatarena-chatarena-demo.hf.space
  • lowtopics#3
    Add more specific topics to clarify the project's niche

    Why:

    CURRENT
    ai, artificial-intelligence, chatgpt, gpt-4, large-language-models, multi-agent, multi-agent-reinforcement-learning, multi-agent-simulation, natural-language-processing, python
    COPY-PASTE FIX
    ai, artificial-intelligence, chatgpt, gpt-4, large-language-models, multi-agent, multi-agent-reinforcement-learning, multi-agent-simulation, natural-language-processing, python, llm-agents, language-games, llm-simulation

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 Farama-Foundation/chatarena
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/autogen
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/autogen · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. joaomdmoura/crewai · recommended 1×
  4. run-llama/llama_index · recommended 1×
  5. OpenAI Assistants API · recommended 1×
  • CATEGORY QUERY
    How can I simulate multi-agent LLM interactions for research and development?
    you: not recommended
    AI recommended (in order):
    1. AutoGen (microsoft/autogen)
    2. LangChain (langchain-ai/langchain)
    3. CrewAI (joaomdmoura/crewai)
    4. LlamaIndex (run-llama/llama_index)
    5. OpenAI Assistants API
    6. Haystack (deepset-ai/haystack)

    AI recommended 6 alternatives but never named Farama-Foundation/chatarena. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for creating custom language game environments for autonomous AI agents?
    you: not recommended
    AI recommended (in order):
    1. LightSeq (bytedance/lightseq)
    2. ParlAI (facebookresearch/ParlAI)
    3. DeepMind Lab (deepmind/lab)
    4. OpenAI Gym (openai/gym)
    5. Unity
    6. Unreal Engine
    7. Evennia (evennia/evennia)
    8. ColdC (coldc/coldc)

    AI recommended 8 alternatives but never named Farama-Foundation/chatarena. 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 Farama-Foundation/chatarena?
    pass
    AI named Farama-Foundation/chatarena explicitly

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

  • If a team adopts Farama-Foundation/chatarena in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Farama-Foundation/chatarena 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 Farama-Foundation/chatarena solve, and who is the primary audience?
    pass
    AI named Farama-Foundation/chatarena 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
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Farama-Foundation/chatarena — RepoGEO report