RRepoGEO

REPOGEO REPORT · LITE

GoodStartLabs/AI_Diplomacy

Default branch main · commit 736a0a9f · scanned 6/2/2026, 10:58:01 PM

GitHub: 667 stars · 91 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 GoodStartLabs/AI_Diplomacy, 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 specific topics for game AI and multi-agent systems

    Why:

    CURRENT
    ai, ai-benchmark, benchmark, llm
    COPY-PASTE FIX
    ai, ai-benchmark, benchmark, llm, diplomacy-game, multi-agent-systems, game-ai, negotiation-ai, strategic-ai
  • highreadme#2
    Reposition README overview to emphasize framework/benchmark role

    Why:

    CURRENT
    This repository extends the original Diplomacy project with sophisticated AI agents powered by Large Language Models (LLMs). Each power in the game is controlled by an autonomous agent that maintains state, forms relationships, conducts negotiations, and makes strategic decisions.
    COPY-PASTE FIX
    AI Diplomacy provides a robust framework and benchmark for developing and evaluating LLM-powered autonomous AI agents specifically designed for complex strategic board games like Diplomacy. It focuses on multi-agent negotiation, strategic decision-making, and relationship management, offering a comprehensive platform for researchers and developers.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    [Insert relevant project website, demo, or documentation URL here]

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 GoodStartLabs/AI_Diplomacy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. OpenAI GPT-4 · recommended 1×
  4. Anthropic Claude 3 · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How to build autonomous AI agents for strategic board games using large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. Anthropic Claude 3
    3. Google Gemini
    4. Llama 3
    5. Mistral Large
    6. Mixtral 8x7B
    7. LangChain
    8. LlamaIndex
    9. Guidance

    AI recommended 9 alternatives but never named GoodStartLabs/AI_Diplomacy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for benchmarking LLM performance in multi-agent strategic negotiation scenarios?
    you: not recommended
    AI recommended (in order):
    1. FARGO
    2. Meta's Cicero
    3. OpenAI Gym
    4. Farama Foundation Gymnasium
    5. PettingZoo
    6. LangChain
    7. LlamaIndex
    8. Pandas
    9. NumPy
    10. SciPy
    11. AWQ
    12. GPTQ

    AI recommended 12 alternatives but never named GoodStartLabs/AI_Diplomacy. 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 GoodStartLabs/AI_Diplomacy?
    pass
    AI named GoodStartLabs/AI_Diplomacy explicitly

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

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

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

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GoodStartLabs/AI_Diplomacy — 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