RRepoGEO

REPOGEO REPORT · LITE

mindcraft-bots/mindcraft

Default branch develop · commit 35be480b · scanned 5/12/2026, 7:37:10 PM

GitHub: 5,211 stars · 783 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 mindcraft-bots/mindcraft, 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 the repository

    Why:

    COPY-PASTE FIX
    minecraft, ai, llm, mineflayer, bot, agent, python, generative-ai
  • highhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://mindcraft-minecollab.github.io/index.html
  • highreadme#3
    Emphasize "Python framework" in the README's opening

    Why:

    CURRENT
    <p align="center">Crafting minds for Minecraft with LLMs and <a href="https://prismarinejs.github.io/mineflayer/#/">Mineflayer!</a></p>
    COPY-PASTE FIX
    <p align="center">A Python framework for crafting intelligent Minecraft agents with LLMs and <a href="https://prismarinejs.github.io/mineflayer/#/">Mineflayer!</a></p>

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 mindcraft-bots/mindcraft
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mineflayer
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mineflayer · recommended 2×
  2. Forge · recommended 2×
  3. Fabric · recommended 2×
  4. Voyager · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to build an AI agent that plays Minecraft using large language models?
    you: not recommended
    AI recommended (in order):
    1. Voyager
    2. Mineflayer
    3. OpenAI API
    4. GPT-4
    5. GPT-3.5 Turbo
    6. Fabric API
    7. LlamaIndex
    8. LangChain
    9. Claude 3
    10. Llama 3
    11. Hugging Face Transformers
    12. Malmo
    13. RLBot
    14. Spigot
    15. Paper
    16. Forge
    17. Fabric

    AI recommended 17 alternatives but never named mindcraft-bots/mindcraft. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to programmatically control a Minecraft bot with advanced AI capabilities.
    you: not recommended
    AI recommended (in order):
    1. Mineflayer
    2. mcpi
    3. Botania
    4. Fabric
    5. Forge
    6. GoCraft

    AI recommended 6 alternatives but never named mindcraft-bots/mindcraft. 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 mindcraft-bots/mindcraft?
    pass
    AI named mindcraft-bots/mindcraft explicitly

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

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

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

Embed your GEO score

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite