RRepoGEO

REPOGEO REPORT · LITE

mindcraft-bots/mindcraft

Default branch develop · commit 5f3acc87 · scanned 6/23/2026, 4:21:57 AM

GitHub: 5,414 stars · 830 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 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 improve categorization

    Why:

    COPY-PASTE FIX
    minecraft, ai, llm, mineflayer, bot, agent, natural-language-processing, automation
  • highreadme#2
    Add a descriptive tagline immediately after the main H1

    Why:

    CURRENT
    <h1 align="center">🧠mindcraft⛏️</h1>
    COPY-PASTE FIX
    <h1 align="center">🧠mindcraft⛏️</h1>
<p align="center">Crafting intelligent AI agents for Minecraft using Large Language Models (LLMs) and Mineflayer.</p>
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://mindcraft-minecollab.github.io/index.html

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
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Mineflayer · recommended 1×
  3. LangChain.js · recommended 1×
  4. LlamaIndex.js · recommended 1×
  5. Fabric API · recommended 1×
  • CATEGORY QUERY
    How to create intelligent Minecraft bots using large language models for automation?
    you: not recommended
    AI recommended (in order):
    1. Mineflayer
    2. LangChain.js
    3. LlamaIndex.js
    4. Fabric API
    5. LangChain4j
    6. LlamaIndex.java
    7. Spigot API
    8. Paper API
    9. LangChain
    10. LlamaIndex
    11. Transformers
    12. Minecraft-RL
    13. MineRL
    14. Malmo
    15. OpenAI Gym
    16. Stable Baselines3
    17. OpenAI API
    18. Hugging Face Transformers

    AI recommended 18 alternatives but never named mindcraft-bots/mindcraft. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for building AI agents in Minecraft with natural language processing?
    you: not recommended
    AI recommended (in order):
    1. Mineflayer (PrismarineJS/mineflayer)
    2. Node.js
    3. OpenAI API
    4. LangChain (langchain-ai/langchain)
    5. DreamerV3 (danijar/dreamerv3)
    6. Malmo (Microsoft/malmo)
    7. OpenAI Gym (openai/gym)
    8. MineRL (minerllabs/minerl)
    9. Minecraft-GPT (MineDojo/Minecraft-GPT)

    AI recommended 9 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?

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  • Brand-free category queries5 vs 2 in Lite
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