REPOGEO REPORT · LITE

yuniko-software/minecraft-mcp-server

Default branch main · commit 240c8cec · scanned 6/13/2026, 7:01:56 PM

GitHub: 612 stars · 68 forks

AI VISIBILITY SCORE

27 /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

1 / 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 yuniko-software/minecraft-mcp-server, 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 README H1 to clarify "MCP" and AI control
Why:
CURRENT
```
# Minecraft MCP Server
```
COPY-PASTE FIX
```
# Minecraft Model Context Protocol (MCP) Server for AI Agents
```

mediumabout#2

Clarify "MCP" in the repository description

Why:

CURRENT

A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft character in real-time, allowing AI assistants to build structures, explore the world, and interact with the game environment through natural language instruction

COPY-PASTE FIX

A Minecraft server implementing the Model Context Protocol (MCP) for AI control. Powered by Mineflayer API, it enables AI assistants to control a Minecraft character in real-time, building structures, exploring, and interacting via natural language.

lowcomparison#3

Add a comparison section to the README

Why:

COPY-PASTE FIX

Add a new section to the README, e.g., "## Comparison to Alternatives" or "## How is this different from Mineflayer or Project Malmo?", explaining how this project leverages Mineflayer and provides an MCP layer for AI agents, differentiating it from raw Mineflayer usage or broader platforms like Project Malmo.

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 yuniko-software/minecraft-mcp-server

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

PrismarineJS/mineflayer

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

PrismarineJS/mineflayer · recommended 1×
OpenAI GPT-4/GPT-3.5 · recommended 1×
nodejs/node · recommended 1×
Microsoft/malmo · recommended 1×
DLR-RM/stable-baselines3 · recommended 1×

CATEGORY QUERY
How can I use an AI assistant to control a Minecraft character programmatically?
you: not recommended
AI recommended (in order):
1. Mineflayer (PrismarineJS/mineflayer)
2. OpenAI GPT-4/GPT-3.5
3. Node.js (nodejs/node)
4. Project Malmo (Microsoft/malmo)
5. Stable Baselines3 (DLR-RM/stable-baselines3)
6. Ray RLlib (ray-project/ray)
7. Fabric API (FabricMC/fabric)
8. Spigot API (SpigotMC/Spigot)
9. Google Cloud AI Platform
10. Azure AI Services
11. mcpi (martinohanlon/mcpi)
12. NLTK (nltk/nltk)
13. spaCy (explosion/spaCy)
AI recommended 13 alternatives but never named yuniko-software/minecraft-mcp-server. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools enable natural language AI agents to automate tasks in a Minecraft world?
you: not recommended
AI recommended (in order):
1. FarmVenture
2. Mineflayer
3. OpenAI's GPT-4
4. Google's Gemini
5. Project Malmo
6. TuringCraft
7. DreamerV3
8. OpenAI Gym
9. MineRL
AI recommended 9 alternatives but never named yuniko-software/minecraft-mcp-server. 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 yuniko-software/minecraft-mcp-server?
pass
AI did not name yuniko-software/minecraft-mcp-server — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts yuniko-software/minecraft-mcp-server in production, what risks or prerequisites should they evaluate first?
pass
AI named yuniko-software/minecraft-mcp-server 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 yuniko-software/minecraft-mcp-server solve, and who is the primary audience?
pass
AI did not name yuniko-software/minecraft-mcp-server — likely talking about a different project
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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yuniko-software/minecraft-mcp-server — 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