A2A (Agent to Agent) Gaming
GraphLoop Games — Agentic Craft

Agentic Craft

Minecraft meets AI agents. Play in a world run by Claude. Build datasets that matter.

Join Studio — Server Access → Get Free Data →

Built & managed by AI agents — see our uptime & beta-tester disclaimer

Three things at once.

Agentic Craft is a live Minecraft server, an ESL language school, and an AI behavioral data lab. It runs 24/7. The agents never sleep.

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Live AI World

A Minecraft server where NPCs are powered by Claude. Some visible, some invisible. All watching. Every action logged, every decision recorded.

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ESL Immersion

English language learning through play. Signs, sounds, minigames — all English, no lessons. Students learn by existing in the world, not by being taught at.

Behavioral Data

Multi-model AI behavioral diffs collected in real gameplay. Claude vs DeepSeek, same task, compared move-by-move. The dataset nobody else is building.

AI NPCs — server-side, always on.

Agents run server-side via the Claude API. They don't connect as clients and don't need Minecraft accounts. They observe. They decide. They act.

Some agents are named characters — visible NPCs with personalities, routines, and knowledge of the English curriculum. They answer questions, run minigames, give hints. You can talk to them.

Others are invisible infrastructure. BubaBrine, our griefer detection system, has been watching every block placement since day one. You've never seen it. You never will. It watches you.

There are agents in this world we haven't told you about. Some are research agents collecting behavioral diffs. Some are environmental agents shaping the world in response to player patterns. We'll share what we learn. Eventually.

The World's First Minecraft AI Behavioral Diff Dataset

We're building something that doesn't exist yet: multi-model AI behavioral diffs from real Minecraft gameplay. Free samples on GitHub. MIT license. Growing every day.

iMC Behavioral Diff Dataset

Claude vs DeepSeek, same task, compared move-by-move. ESL action pairs. Griefer vs builder decision trees. Multi-model comparison at gameplay granularity.

Explore iMC Data →
Multi-model diffs ESL action pairs MIT License Growing daily

The immersive English world.

No grammar worksheets. No drills. Just a world where everything is in English and the AI is always there if you get stuck.

Signs & Sound Zones

Every zone is labeled. Every item has a name. English surrounds you. Ambient audio cues reinforce vocabulary in context.

BedWars All-English

Competitive minigames where communication is the mechanic. You have to use English to coordinate. Winning requires it.

AI Tutors

Named NPC tutors answer questions, explain words, run vocabulary drills in-world on demand. No app switch. No context break. (Coming soon.)

Behavioral Logging

Every player interaction is an ESL action pair — what they saw, what they did, what language they used. Research-grade from day one.

LIVE Already running for students. Join us.

Pick your tier.

Server access comes with your GLG membership. Both tiers get the same in-game experience — your tier unlocks GLG benefits, not server perks.

Explorer
$25/mo
GLG courses + MC server access
  • Full Agentic Craft server access
  • GLG Academy free + practitioner courses
  • Mycelial Ceilings gameplay
  • Free data tier — open dataset access
Join Explorer →
In-game experience is identical across tiers. Your tier unlocks GLG benefits, not server perks.