ModsFinder

ReinforceMC

by topandrey15

ReinforceMC is a Forge magic mod that lets neural networks learn to play Minecraft through reinforcement learning, guided by configurable reward systems and input processing.

ForgeClient-side onlyMIT License1.16.5

What it does

Training runs inside the game. A user defines custom rewards for in-game actions such as killing players or mobs, taking damage, healing, breaking and placing blocks, and crafting items, then starts, stops, pauses or resumes a training session from the mod's controls. Trained models can be saved and loaded again later, and an emergency stop halts training immediately if needed.

The mod ships with a GUI made of several configuration screens: a main configuration menu, a reward system setup, an input configuration, a training control panel, a performance monitor and template management. Reward tracking is shown in real time. An integration with DeepSeek lets a user message a DeepSeek Telegram bot, which can carry out actions in Minecraft through the Baritone pathfinding mod.

The mod requires computational resources, and it is intended for users with at least basic knowledge of machine learning. Training times vary greatly with hardware, network complexity and the learning task. ReinforceMC is published for Forge only, for 1.16.5, and the mod is released under the MIT License without being open source.

Key features

  1. Custom reward system

    Rewards are set for in-game actions, letting a training run favor the behavior the user wants the network to learn.

  2. Training session control

    Training can be started, stopped, paused and resumed, and an emergency stop ends it immediately.

  3. Live performance monitoring

    Reward tracking updates in real time while a training session is running, shown in the monitoring screen.

  4. Model save and load

    Trained neural networks can be saved to disk and loaded again to continue or reuse earlier training.

  5. DeepSeek action bot

    A DeepSeek Telegram bot can receive messages and perform in-game actions through Baritone.

Compatibility

Latest build for each game version and loader.

1.16.52.0
ReleaseBetaAlphaNot available

Only full game releases are shown. This mod publishes no snapshot builds.

Questions

Does ReinforceMC need to be installed on the server?

No. Players add it to their own game, and a server needs no copy.

Which Minecraft version does ReinforceMC support?

Forge files exist for 1.16.5 only, with 2.0 for 1.16.5 as the latest file in the beta channel.

Does Baritone have to be installed for the DeepSeek bot?

Yes. The DeepSeek bot performs its in-game actions using the Baritone pathfinding mod, so Baritone must be present.

In the catalog

ReinforceMC is one of 7,216 Magic mods on ModsFinder, and one of 3,927 Magic mods for Forge. 5,992 mods support Minecraft 1.16.5.

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What the author says

A Minecraft mod that implements reinforcement learning capabilities, allowing neural networks to learn and play Minecraft through configurable reward systems and input processing. The mod includes a comprehensive GUI system with multiple configuration screens: - 🏠 Main configuration menu - 🏆 Reward system setup …
topandrey15, on the Modrinth page

Official listing

Owner
topandrey15
Published
2025-06-08
Updated on Modrinth
2025-08-07
Facts verified
2026-10-15

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