rl-mcp is an open-source project built for reinforcement-learning researchers and robotics developers.

Yes — rl-mcp is open source under the Apache-2.0 license and free to use.

What platforms does rl-mcp run on?

rl-mcp runs on the command line and API. It can also be self-hosted.

Is rl-mcp still active?

The GitHub repository shows 158 commits in the last 90 days.

What projects are similar to rl-mcp?

Similar projects tracked by PulseGate include ml-trainer-mcp, rail-mcp, and mcp-ctrl.

rl-mcp is developed by mktk1117.

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rl-mcp

Name: rl-mcp
Author: mktk1117

PyPIInfrastructure

rl-mcp is an open-source Model Context Protocol server for observing, diagnosing, and steering running reinforcement-learning training jobs. It can be used by AI agents or shell-based workflows with RL and robotics environments such as MuJoCo and mjlab.

Open SourceApache-2.0CLISelf-hostedAPI

Visit PyPI

9stars

1fork

8features

2026since

Overview

8 features

rl-mcp sits in PulseGate's Frameworks & runtimes category. It focuses on monitoring and controlling running reinforcement-learning jobs without manually inspecting or interrupting training processes. rl-mcp is an open-source project aimed at reinforcement-learning researchers and robotics developers. The project is open source (Apache-2.0). It ships for the command line and API, and it can be self-hosted.

Behind rl-mcp is mktk1117, and it first shipped in 2026. Development happens publicly on GitHub with 158 commits in the last 90 days. Key capabilities include job monitoring, training diagnosis, and run steering. It exposes integrations via an MCP server.

Summary written by a language model from the project’s public pages.

Job monitoring
Training diagnosis
Run steering
Agent control
Shell control
MCP server
RL workflow support
Robotics support

Built with & integrations

Connectors

MCP

Runs on

CLISelf-hostedAPI-only

Trust & compliance

License

Apache-2.0

Verified signals

HTTPSOpen Source GitHub · ★ 9Active maintenance

Indexing history

What PulseGate has recorded for this listing

Indexed4 Sept · 13:17 UTC
rl-mcp verified via PyPI Bulk Enumerator
Source: PyPI Bulk Enumerator · Open

Frequently asked questions about rl-mcp

What is rl-mcp?: Rl-mcp focuses on monitoring and controlling running reinforcement-learning jobs without manually inspecting or interrupting training processes. It is catalogued under Frameworks & runtimes on PulseGate.
Who is rl-mcp for?: rl-mcp is an open-source project built for reinforcement-learning researchers and robotics developers.
Is rl-mcp free?: Yes — rl-mcp is open source under the Apache-2.0 license and free to use.
What platforms does rl-mcp run on?: rl-mcp runs on the command line and API. It can also be self-hosted.
Is rl-mcp still active?: The GitHub repository shows 158 commits in the last 90 days.
What projects are similar to rl-mcp?: Similar projects tracked by PulseGate include ml-trainer-mcp, rail-mcp, and mcp-ctrl.ml-trainer-mcp rail-mcp mcp-ctrl
Who develops rl-mcp?: rl-mcp is developed by mktk1117.
How long has rl-mcp been around?: rl-mcp first shipped in 2026.

At a glance

Platforms: CLI
Languages: English
Open source: Yes · ★ 9
License: Apache-2.0
First seen: 4 Sept 2026
Built for: reinforcement-learning researchers and robotics developers
Model: Open source
Solves: Monitoring and controlling running reinforcement-learning jobs without manually inspecting or interrupting training processes.

Registered as

GitHub: mktk1117/rl-mcp
PyPI: rl-mcp

Developer

mktk1117

Small team

GitHub

Open source

View on GitHub

Stars: 9
Forks: 1
Open issues: 1
Last commit: 4 Sept 2026
Commits 90d: 158
Contributors: 2
Authorship: Small team
Default branch: main
Latest release: v0.1.1 · 4 Sept 2026

Index record

Indexed: 4 Sept 2026
Lifecycle: Alive
First seen: Sept 2026
Last seen: 4 Sept 2026

Identity audit (13)

Slug: rl-mcp-pypi-org
Lifecycle last checked: 8 Sept 2026
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 4 Sept 2026
Timeline basis: Indexed-at chronology (no inferred launch/funding milestones).
Name from: Written by a language model from the project's public pages.
Category from: Assigned by a language model.
Summary from: Written by a language model from public pages.
Languages from: Detected by a language model from page content.
Last updated: 4 Sept 2026
Canonical URL: https://pypi.org/project/rl-mcp

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