k-dense-ai/scientific-agent-skills · skills/stable-baselines3/SKILL.md

stable-baselines3 skillA

stable-baselines3 is agent-read markdown (skill) from k-dense-ai/scientific-agent-skills: Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with Gymnasium environments. For high-performance parallel training, multi-agent systems, or custom vectorized environments, use pufferlib instead..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add k-dense-ai/scientific-agent-skills/stable-baselines3@v1.3
Exact content
mdr add k-dense-ai/scientific-agent-skills/stable-baselines3@sha256:f2b29acfdf6116e5

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_hwn4g7zu7qo2n37g.svg)](https://markdownregistry.com/a/art_hwn4g7zu7qo2n37g)

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Versions

versioncommittedcommitsizeaudit
v1.3 latest2026-09-02 1e5eeff 11,748 BA view · diff
v1.22026-08-29 72d742e 10,791 BA view · diff
v1.12026-07-26 b085e11 10,791 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 10,796 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11748 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

k-dense-ai/scientific-agent-skills · 45,352 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hwn4g7zu7qo2n37g
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/stable-baselines3
GET https://markdownregistry.com/api/v1/blob/f2b29acfdf6116e525eae9c89fcd1de925fb2be841727006b74e4a3bf5c37b4a

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.