fineenvs SKILL.md skillA

fineenvs from akillness/jeo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add akillness/jeo-skills/fineenvs@v1.1.0

Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
akillness/jeo-skills
Path
.agent-skills/fineenvs/SKILL.md
Versions recorded
2
Latest version
v1.1.0, committed Oct 12, 2026
First version recorded
Oct 12, 2026
Size
5,713 bytes
Repository stars
52
License
none declared

Inspect and run the source-verified adithya-s-k/FineEnvs environment and dataset projects, including OpenEnv, ORS, NeMo Gym, Verifiers, SkyRL Gym, and GEM dialects. Use when the user names FineEnvs, supplies a checkout, asks for a local smoke or reward-evidence readout, or wants to author an environment against its bundled contracts. Route generic training, RL algorithms, serving, and provider operations to their owning skills.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# FineEnvs operator

FineEnvs is an Apache-2.0 Python repository audited at
`5e0b46e96bfd20105976e50a06a3b79c9c62f076` (2026-10-12). Its project-local READMEs and configs
remain authoritative; historical runs, moving `main` dependencies, paid services, and known
runtime gaps are not reproducibility guarantees.

## When to use this skill

- Inspect or pin a FineEnvs checkout and select one environment/project path.
- Run a no-backend Wordle smoke or another explicitly approved local fixture check.
- Read reward, grader, coverage, data-license, or framework-contract evidence.
- Author a new environment using the bundled domain and framework-generator contracts.

Do not use this skill as a generic training, serving, Ray, sandbox, Hugging Face, provider, or
cloud-operations guide. Use the owning skill for those operations; consult the audited reference
here to identify their prerequisites and side effects.

## Instructions

1. **Preflight offline.** From the repo root run
   `python3 .agent-skills/fineenvs/scripts/preflight.py --json`; from an installed skill root run
   `python3 "$SKILLS_ROOT/fineenvs/scripts/preflight.py" --json`. For a checkout, add
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add akillness/jeo-skills/fineenvs@sha256:46ab551547f596de

The line at the top of this page pins the label v1.1.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wkh7cz2xfiachliy.svg)](https://markdownregistry.com/a/art_wkh7cz2xfiachliy)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, all committed on Oct 12, 2026.

versioncommittedcommitsizeaudit
v1.1.0 latest2026-10-12 f938962 5,713 BA view · diff
v1.02026-10-12 3806bcf 7,853 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (5713 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

akillness/jeo-skills · 52 stars · license none declared · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wkh7cz2xfiachliy
GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/fineenvs
GET https://markdownregistry.com/api/v1/blob/46ab551547f596de03a4d908ae6c581479462424c15dc02bb81151273a1fb653

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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