NVIDIA-NeMo/Gym is a library and infrastructure for evaluating and improving models and agents inside environments, where each environment defines tasks, agent interaction, verification, and execution state. It is for teams running reproducible evaluations or training at scale across settings such as code execution, tool calling, and sandboxes, and the catalogue entries provide skills and instructions for working with it.
Borrowing it
Nothing to install: this file belongs to NVIDIA-NeMo/Gym. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/NVIDIA-NeMo/Gym/main/.agents/skills/nemo-gym-release-publish/SKILL.mdgit clone --depth 1 https://github.com/NVIDIA-NeMo/GymWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/nvidia-nemo/gym/nemo-gym-release-publish)<a href="https://agentmods.dev/skills/nvidia-nemo/gym/nemo-gym-release-publish"><img src="https://agentmods.dev/badge/skills/nvidia-nemo/gym/nemo-gym-release-publish/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/nvidia-nemo/gym/nemo-gym-release-publish"><img src="https://agentmods.dev/badge/skills/nvidia-nemo/gym/nemo-gym-release-publish.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00108 | $0.02117 |
| Opus 5.5 | $0.00043 | $0.00847 |
| Sonnet 5.5 | $0.00022 | $0.00423 |
| Haiku 4.5 | $0.00011 | $0.00212 |
Grade A, and why
nemo-gym-release-publish scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 22d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -s -o /dev/null -w '%{http_code}\n' https://pypi.org/pypi/nemo-gym/$VERSION/json How it starts
The opening of the file, as written. The whole thing — 189 lines — stays where its author put it; the contents beside it link to each section on GitHub.
NeMo Gym Release Publish
Publish one exact commit to PyPI and GitHub. Always run a dry run first, check that the wheel installs, and get the user's explicit go-ahead before you publish. A PyPI upload cannot be undone or overwritten.
Workflow facts
- Workflow:
.github/workflows/release.yaml, which calls the shared_release_library.ymltemplate fromNVIDIA-NeMo/FW-CI-templates. - Trigger it from
main. Therelease-refSHA decides what gets released, not the branch you trigger from. - The template restricts the run to repository admins.
skip-test-wheel: trueis set, so the workflow never installs the wheel. The install check below fills that gap.- After publishing, the workflow pushes a version bump to
version-bump-branch. A run withrelease-refset to a branch name races that bump, sorelease-refmust be a full 40-character SHA.
1. Resolve the inputs
Take each value from the user's request. Derive a default only when the user
did not give one, and ask when VERSION is missing.
| Variable | Workflow input | Default |
|---|---|---|
VERSION |
none | Required. The version being published, such as <MAJOR>.<MINOR>.<PATCH> |
REPO |
none | NVIDIA-NeMo/Gym |
BRANCH |
version-bump-branch |
r$VERSION |
SHA |
release-ref |
Tip of BRANCH |
PREVIOUS_TAG |
gh-release-from-tag |
Highest release tag below v$VERSION |
CREATE_GH_RELEASE |
create-gh-release |
true |
PYTHON |
none | 3.13, for the install checks |
Read state from GitHub, not from local refs. A local checkout may not have
fetched the release branch, and origin may be a fork.
REPO=NVIDIA-NeMo/Gym
VERSION=<VERSION>
BRANCH=r$VERSION
CREATE_GH_RELEASE=true
PYTHON=3.13
SHA=$(gh api repos/$REPO/branches/$BRANCH -q .commit.sha)
PREVIOUS_TAG=$(gh release list -R $REPO --limit 50 --json tagName -q '.[].tagName' \
| { cat; echo "v$VERSION"; } | sort -uV | grep -B1 -x "v$VERSION" | head -1)
If the user gave a SHA, check that it is a full 40-character SHA on BRANCH.
The compare status must be identical or ahead:
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 22d ago First seen · 189 lines · 108 tokens per session scan A 73175c8aa537
nemo-gym-release-publish is a skill published in the GitHub repository NVIDIA-NeMo/Gym (1,320 stars, last pushed today), licensed Apache-2.0. It adds 108 tokens to every session and 2,117 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-16.
nemo-gym-release-publish compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| nemo-gym-release-publishNVIDIA-NeMo/Gym | Skill | 1.3k | today | Apache-2.0 | A | 108 | Claude Code, Codex |
| swarm-migrateyonatangross/orchestkit | Skill | 299 | yesterday | MIT | A | 103 | Claude Code |
| afk-releasegriffinwork40/agent-afk | Skill | 62 | yesterday | Apache-2.0 | A | 156 | Claude Code |
| shipdarkroomengineering/cc-settings | Skill | 52 | yesterday | MIT | A | 45 | Claude Code |
| zb-release-pipelineAdamBien/airails | Skill | 62 | yesterday | MIT | A | 148 | Claude Code, Codex |
| land-and-deployFlorianBruniaux/claude-code-plugins | Skill | 44 | yesterday | MIT | A | 24 | Claude Code |
| aiox-devopsSynkraAI/aiox-core | Skill | 3.1k | yesterday | none | A | 51 | Claude Code |