Official agent skill

Contribute Integration

by NVIDIA in NVIDIA/NeMo-Relay

Add or change a third-party framework integration that attaches NeMo Relay to framework tool, LLM, or lifecycle boundaries.

OfficialApache-2.0Auto-check passedAI & LLM Engineering

Install Contribute Integration

skills CLI
$ npx skills add NVIDIA/NeMo-Relay --skill contribute-integration -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install NVIDIA/NeMo-Relay contribute-integration --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/NVIDIA/NeMo-Relay.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/contribute-integration .claude/skills/contribute-integration && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
contribute-integration
GitHub stars
192
Token cost
~299 tokens
SKILL.md length
112 words
Files
1
Skills in repo
30
Repo updated
First seen
Licence
Apache-2.0

At a glance

Add or change a third-party framework integration that attaches NeMo Relay to framework tool, LLM, or lifecycle boundaries.

  • Binding-only changes
  • SKILL.md covers Default Guidance, Checklist and References
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Contribute Integration is an agent skill from NVIDIA/NeMo-Relay, published by the product's own GitHub organization. Add or change a third-party framework integration that attaches NeMo Relay to framework tool, LLM, or lifecycle boundaries. Do not use for core runtime or binding-only changes.

Its SKILL.md is about 300 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in AI & LLM Engineering. The repository describes itself as: Multi-language agent runtime and library for execution scope management, lifecycle events, and middleware on tool and LLM calls. The licence is Apache-2.0.

When your agent uses it

  • Binding-only changes

Example prompts

  • “/contribute-integration”

What it can do on your machine

Read from SKILL.md and the folder at commit 16d73b4. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Contribute Integration loads about 299 tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 112 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~50
When it runs · the whole SKILL.md, loaded when a task matches
~299

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from NVIDIA/NeMo-Relay at commit 16d73b4, republished under its Apache-2.0 licence (© NVIDIA). 112 words, ~299 tokens.

Download SKILL.mdSave it as .claude/skills/contribute-integration/SKILL.md (or your agent's skills folder).
name
contribute-integration
description
Add or change a third-party framework integration that attaches NeMo Relay to framework tool, LLM, or lifecycle boundaries. Do not use for core runtime or binding-only changes.
license
Apache-2.0

Contribute A Framework Integration

Use this skill when contributing an integration with a framework or plugin such as LangChain, LangGraph, Deep Agents, or OpenClaw through its public APIs.

Default Guidance

  • Keep NeMo Relay optional
  • Use stable, documented framework or plugin APIs
  • Wrap tool and LLM paths at the correct framework boundary
  • Preserve the framework's original behavior when NeMo Relay is absent

Checklist

  • Integration pattern follows docs/integrate-into-frameworks/adding-scopes.mdx
  • Integration uses public framework or plugin APIs
  • Managed tool adapters return ToolExecutionResult to Relay and unwrap .result only at the framework boundary; opaque annotations are preserved through forwarding execution intercepts
  • Relevant integration tests or smoke path pass
  • Docs updated if activation or usage changed

References

  • docs/integrate-into-frameworks/about.mdx

© NVIDIA, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/contribute-integration of NVIDIA/NeMo-Relay.

Open the folder on GitHubat commit 16d73b4

Compare with similar skills

Contribute Integration next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Contribute Integration compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Contribute Integration this skillNVIDIA/NeMo-Relay192—~299Automated safety check: PassApache-2.0
Agent BuildershareAI-lab/learn-claude-code78k6 repos~1.2kAutomated safety check: PassMIT
Add Uint Supportpytorch/pytorch104k2 repos~2.3kAutomated safety check: PassCustom licence
Peft Fine TuningOrchestra-Research/AI-Research-SKILLs13k9 repos~3.1kAutomated safety check: PassMIT
Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs13k9 repos~3.3kAutomated safety check: PassMIT
1passwordtrpc-group/trpc-agent-go1.8k15 repos~656Automated safety check: PassApache-2.0

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  • Contribute Docs

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Questions about Contribute Integration

What does Contribute Integration do?

Add or change a third-party framework integration that attaches NeMo Relay to framework tool, LLM, or lifecycle boundaries. Contribute Integration is an agent skill from NVIDIA/NeMo-Relay, published by the product's own GitHub organization. Add or change a third-party framework integration that attaches NeMo Relay to framework tool, LLM, or lifecycle boundaries.

When should I use Contribute Integration?

Contribute Integration fits situations like: binding-only changes.

How do I install Contribute Integration in Claude Code?

Run `npx skills add NVIDIA/NeMo-Relay --skill contribute-integration -a claude-code`. Or copy the skill folder (.agents/skills/contribute-integration in NVIDIA/NeMo-Relay) into .claude/skills/contribute-integration in your project. Claude Code loads it when a task matches its description.

How do I install Contribute Integration in Codex?

Run `npx skills add NVIDIA/NeMo-Relay --skill contribute-integration -a codex`. Or copy the skill folder (.agents/skills/contribute-integration in NVIDIA/NeMo-Relay) into .agents/skills/contribute-integration in your project. Codex loads it when a task matches its description.

Can I use Contribute Integration in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add NVIDIA/NeMo-Relay --skill contribute-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/contribute-integration, .gemini/skills/contribute-integration, .github/skills/contribute-integration and .opencode/skills/contribute-integration in your project.

What does Contribute Integration need to run?

SKILL.md names no scripts, command-line tools or credentials: Contribute Integration is instructions for the agent only.

Does Contribute Integration access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Contribute Integration safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Contribute Integration use?

Contribute Integration is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Contribute Integration use?

About 299 tokens (SKILL.md is roughly 1.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Contribute Integration?

Skills that share tags, products or a category with Contribute Integration: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Contribute Integration?

NVIDIA (a GitHub organization, an official publisher) maintains it in NVIDIA/NeMo-Relay, which has 192 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on October 8, 2026.

Source: NVIDIA/NeMo-Relay on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.