Agent Native

agent-development

This skill guides building the NPA chat agent backend using a grounded-first routing architecture that minimizes token spending.

by NebiusOfficial publisherNot reviewed

Identity proven by GitHub's verified organisation badge (nebius)

Agents
Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode, claude.ai and API
License
LicenseRef-Proprietary (restricted)
Pin
40bc4b8pinned Oct 9, 2026
Context cost
about 5,700 tokenswhen the skill loads
GitHub stars
34on nebius/nebius-physical-ai
Scripts
None found

What it does

“Use when building, enhancing, or testing the NPA chat agent backend — grounded-first routing, cost-aware Token Factory model selection, the embedded-backend mechanism, and cheap-token test tiers.”
The author's description, from SKILL.md

Generated summary from the skill's own text

This skill guides building the NPA chat agent backend using a grounded-first routing architecture that minimizes token spending. It covers zero-token intent matching, cost-tier routing for cheap model selection, and the embedded-backend mechanism that inlines helper modules into the deployed agent VM. It includes Token Factory integration, guardrails, action loops, and testing strategies across multiple tiers.

When to use it

  • Developing or enhancing the NPA agent chat backend logic
  • Adding new agent capabilities with minimal token cost
  • Building grounded intent matchers and response handlers
  • Setting up cost-aware LLM routing and model selection

When not to

  • Deploying or operating an existing agent (use npa-agent skill)
  • Running fresh deploy/teardown cycles (use agent-fresh-operate skill)
  • Building standalone chat interfaces or API clients

Install

Restricted license: install from the publisher's repository and read its terms.

These commands install from the publisher's repository and need no account.

skills CLI

npx skills add nebius/nebius-physical-ai --skill agent-development

Installs from the repository's default branch, which may have changed since the commit we checked.

GitHub CLI 2.90 or later

gh skill install nebius/nebius-physical-ai agent-development@40bc4b8e5636debf3bcd06b5db5806e393355038

Installs the commit we checked (40bc4b8).

Copy by hand

Download the folder at 40bc4b8 and put it in .claude/skills/agent-development for Claude Code and in .agents/skills/agent-development for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode.

Skill folder on GitHub at 40bc4b8

Copy for your agent

A prompt for any coding agent. It installs this skill from GitHub at the pinned commit, copies the files as they are, and runs nothing unless you ask.

Prompt

Install the agent skill "agent-development" by Nebius.

Source, pinned to commit 40bc4b8e5636debf3bcd06b5db5806e393355038:
https://github.com/nebius/nebius-physical-ai/tree/40bc4b8e5636debf3bcd06b5db5806e393355038/skills/atomic/agent-development

1. Download that folder at exactly this commit. Do not use the default branch.
2. Copy every file unchanged, keeping the folder structure, into .claude/skills/agent-development/ for Claude Code and .agents/skills/agent-development/ for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode. Create the folders if they do not exist.
3. Do not edit the files, and do not run any script in the folder unless I ask you to.
4. When you are done, list the files you copied and where you put them.

Its license is restricted or not stated. Show me the license terms from the repository before you copy anything.

Listing and checks: https://www.agentnative.dev/skills/nebius/agent-development

SKILL.md at the pin

The license of this skill does not let us show its files here.

View SKILL.md on GitHub at 40bc4b8

Files

1 file, 23 KB in total. Each file has a sha256 in the pin's manifest; the first 12 characters are shown.

Skill folder on GitHub at 40bc4b8
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Open roles at Nebius

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The skills listed here are third-party software, collected from public GitHub repositories as a catalog of recent skills and provided as is. Agent Native does not write or control them and is not responsible for any harm, loss or damage caused by installing or using them. Labels and checks describe what we saw at one commit and are not a guarantee. Read a skill's files before you run it. Terms of use