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distil-labs/distil-cli-skill

Developer tools
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Claude skill for distil cli

개요

An Agent Skill for building task-specific small language models on the distil labs platform: from raw data or production traces, through teacher evaluation and synthetic data generation, to a finetuned, evaluated, deployable student model. Everything runs on the distil labs platform through the distil CLI. The only prerequisite is an account. The skill works with every coding agent that reads the Agent Skills format, including Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode. distil skill install puts the skill in ~/.agents/skills, the shared directory that Codex, Cursor, GitHub Copilot, Gemini CLI, OpenCode, Cline and many other agents read. It also links the skill into Claude Code. Run it again to update the skill. distil skill uninstall removes it. The command needs git. It does not need Node. If you have Node, skills installs the skill without the distil CLI: Use this route for an agent that distil skill install does not cover, with --agent .

README

distil labs Agent Skill

An Agent Skill for building task-specific small language models on the distil labs platform: from raw data or production traces, through teacher evaluation and synthetic data generation, to a finetuned, evaluated, deployable student model.

Everything runs on the distil labs platform through the distil CLI. The only prerequisite is an account.

The skill works with every coding agent that reads the Agent Skills format, including Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode.

Installation

With the distil CLI

curl -fsSL https://cli-assets.distillabs.ai/install.sh | sh
distil skill install

distil skill install puts the skill in ~/.agents/skills, the shared directory that Codex, Cursor, GitHub Copilot, Gemini CLI, OpenCode, Cline and many other agents read. It also links the skill into Claude Code. Run it again to update the skill. distil skill uninstall removes it. The command needs git. It does not need Node.

With the skills CLI

If you have Node, skills installs the skill without the distil CLI:

npx skills add distil-labs/distil-cli-skill

Use this route for an agent that distil skill install does not cover, with --agent .

Prerequisites

The skill runs every stage through the distil CLI, installed above. Sign in with distil auth, or distil signup without an account; the skill does this itself at the start of a project if you skip it. On Windows, run the CLI inside WSL.

Supported Task Types

Task Type Use Case Example
Question Answering Extract answers from documents Invoice parsing, contract analysis, ticket extraction
Classification Categorize text into fixed classes Intent detection, sentiment analysis, ticket triage
Chat Completion Conversational turns with text, tool calls, or both Support chatbots, API routing, chatbot actions
Agentic Chat Completion Tool-calling loops where tool results feed back into the answer DevOps assistants, file system assistants, database interfaces

Layout

SKILL.md is the entry point. stages/ holds one unit of pipeline work each, workflows/ the two workflows (the build loop and the improvement loop), and references/ the shared knowledge, with every distil command in references/execution/cli.md.

Quick Start

Once the skill is installed, ask your agent to build you a model:

“Help me build a classification model for customer support intent detection”

The agent starts from the model you already run in production: it puts an inference endpoint in front of it to collect traces, or takes a trace file or a labelled dataset if you have one. It then checks feasibility with a teacher evaluation, generates synthetic training data, trains the student, and serves it behind a new endpoint that takes the traffic the traces came from. Every stage confirms the setup and the expected credit cost with you before it submits anything.

Documentation

License

Apache 2.0. See LICENSE for details.

View this README on GitHub

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설치

npx skillfish add distil-labs/distil-cli-skill