label-example

Label recent skill runs as gold or negative for GEPA optimization data.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/ncy08/clear-claude-code --skill label-example
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: label-example
Source: https://github.com/ncy08/clear-claude-code/tree/main/tools/skills/label-example
Command: npx skills add https://github.com/ncy08/clear-claude-code --skill label-example

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Label a recent skill run as golden (gold) or negative for GEPA optimization data.

Core Features & Use Cases

  • Label recent skill runs as gold or negative and store the result under the GEPA optimization corpus.
  • Select a specific session or default to the most recent run, plus optional notes to accompany the label.
  • Persist the labeled example to a structured location that pairs the label with the session data for downstream training and analysis.

Quick Start

Label the most recent skill run as golden or negative using the slash command, and store the resulting example under tools/optimization/examples/<skill-name>/<label>/.

Frequently Asked Questions about label-example

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I label skill sessions for GEPA optimization training data?

To label skill sessions for GEPA optimization, select a specific session or use the most recent run, assign a golden or negative label, and persist the example to the optimization corpus for downstream training and analysis.

What is the difference between golden and negative labels in GEPA optimization data?

Golden and negative labels in GEPA optimization data distinguish successful skill runs from poor ones, enabling downstream compilation to learn from positive examples while avoiding negative patterns during training.

Can I add notes to a labeled skill run before storing it for GEPA optimization?

Yes, you can add optional notes to accompany the label when classifying a skill run, providing additional context that is stored alongside the session data in the optimization examples directory.

How do I select a specific session to label instead of the most recent run?

You can specify a particular session ID to label instead of defaulting to the most recent run, allowing targeted selection of specific skill executions for GEPA optimization data collection.

Where are labeled skill examples stored for GEPA optimization training?

Labeled skill examples are stored under tools/optimization/examples/<skill-name>/<label>/, structuring the data so the label type pairs directly with the session data for downstream GEPA training.