benchclaw-stage4-template-metric-code-generation

Generate benchmark templates, metrics, and code for BenchClaw stage4 builds.

Updated May 7, 2026
One-click install
npx skills add https://github.com/EurecaMoment/BenchClaw --skill benchclaw-stage4-template-metric-code-generation
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: benchclaw-stage4-template-metric-code-generation
Source: https://github.com/EurecaMoment/BenchClaw/tree/main/BenchClaw/skills/benchmark-stage4-build
Command: npx skills add https://github.com/EurecaMoment/BenchClaw --skill benchclaw-stage4-template-metric-code-generation

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pypdf, pdfplumber, pdf2image, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill automates the generation of benchmark templates, metrics, and code for stage4 build, reducing manual effort and improving efficiency.

Core Features & Use Cases

  • Automated Template Generation: Automatically generate benchmark templates based on input specifications.
  • Metric Compilation: Compile metrics and scorers for benchmark evaluation.
  • Code Generation: Generate code for item generation, scoring, and benchmark packaging.
  • Use Case: With this Skill, you can easily create a benchmark for evaluating agent performance on specific tasks.

Quick Start

Run the benchclaw-stage4-template-metric-code-generation skill with the following command: benchclaw-stage4-template-metric-code-generation

Frequently Asked Questions about benchclaw-stage4-template-metric-code-generation

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

FAQPage Schema
How do I automate benchmark template and metric code generation for agent evaluation?

Automating benchmark template and metric code generation requires a tool that processes input specifications to output item generation, scoring, and packaging code. This Skill handles that workflow for stage4 builds.

What is benchmark packaging and how does it work with metric compilation?

Benchmark packaging bundles generated evaluation items, scorers, and templates into a deployable format. Metric compilation works alongside it by processing scoring rules into executable code for benchmark evaluation.

Do I need Python to run benchmark code generation and metric compilation?

Yes, you need Python installed to execute the benchmark code generation and metric compilation tasks. The Skill also requires dependencies like pypdf, pdfplumber, and pdf2image for processing input specifications.

Can I use this benchmark generation approach for evaluating agent performance on specific tasks?

Yes, you can use this approach to create benchmarks for evaluating agent performance on specific tasks. It generates the necessary templates, metrics, and scoring code tailored to your input specifications.

What's the best way to generate scoring code for a custom benchmark?

The best way to generate scoring code for a custom benchmark is providing specific input specifications to an automated generator. This compiles metrics and scorers directly, reducing manual coding effort and errors.

Why does benchmark template generation require PDF processing dependencies like pdfplumber?

Benchmark template generation requires PDF processing dependencies like pdfplumber, pypdf, and pdf2image to extract input specifications from documentation. These libraries parse format data needed to generate accurate item and scoring code.