cristhianzl/claude-skills-czl · configs/langflow/skills/evaluating-ai-output/SKILL.md

evaluating-ai-output skillA

evaluating-ai-output is agent-read markdown (skill) from cristhianzl/claude-skills-czl: Evaluate non-deterministic LLM/AI output with evals instead of one-shot "it worked" — define expected behavior first, measure pass@k / pass^k, and grade with code / model / human graders. Use when building or changing an AI/LLM feature, an agent, a prompt, a RAG pipeline, or a classifier, where a single good run is not proof of correctness. Complements writing-tests (deterministic logic) and developing-features-tdd..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add cristhianzl/claude-skills-czl/evaluating-ai-output@git:20260625.6520aec
Exact content
mdr add cristhianzl/claude-skills-czl/evaluating-ai-output@sha256:347be76034c7130e

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_x6g4cyuou2yhpsax.svg)](https://markdownregistry.com/a/art_x6g4cyuou2yhpsax)

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Versions

versioncommittedcommitsizeaudit
git:20260625.6520aec latest2026-06-25 6520aec 3,670 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3670 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

cristhianzl/claude-skills-czl · 5 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_x6g4cyuou2yhpsax
GET https://markdownregistry.com/api/v1/resolve?ref=cristhianzl/claude-skills-czl/evaluating-ai-output
GET https://markdownregistry.com/api/v1/blob/347be76034c7130ef8b06eea62675e5ddbb3d622a5d367c72e2085e577a15679

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.