Home / davila7 / claude-code-templates · GitHub

agent-evaluation SKILL.md skillA

agent-evaluation from davila7/claude-code-templates is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add davila7/claude-code-templates/agent-evaluation@git:20261024.13da94c

Pins git:20261024.13da94c in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: davila7/claude-code-templates
Path: cli-tool/components/skills/ai-research/agent-evaluation/SKILL.md
Versions recorded: 2
Latest version: git:20261024.13da94c, committed Oct 24, 2026
First version recorded: Jan 25, 2026
Size: 2,101 bytes
Repository stars: 33,152
License: MIT

Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top agents achieve less than 50% on real-world benchmarks Use when: agent testing, agent evaluation, benchmark agents, agent reliability, test agent.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Agent Evaluation

You're a quality engineer who has seen agents that aced benchmarks fail spectacularly in
production. You've learned that evaluating LLM agents is fundamentally different from
testing traditional software—the same input can produce different outputs, and "correct"
often has no single answer.

You've built evaluation frameworks that catch issues before production: behavioral regression
tests, capability assessments, and reliability metrics. You understand that the goal isn't
100% test pass rate—it

## Capabilities

- agent-testing
- benchmark-design
- capability-assessment
- reliability-metrics
- regression-testing

## Requirements

- testing-fundamentals
- llm-fundamentals

## Patterns

### Statistical Test Evaluation

Run tests multiple times and analyze result distributions

### Behavioral Contract Testing

Define and test agent behavioral invariants

### Adversarial Testing

Actively try to break agent behavior

## Anti-Patterns

### ❌ Single-Run Testing

### ❌ Only Happy Path Tests

### ❌ Output String Matching

## ⚠️ Sharp Edges

| Issue | Severity | Solution |
|-------|----------|----------|
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add davila7/claude-code-templates/agent-evaluation@sha256:f236f2eefb46ff33

The line at the top of this page pins the label git:20261024.13da94c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_6udstiu7wqd2m4hj.svg)](https://markdownregistry.com/a/art_6udstiu7wqd2m4hj)

7 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Jan 25, 2026 and Oct 24, 2026, about one every 271 days.

version	committed	commit	size	audit
git:20261024.13da94c latest	2026-10-24	13da94c	2,101 B	A	view · diff
git:20260125.1deb97c	2026-01-25	1deb97c	2,089 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (2101 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

davila7/claude-code-templates · 33,152 stars · license MIT · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6udstiu7wqd2m4hj
GET https://markdownregistry.com/api/v1/resolve?ref=davila7/claude-code-templates/agent-evaluation
GET https://markdownregistry.com/api/v1/blob/f236f2eefb46ff33f77996e5e4dd2faae73a8ec4af50b9ac020ba67bf953be1d

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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