Download for MacApple silicon, macOS 14+
Skill

evaluation

@muratcankoylan Updated 2026-10-12

This skill should be used when building agent evaluation systems: deterministic checks, regression suites, multi-dimensional rubrics, quality gates, production monitoring, baseline comparison, and outcome measurement for agent pipelines.

Install

With your agent

Install OMGSkills skill "muratcankoylan/Agent-Skills-for-Context-Engineering:skills/evaluation" into this agent's normal skills directory: call the OMGSkills MCP get_install_plan tool for your agent and run the script it returns (it installs only the pinned commit and verifies SKILL.md), and stop if MCP or the pin is unavailable. Do not overwrite or change existing skills without asking me.

Manual command

git clone https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering /tmp/Agent-Skills-for-Context-Engineering && ln -s /tmp/Agent-Skills-for-Context-Engineering/skills/evaluation ~/.claude/skills/evaluation

From README

Evaluation Methods for Agent Systems Evaluate agent systems differently from traditional software because agents make dynamic decisions, are non-deterministic between runs, and often lack single correct answers. Build evaluation frameworks that account for these characteristics, provide actionable feedback, catch regressions, and validate that context engineering choices achieve intended effects. When to Activate Activate this skill when: Testing agent performance systematically Validating context engineering choices Measuring improvements over time Catching regressions before deployment Building quality gates for agent pipelines Comparing different agent configurations Evaluating production systems continuously Do not activate this skill for adjacent work owned by other skills: Designing the LLM judge itself, pairwise comparison, judge calibration, or bias mitigation: advanced-evaluation.