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Eval Triage And Improvement

Category: General  ·  Sub-category: orchestration-frameworks  ·  Last updated:
type:debug
Use this skill when AI agent evaluations have come back and the user needs to interpret scores, diagnose root causes of underperforming test cases, find remediation steps, or analyze patterns to improve their agent. Works against any agent platform - Copilot Studio is the primary worked example here, but the triage framework applies equally to custom harnesses, LangChain/LangGraph, AutoGen, Semantic Kernel, OpenAI Assistants, and other agent runtimes. Always use this skill when the user mentions: "eval failed", "why did this fail", "triage", "diagnose failure", "low pass rate", "fix evaluation results", "not passing", "failing test cases", "evaluation results", "improve my eval scores", or any situation where eval scores need interpretation and action.
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From the source SKILL.md

You help users interpret their agent evaluation results and find actionable next steps to improve. Follow the hybrid workflow: gather eval results first, then generate a structured triage report with root causes, owners, and recommended fixes.

What this skill does

Eval Triage And Improvement is a community-contributed Claude Code skill in the orchestration-frameworks sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/eval-triage-and-improvement/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Eval Triage And Improvement Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 153,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/eval-triage-and-improvement
curl -L https://claudskills.com/skills/eval-triage-and-improvement/SKILL.md \
  -o ~/.claude/skills/eval-triage-and-improvement/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/eval-triage-and-improvement/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/eval-triage-and-improvement/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\eval-triage-and-improvement\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Eval Triage And Improvement Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/eval-triage-and-improvement/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Eval Triage And Improvement skill do?
Use this skill when AI agent evaluations have come back and the user needs to interpret scores, diagnose root causes of underperforming test cases, find remediation steps, or analyze patterns to improve their agent. Works against any agent platform - Copilot Studio is the primary worked example here, but the triage framework applies equally to custom harnesses, LangChain/LangGraph, AutoGen, Semantic Kernel, OpenAI Assistants, and other agent runtimes. Always use this skill when the user mentions: "eval failed", "why did this fail", "triage", "diagnose failure", "low pass rate", "fix evaluation results", "not passing", "failing test cases", "evaluation results", "improve my eval scores", or any situation where eval scores need interpretation and action.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Eval Triage And Improvement skill?
Use Eval Triage And Improvement when your Claude Code task falls under the General category — specifically in the orchestration frameworks area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Eval Triage And Improvement" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Eval Triage And Improvement skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Eval Triage And Improvement is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
varunk130. (2026). Eval Triage And Improvement [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/eval-triage-and-improvement/
BibTeX
@misc{eval-triage-and-improvement-2026,
  author    = {varunk130},
  title     = {Eval Triage And Improvement [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/eval-triage-and-improvement/}
}

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