Eval Feedback

Q: What is a Claude Code skill and how does the Eval Feedback 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 Feedback is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: general-misc · Last updated: 2026-06-13

After a classifier eval run, read the local results JSON, append failures to FEEDBACK.json as structured observations, cluster them into failure_classes, and summarize what to fix in the next SKILL.md / strategy / config revision. Invoke when the user says 'analyze the latest eval', 'what failed in this run', 'update the feedback file', or similar.

About this skill (catalog notes)

Eval Feedback includes pricing or quota commentary; 11 code blocks for direct copy-paste. At roughly 2,179 words the SKILL.md is on the longer end of the catalog distribution.

Source: meridiona.com
License: MIT
Original author: Meridiona
Indexed lastmod: 2026-06-13
Catalog position: General · general-misc
Indexed related skills: 10

How Eval Feedback fits the catalog

Eval Feedback sits in the General category under the general-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

You are updating services/skills/activity/task-classifier/FEEDBACK.json based on the outcome of a classifier eval run. This file is the structured backlog the team uses when revising the classifier prompt (services/skills/activity/task-classifier/SKILL.md), strategies (services/tests/evals/strategies.py), or experiment configs (services/tests/evals/configs/) — every failure you log here becomes evidence for or against a specific change.

What this skill does

Eval Feedback is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/eval-feedback/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Eval Feedback 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 116,000+ 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-feedback
curl -L https://claudskills.com/skills/eval-feedback/SKILL.md \
  -o ~/.claude/skills/eval-feedback/SKILL.md

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

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

📱 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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Eval Feedback Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/eval-feedback/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Eval Feedback skill do?

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 Feedback skill?

Use Eval Feedback when your Claude Code task falls under the General category — specifically in the general misc 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 Feedback" 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 Feedback 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 Feedback 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

Source: https://github.com/Meridiona/meridian/blob/40bd410a9e73faa4c86ead25567f587fa3f14313/.claude/skills/eval-feedback/SKILL.md
License: MIT
Author: Meridiona
Website: https://meridiona.com

Cite this skill

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

APA

Meridiona. (2026). Eval Feedback [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/eval-feedback/

BibTeX

@misc{eval-feedback-2026,
  author    = {Meridiona},
  title     = {Eval Feedback [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/eval-feedback/}
}

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