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AI Agents Diagnostics Toolkit

Category: Engineering  ·  Sub-category: engineering-misc  ·  Last updated:
type:debug
Catalog of this repo's measurement instruments, each with command, current baseline, and interpretation guide. Covers skill size and description budgets, orphan-ref and golden-principles scans, drift gates as signals, guard telemetry and maturity tiers, coverage pins, and the eval harness. Use when you say `measure this`, `read the drift signal`, `check skill budgets`, `guard maturity report`. Do NOT use to fix what you measure (use `ai-agents-debugging-playbook`) or for evidence standards (use `ai-agents-validation-and-qa`).
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

AI Agents Diagnostics Toolkit includes pricing or quota commentary; 8 code blocks for direct copy-paste. At roughly 2,828 words the SKILL.md is on the longer end of the catalog distribution.

License
MIT
Original author
rjmurillo
Indexed lastmod
Catalog position
Engineering · engineering-misc
Indexed related skills
10

How AI Agents Diagnostics Toolkit fits the catalog

AI Agents Diagnostics Toolkit sits in the Engineering category under the engineering-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

<!-- vendor-portability: contributor-facing knowledge pack for the rjmurillo/ai-agents repo itself; intentionally references upstream paths (.agents/, .claude/, scripts/, build/) because its audience is repo contributors, not plugin consumers (issue #2050) --> Measure instead of eyeball. Every instrument below is a read-only command that turns a vague worry ("are skills getting bloated?", "did generation drift?") into a number you can compare against a baseline. This file gives you, per instrument: the question it answers, the exact command, the healthy and unhealthy reading, the current repo…

What this skill does

AI Agents Diagnostics Toolkit is a community-contributed Claude Code skill in the engineering-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-agents-diagnostics-toolkit/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when you say `measure this`, `read the drift signal`, `check skill budgets`, `guard maturity report`. Do NOT use to fix what you measure (use `ai-agents-debugging-playbook`) or for evidence standards (use `ai-agents-validation-and-qa`).

Who uses this skill

The AI Agents Diagnostics Toolkit Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 184,000+ 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/ai-agents-diagnostics-toolkit
curl -L https://claudskills.com/skills/ai-agents-diagnostics-toolkit/SKILL.md \
  -o ~/.claude/skills/ai-agents-diagnostics-toolkit/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-agents-diagnostics-toolkit/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-agents-diagnostics-toolkit/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-agents-diagnostics-toolkit\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the AI Agents Diagnostics Toolkit Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-agents-diagnostics-toolkit/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the AI Agents Diagnostics Toolkit skill do?
Catalog of this repo's measurement instruments, each with command, current baseline, and interpretation guide. Covers skill size and description budgets, orphan-ref and golden-principles scans, drift gates as signals, guard telemetry and maturity tiers, coverage pins, and the eval harness. Use when you say `measure this`, `read the drift signal`, `check skill budgets`, `guard maturity report`. Do NOT use to fix what you measure (use `ai-agents-debugging-playbook`) or for evidence standards (use `ai-agents-validation-and-qa`).
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 AI Agents Diagnostics Toolkit skill?
Use AI Agents Diagnostics Toolkit when your Claude Code task falls under the Engineering category — specifically in the engineering 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 AI Agents Diagnostics Toolkit" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the AI Agents Diagnostics Toolkit 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. AI Agents Diagnostics Toolkit is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering 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
rjmurillo. (2026). AI Agents Diagnostics Toolkit [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-agents-diagnostics-toolkit/
BibTeX
@misc{ai-agents-diagnostics-toolkit-2026,
  author    = {rjmurillo},
  title     = {AI Agents Diagnostics Toolkit [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-agents-diagnostics-toolkit/}
}

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Security scan

Grade A · scanned 2026-08-13 — free static scan against the OWASP Agentic Skills Top 10.

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Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Engineering skills → Top 100 skills
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