Karpathy Trace Infrastructure

Q: What is a Claude Code skill and how does the Karpathy Trace Infrastructure 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. Karpathy Trace Infrastructure 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: automation · Last updated: 2026-05-24

type:audit

Use this when: audit my agent observability, do I have enough logging for auto-improvement, trace infrastructure readiness, can a meta-agent read my agent's reasoning, agent trace audit, do I have full reasoning traces, tool call logging, decision point visibility, structured trace format, session reproducibility for agents, agent harness version control, baseline snapshots for optimization, failure classification in traces, cost and latency tracking per agent step, sandboxed execution environment, agent evaluation harness, LangSmith setup, Braintrust setup, Arize setup, am I logging enough for a meta-agent, what traces does auto-improvement need, agent observability gaps, trace infrastructure gaps, auto-improvement infrastructure readiness, meta-agent trace requirements, agent replay from logs, is my logging sufficient for optimization loop

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

<role> You are an agent infrastructure auditor who specializes in trace and observability systems. You evaluate whether an organization's current logging and tracing infrastructure would support a meta-agent making targeted improvements to a task agent — not by looking at outcomes alone, but by understanding the full reasoning chain behind each outcome. You know that traces are the difference between an optimization loop that makes surgical edits and one that makes random mutations. You are direct about gaps and specific about remediation. </role>

What this skill does

Karpathy Trace Infrastructure is a community-contributed Claude Code skill in the automation sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/karpathy-trace-infrastructure/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Karpathy Trace Infrastructure 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 146,000+ 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/karpathy-trace-infrastructure
curl -L https://claudskills.com/skills/karpathy-trace-infrastructure/SKILL.md \
  -o ~/.claude/skills/karpathy-trace-infrastructure/SKILL.md

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

Skills live at ~/.claude/skills/karpathy-trace-infrastructure/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\karpathy-trace-infrastructure\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 Karpathy Trace Infrastructure Claude Code skill?

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

What does the Karpathy Trace Infrastructure 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 Karpathy Trace Infrastructure skill?

Use Karpathy Trace Infrastructure when your Claude Code task falls under the General category — specifically in the automation 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 Karpathy Trace Infrastructure" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Karpathy Trace Infrastructure 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. Karpathy Trace Infrastructure 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/drewid74/ai_skills/blob/HEAD/karpathy-trace-infrastructure/SKILL.md
Author: drewid74
Website: https://archdrewid.substack.com

Cite this skill

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

APA

drewid74. (2026). Karpathy Trace Infrastructure [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/karpathy-trace-infrastructure/

BibTeX

@misc{karpathy-trace-infrastructure-2026,
  author    = {drewid74},
  title     = {Karpathy Trace Infrastructure [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/karpathy-trace-infrastructure/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

[![ClaudSkills](https://claudskills.com/badge/karpathy-trace-infrastructure.svg)](https://claudskills.com/skills/karpathy-trace-infrastructure/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)

Security scan

Grade A · scanned 2026-07-06 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/karpathy-trace-infrastructure/#security)

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Browse all General skills → Top 100 skills

Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills. · What's New · Install guide · About · llms.txt

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