system-profile SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

system-profile from wanshuiyin/auto-claude-code-research-in-sleep is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wanshuiyin/auto-claude-code-research-in-sleep/system-profile@git:20260713.71c9f39

Pins git:20260713.71c9f39 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wanshuiyin/auto-claude-code-research-in-sleep
Path
skills/skills-codex/system-profile/SKILL.md
Versions recorded
4
Latest version
git:20260713.71c9f39, committed Jul 13, 2026
First version recorded
Apr 27, 2026
Size
4,473 bytes
Repository stars
18,690
License
MIT

Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says "profile", "benchmark", "bottleneck", or wants performance analysis.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# System Profile

Profile the specified target and summarize the results. Target: $ARGUMENTS

## Instructions

You are a profiling assistant. Based on the user's target, choose appropriate profiling strategies, **including writing instrumentation code when needed**, then run profiling, analyze results, and produce a summary.

### Step 1: Determine the profiling target

Parse `$ARGUMENTS` to understand what to profile. Examples:
- A Python script or module
- A running process (PID or service name)
- A specific function or code block
- An entire framework or system (e.g., "autogen", "vllm serving") — profile its end-to-end execution, identify bottlenecks across components
- "gpu" / "interconnect" / "memory" for focused profiling

If `$ARGUMENTS` is empty or unclear, ask the user.

### Step 2: Choose profiling methods

Select from external tools and/or code instrumentation as appropriate. Don't limit yourself to the examples below — use whatever makes sense for the target.

**External tools** (check availability first):
- CPU: `cProfile`, `py-spy`, `line_profiler`, `perf stat`, `/usr/bin/time -v`
- Memory: `tracemalloc`, `memory_profiler`, `memray`
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wanshuiyin/auto-claude-code-research-in-sleep/system-profile@sha256:9d31e32d2a63cf2f

The line at the top of this page pins the label git:20260713.71c9f39, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_gmil5leh4yujbazt.svg)](https://markdownregistry.com/a/art_gmil5leh4yujbazt)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Apr 27, 2026 and Jul 13, 2026, about one every 25 days.

versioncommittedcommitsizeaudit
git:20260713.71c9f39 latest2026-07-13 71c9f39 4,473 BA view · diff
git:20260713.45d31c22026-07-13 45d31c2 4,473 BA view · diff
git:20260601.6f1302d2026-06-01 6f1302d 4,471 BA view · diff
git:20260427.0aec5ea2026-04-27 0aec5ea 4,557 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4473 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

wanshuiyin/auto-claude-code-research-in-sleep · 18,690 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_gmil5leh4yujbazt
GET https://markdownregistry.com/api/v1/resolve?ref=wanshuiyin/auto-claude-code-research-in-sleep/system-profile
GET https://markdownregistry.com/api/v1/blob/9d31e32d2a63cf2f27a843e171c652327596c3f9e911c265660618d4ba27c48e

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in wanshuiyin/auto-claude-code-research-in-sleep

Other files named system-profile

system-profile SKILL.md skill
wanshuiyin/auto-claude-code-research-in-sleep · skills/system-profile/SKILL.md · Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says "profile"…
git:20260713.71c9f39 · audit A · 18,690 stars

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