Home / rudycity / superagent · .agents/skills/async-python-patterns/SKILL.md · GitHub

async-python-patterns skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, same audit grade.

async-python-patterns is agent-read markdown (skill) from rudycity/superagent: Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applications requiring non-blocking operations..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Async Python Patterns

Comprehensive guidance for implementing asynchronous Python applications using asyncio, concurrent programming patterns, and async/await for building high-performance, non-blocking systems.

## When to Use This Skill

- Building async web APIs (FastAPI, aiohttp, Sanic)
- Implementing concurrent I/O operations (database, file, network)
- Creating web scrapers with concurrent requests
- Developing real-time applications (WebSocket servers, chat systems)
- Processing multiple independent tasks simultaneously
- Building microservices with async communication
- Optimizing I/O-bound workloads
- Implementing async background tasks and queues

## Sync vs Async Decision Guide

Before adopting async, consider whether it's the right choice for your use case.

| Use Case | Recommended Approach |
|----------|---------------------|
| Many concurrent network/DB calls | `asyncio` |
| CPU-bound computation | `multiprocessing` or thread pool |
| Mixed I/O + CPU | Offload CPU work with `asyncio.to_thread()` |
| Simple scripts, few connections | Sync (simpler, easier to debug) |
| Web APIs with high concurrency | Async frameworks (FastAPI, aiohttp) |
…

Read the whole file at its exact version.

How to install

Latest version
mdr add rudycity/superagent/async-python-patterns@git:20260626.019dba9
Exact content
mdr add rudycity/superagent/async-python-patterns@sha256:beeac92f802f21a9

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_andfnzljabjplxp4.svg)](https://markdownregistry.com/a/art_andfnzljabjplxp4)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260626.019dba9 latest2026-06-26 019dba9 7,522 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (7522 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

rudycity/superagent · 23 stars · license MIT · pushed 2026-09-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_andfnzljabjplxp4
GET https://markdownregistry.com/api/v1/resolve?ref=rudycity/superagent/async-python-patterns
GET https://markdownregistry.com/api/v1/blob/beeac92f802f21a968088e5d12fc587833b772ad69806eddf6812f1a2e9c7a57

Your agent 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.

More from rudycity/superagent

AGENTS.md@.agents agents
rudycity/superagent · .agents/AGENTS.md
git:20260904.647a093 · audit A · 23 stars
accessibility-compliance skill
rudycity/superagent · .agents/skills/accessibility-compliance/SKILL.md · Implement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive design patterns, and assistive technology…
git:20260626.019dba9 · audit A · 23 stars
adhd skill
rudycity/superagent · .agents/skills/adhd/SKILL.md · Designed to assist users with ADHD (Attention Deficit Hyperactivity Disorder) by mitigating task paralysis, managing…
git:20260724.a9e7b76 · audit A · 23 stars
agent-browser skill
rudycity/superagent · .agents/skills/agent-browser/SKILL.md · Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages…
git:20260626.019dba9 · audit A · 23 stars
airflow-dag-patterns skill
rudycity/superagent · .agents/skills/airflow-dag-patterns/SKILL.md · Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when…
git:20260626.019dba9 · audit A · 23 stars
algorithmic-art skill
rudycity/superagent · .agents/skills/algorithmic-art/SKILL.md · Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users…
git:20260626.019dba9 · audit B · 23 stars
angular-migration skill
rudycity/superagent · .agents/skills/angular-migration/SKILL.md · Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates…
git:20260626.019dba9 · audit A · 23 stars
anti-reversing-techniques skill
rudycity/superagent · .agents/skills/anti-reversing-techniques/SKILL.md · Understand anti-reversing, obfuscation, and protection techniques encountered during software analysis. Use this skill…
git:20260626.019dba9 · audit A · 23 stars
api-design-principles skill
rudycity/superagent · .agents/skills/api-design-principles/SKILL.md · Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight…
git:20260626.019dba9 · audit A · 23 stars
architecture-decision-records skill
rudycity/superagent · .agents/skills/architecture-decision-records/SKILL.md · Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation…
git:20260626.019dba9 · audit A · 23 stars
architecture-patterns skill
rudycity/superagent · .agents/skills/architecture-patterns/SKILL.md · Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven…
git:20260626.019dba9 · audit A · 23 stars
article-writing skill
rudycity/superagent · .agents/skills/article-writing/SKILL.md · Write articles, guides, blog posts, tutorials, newsletter issues, and other long-form content in a distinctive voice…
git:20260802.933d9db · audit A · 23 stars

Every file in rudycity/superagent

Other files named async-python-patterns

async-python-patterns skill
sickn33/agentic-awesome-skills · plugins/agentic-awesome-skills-claude/skills/async-python-patterns/SKILL.md · Comprehensive guidance for implementing asynchronous Python applications using asyncio, concurrent programming…
git:20260708.a07936c · audit A · 46,848 stars
async-python-patterns skill
wshobson/agents · plugins/python-development/skills/async-python-patterns/SKILL.md · Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when…
git:20260522.be57c0b · audit A · 39,929 stars
async-python-patterns skill
dicklesworthstone/pi_agent_rust · tests/ext_conformance/artifacts/agents-wshobson/python-development/skills/async-python-patterns/SKILL.md · Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when…
git:20260205.788be98 · audit A · 1,776 stars
async-python-patterns skill
event4u-app/agent-config · src/skills/async-python-patterns/SKILL.md · When writing Python asyncio code — picking between gather / TaskGroup / wait, structured concurrency, timeouts…
git:20260822.a7c0f2e · audit A · 10 stars

Browse by kind, by grade A, or by owner.