async-python-patterns SKILL.md skillA
async-python-patterns from wshobson/agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wshobson/agents/async-python-patterns@git:20261015.1f8ac52Pins git:20261015.1f8ac52 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- wshobson/agents
- Path
plugins/python-development/skills/async-python-patterns/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261015.1f8ac52, committed Oct 15, 2026
- First version recorded
- Oct 17, 2025
- Size
- 7,535 bytes
- Repository stars
- 42,320
- License
- MIT
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.
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
# 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
mdr add wshobson/agents/async-python-patterns@sha256:c2da0b41953cda62The line at the top of this page pins the label git:20261015.1f8ac52, 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.
[](https://markdownregistry.com/a/art_p6vxglql574rtxv2)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Oct 17, 2025 and Oct 15, 2026, about one every 73 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261015.1f8ac52 latest | 2026-10-15 | 1f8ac52 | 7,535 B | A | view · diff |
| git:20260522.be57c0b | 2026-05-22 | be57c0b | 7,522 B | A | view · diff |
| git:20260307.47a5dbc | 2026-03-07 | 47a5dbc | 19,793 B | A | view · diff |
| git:20260130.cbb6049 | 2026-01-30 | cbb6049 | 20,735 B | A | view · diff |
| git:20260119.5684887 | 2026-01-19 | 5684887 | 18,738 B | A | view · diff |
| git:20251017.65e5cb0 | 2025-10-17 | 65e5cb0 | 18,730 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7535 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
wshobson/agents · 42,320 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_p6vxglql574rtxv2 GET https://markdownregistry.com/api/v1/resolve?ref=wshobson/agents/async-python-patterns GET https://markdownregistry.com/api/v1/blob/c2da0b41953cda62a960d37126c0a5cb387b8f8b0093e3f71cc1c78455cb815a
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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.