python is agent-read markdown (skill) from jnpiyush/agentx: Write production-ready Python code following modern best practices. Use when building Python applications, adding type hints, writing async code, implementing error handling, testing with pytest, or structuring Python project layouts..
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
# Python Development
> **Purpose**: Production-ready Python development standards for building secure, performant, maintainable applications.
> **Audience**: Engineers building Python applications, APIs, data pipelines, or AI/ML systems.
> **Standard**: Follows [github/awesome-copilot](https://github.com/github/awesome-copilot) Python development patterns.
---
## When to Use This Skill
- Building Python applications or APIs
- Adding type hints to Python code
- Writing async/await patterns in Python
- Testing with pytest
- Structuring Python project layouts
## Decision Tree
```
Python Project Decision
+-- Building a web API?
| +-- High-performance async? -> FastAPI
| +-- Full-featured framework? -> Django + DRF
| +-- Lightweight / microservice? -> Flask
+-- Data processing / ML?
| +-- Data pipelines? -> pandas + polars
| +-- ML models? -> scikit-learn, PyTorch, or transformers
| +-- Notebooks? -> Jupyter + ipykernel
+-- CLI tool?
| +-- Simple? -> argparse (stdlib)
| +-- Complex multi-command? -> click or typer
+-- Async I/O needed?
| +-- HTTP client? -> httpx or aiohttp
| +-- Task queue? -> Celery or asyncio
+-- Package management?
…
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.
GET https://markdownregistry.com/api/v1/artifacts/art_pupqdayyxp3liyra
GET https://markdownregistry.com/api/v1/resolve?ref=jnpiyush/agentx/python
GET https://markdownregistry.com/api/v1/blob/5b808e891377cdabfc5ff04e27332e7bd7d828813a714273fecd570f80e17a4f
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.
jnpiyush/agentx · .github/skills/ai-systems/agent-observability/SKILL.md · Instrument LLM agents with tracing, metrics, and evaluation telemetry. Use when adding OpenTelemetry GenAI semantic…
jnpiyush/agentx · .github/skills/ai-systems/ai-agent-development/SKILL.md · Build production-ready AI agents with Microsoft Foundry and Agent Framework. Use when creating AI agents, selecting LLM…
jnpiyush/agentx · .github/skills/ai-systems/ai-evaluation/SKILL.md · Use when evaluating AI quality, safety, completeness and cost with held-out tasks, executable graders, calibrated…
jnpiyush/agentx · .github/skills/ai-systems/ai-safety-and-red-teaming/SKILL.md · Defend LLM systems against prompt injection, jailbreaks, data exfiltration, and unsafe output. Covers input/output…
alexander-danilenko/cortex-ai-skills · skills/python/SKILL.md · Apply these opinionated Python 3.11+ conventions when writing Python in this codebase: type hints with mypy…
sparq-org/sparq · skills/python/SKILL.md · Use the sparq RDF + SPARQL engine from Python (PyPI distribution `sparq-rdf`; `import sparq`). Reach for this when an…
ahgraber/skills · skills/python/SKILL.md · Use when a Python change is about to be called done (before commit or PR) and whenever asked to review, audit…
rogue-dev-studio/ai-agents-rogue · skills/python/SKILL.md · Python 3.13 with uv package manager via mise. Use when the project needs this capability or the user / team manifest…
