python SKILL.md skillA
python from jnpiyush/agentx is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jnpiyush/agentx/python@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jnpiyush/agentx
- Path
.github/skills/languages/python/SKILL.md- Versions recorded
- 4
- Latest version
- v1.0.0, committed Sep 15, 2026
- First version recorded
- Feb 28, 2026
- Size
- 8,138 bytes
- Repository stars
- 19
- License
- Apache-2.0
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.
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
# 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? …
Read the whole file at its exact version.
How to install
mdr add jnpiyush/agentx/python@sha256:5b808e891377cdabThe line at the top of this page pins the label v1.0.0, 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_pupqdayyxp3liyra)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Feb 28, 2026 and Sep 15, 2026, about one every 66 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-09-15 | f17c505 | 8,138 B | A | view · diff |
| v1.0.0 | 2026-04-04 | 1693004 | 8,136 B | A | view · diff |
| v1.0.0 | 2026-03-01 | 969f335 | 8,137 B | A | view · diff |
| v1.0.0 | 2026-02-28 | aa03a2e | 7,436 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 (8138 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
jnpiyush/agentx · 19 stars · license Apache-2.0 · pushed 2026-11-04 · branch master
API
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 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.