Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/jpoutrin/product-forge/python-stylenpx skills add jpoutrin/product-forge --skill python-stylegit clone --depth 1 https://github.com/jpoutrin/product-forgeWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/jpoutrin/product-forge/python-style)<a href="https://agentmods.dev/skills/jpoutrin/product-forge/python-style"><img src="https://agentmods.dev/badge/skills/jpoutrin/product-forge/python-style.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00031 | $0.00846 |
| Opus 5 | $0.00015 | $0.00423 |
| Sonnet 5 | $0.00006 | $0.00169 |
| Haiku 4.5 | $0.00003 | $0.00085 |
Grade A, and why
python-style scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 142 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Python Style Best Practices Skill
This skill automatically activates when writing Python code to ensure consistency with PEP standards, type hints, and modern Python idioms.
Core Standards
- PEP 8: Naming conventions, imports, line length
- Type Hints: Modern syntax (
list[str]notList[str],X | NonenotOptional[X]) - Docstrings: Google style with Args, Returns, Raises sections
- Imports: stdlib → third-party → local, alphabetically sorted
Naming Conventions
# Classes: PascalCase
class UserAccount:
pass
# Functions/variables: snake_case
def calculate_total():
user_name = "john"
# Constants: SCREAMING_SNAKE_CASE
MAX_RETRY_COUNT = 3
# Private: single underscore prefix
def _internal_helper():
pass
Type Hints (Python 3.10+)
# Use built-in generics
def process(items: list[str]) -> dict[str, int]:
pass
# Use | for Optional/Union
def find_user(id: str) -> User | None:
pass
# TypedDict for structured dicts
class UserData(TypedDict):
id: str
name: str
Function Length Guidelines
- < 30 lines: Ideal
- 30-50 lines: Review for refactoring
- > 50 lines: Must be broken down
Anti-Patterns to Avoid
- Missing type hints
- Bare
except:clauses - Magic numbers/strings without constants
- Non-expressive variable names (
d,temp,x) - Vague function names (
process,handle,do_stuff)
Merge-Friendly Patterns (for Parallel Development)
When multiple agents modify the same module, follow these patterns to enable automatic merge resolution by semantic merge tools (mergiraf).
Always Run Ruff Before Commit
uv run ruff format .
uv run ruff check --fix .
This ensures imports are consistently ordered, enabling clean merges.
__all__ Must Be Alphabetical
Enable RUF022 in ruff to enforce this automatically:
[tool.ruff.lint]
select = [
# ... other rules
"RUF022", # unsorted-dunder-all (enforces alphabetical __all__)
]
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 142 lines · 31 tokens per session scan A 66f67ee3ad8a
python-style is a skill published in the GitHub repository jpoutrin/product-forge (15 stars, last pushed 6mo ago), licensed MIT. It adds 31 tokens to every session and 846 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
matlab
Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT files, and explicit Python interoperability.
pennylane
Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or needing device portability across IBM/Google/Rigetti/IonQ. Best for variational algorithms (VQE, QAOA), quantum neural networks, and integration with…
dd-code-generation
Use pup CLI for immediate Datadog operations or generate code for integration into applications.
rocm-kernels
Provides guidance for writing and benchmarking optimized Triton kernels for AMD GPUs (MI355X, R9700) on ROCm, targeting HuggingFace diffusers (LTX-Video, SD3, FLUX) and transformers. Core kernels: RMSNorm, RoPE 3D, GEGLU, AdaLN. Includes XCD swizzle, autotune, diffusers integration patterns, and LTX-Video pipeline…
holoscan-install-wheel
Install Holoscan SDK Python wheel via pip into a venv. Use for Python installs; not for native C++/apt or Conda installs.
typing-exclusion-worker
Python typing exclusion worker: remove assigned mypy exclusion modules in small scoped batches, fix typing issues, run validation, and produce a structured completion summary. Use when running parallel typing-debt workers or when asked to remove modules from pyproject mypy exclusion overrides.