create-capabilities-python

create-capabilities-python is a skill for Claude Code, Codex from rakaarwaky/qwen-web-arwaky. It costs 56 tokens per session (1,043 once invoked), scanned A, original, MIT.

A guide for creating Python capability files that contain business logic or connections to outside services. It defines file structure, allowed dependencies, protocol-based contracts, dependency injection, and shared value objects for domain data.

In plain words
What is it for?
Use it when adding validators, calculators, selectors, mappers, repositories, clients, readers, writers, adapters, or other internal and external service components.
Why use it?
It keeps Python components consistent and makes their dependencies and responsibilities easier to test and replace.

Skill for Claude CodeCodex

Install

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.

agentmods
npx agentmods add skills/rakaarwaky/qwen-web-arwaky/create-capabilities-python
Any agent
npx skills add rakaarwaky/qwen-web-arwaky --skill create-capabilities-python
Clone the repo
git clone --depth 1 https://github.com/rakaarwaky/qwen-web-arwaky

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for create-capabilities-python

README.md
[![agentmods](https://agentmods.dev/badge/skills/rakaarwaky/qwen-web-arwaky/create-capabilities-python.svg)](https://agentmods.dev/skills/rakaarwaky/qwen-web-arwaky/create-capabilities-python)
Your own site
<a href="https://agentmods.dev/skills/rakaarwaky/qwen-web-arwaky/create-capabilities-python"><img src="https://agentmods.dev/badge/skills/rakaarwaky/qwen-web-arwaky/create-capabilities-python.svg" alt="Measured on agentmods" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,043 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5 $0.00056 $0.01043
Opus 5 $0.00028 $0.00522
Sonnet 5 $0.00011 $0.00209
Haiku 4.5 $0.00006 $0.00104

Measured 4d ago against content hash e4251282b2ae, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

create-capabilities-python 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 4d 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.

.agents/skills/create-capabilities-python/SKILL.md · 119 lines

How it starts

The opening of the file, as written. The whole thing — 119 lines — stays where its author put it; the contents beside it link to each section on GitHub.

create-capabilities-python

Capabilities = concrete protocol ABC implementation. File: capabilities_<domain>_<role>.py.

Allowed imports: Taxonomy, Contract (_protocol only), Utility. Forbidden: agent_*, other capabilities_*, surface_*, local domain models, magic constants.

Role Naming

Internal: validator, assessor, calculator, resolver, classifier, selector, mapper, transformer, policy, enricher, evaluator, analyzer, scorer, grader, ranker, filter, checker, reviewer, approver, rejector

External: repository, gateway, client, provider, fetcher, reader, writer, scanner, executor, publisher, subscriber, adapter, connector, uploader, downloader, sender, receiver, dispatcher, watcher, monitor

Structure Rules

  • Rule 1: Internal helper classes without ABC → ALLOWED.
  • Rule 2: ≥1 class inherits a protocol ABC.
  • Rule 3: Total class count ≤ 3.

3-Block Structure

# Block 1: Class Definition & Constructor
# Block 2: Protocol ABC Method Implementation
# Block 3: Dunder Methods, Factories, Helpers

Method placement: @abstractmethod → Block 2. Dunder/factory/private → Block 3. Stateless free function → extract to *utility_.py.

Helper vs Utility

Keep in Block 3 if ANY: uses self, domain-specific, single consumer, factory. Extract to utility only if ALL: no self, pure, no side effects, domain-agnostic, ≥2 consumers. I/O: stateless + I/O + domain-agnostic = utility OK.

Templates

3-block implementation

from shared.<domain>.taxonomy_<name>_vo import <VO>
from shared.<domain>.contract_<name>_protocol import I<Name>Protocol


# ─── Block 1: Class Definition & Constructor ──────────────
class Capabilities<Name>(I<Name>Protocol):
    def __init__(self, /* DI params */) -> None:
        # DI fields use protocol interfaces
        # Value fields use shared VOs
        ...

    # ─── Block 2: Public Contract (domain protocol ONLY) ──
    def method_name(self, param: <VO>) -> None:
        # domain behavior
        ...

    # ─── Block 3: Dunder Methods, Factories & Helpers ─────
    def __repr__(self) -> str:
        return "Capabilities<Name>()"

    @classmethod
    def create_default(cls) -> "Capabilities<Name>":
        return cls()

Read the full file on GitHub · 119 lines

Changes

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.

  1. 4d ago First seen · 119 lines · 56 tokens per session scan A e4251282b2ae

Subscribe to this mod's changes

create-capabilities-python is a skill published in the GitHub repository rakaarwaky/qwen-web-arwaky (11 stars, last pushed today), licensed MIT. It adds 56 tokens to every session and 1,043 once invoked, about $0.0003 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 2026-08-30.

Related

Other skills, from other repositories

systematic-debugging

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.

obra/superpowers · 21 tokens

brainstorming

You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

obra/superpowers · 37 tokens

auto-perf-optimize

Run agent-driven VS Code performance or memory investigations. Use when asked to launch Code OSS, automate a VS Code scenario, run the Chat memory smoke runner, capture renderer heap snapshots, take workflow screenshots, compare run summaries, or drive a repeatable scenario before heap-snapshot analysis.

microsoft/vscode · 62 tokens

chat-perf

Run chat perf benchmarks and memory leak checks against the local dev build or any published VS Code version. Use when investigating chat rendering regressions, validating perf-sensitive changes to chat UI, or checking for memory leaks in the chat response pipeline.

microsoft/vscode · 51 tokens

chat-pet-sprite-creation

Use when creating or changing VS Code chat pet sprite art, sprite sheets, state animations, eye treatments, Stable/Insiders variants, or pet transitions under src/vs/workbench/contrib/chat/browser/widget/media/chatPet.

microsoft/vscode · 53 tokens

cpu-profile-analysis

Analyze V8/Chrome CPU profiles (.cpuprofile) and DevTools trace files (Trace-.json). Use when: profiling performance, investigating slow functions, comparing code paths, finding bottlenecks, analyzing timeToRequest, understanding call trees from sampling profiler data, analyzing layout/paint/rendering, investigating…

microsoft/vscode · 71 tokens