skills/python-types-contracts/SKILL.md
Use when defining or evolving public interfaces, schema boundaries, or pydantic usage in Python. Also use when annotations are missing on public APIs, pydantic models appear everywhere instead of at trust boundaries, contract changes lack migration guidance, or Any/object types are overused across module boundaries.
npx skillsauth add ahgraber/skills python-types-contractsInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Treat type hints as interface design, not decoration. Focus on explicit contracts, stable public APIs, and boundary-safe modeling.
These are preferred defaults for common cases, not universal rules. When a default conflicts with project constraints, suggest a better-fit alternative and explain tradeoffs and compensating controls.
Any, object, or untyped dicts where narrower types apply.When NOT to use:
Protocol for structural subtyping over deep inheritance hierarchies.Any or dict from public functions forces callers to guess structure.
Return concrete types or TypedDicts.None.
Omitting Optional or union with None when a value can legitimately be absent, hiding null-safety bugs until runtime.python-design-modularity.references/typing-policy.mdreferences/contract-evolution.mdreferences/pydantic-boundaries.mddevelopment
Use when the user wants rigorous, non-sycophantic editorial feedback on a draft, essay, blog post, or argument through back-and-forth dialogue — pressure-testing thesis, structure, argument, clarity, tone, and evidence. Triggers: "be my sparring partner", "pressure-test this draft", "poke holes in my argument", "is this ready to publish", "sharpen this post", "where is this weak". Not for one-shot copyediting, proofreading, or ghostwriting.
testing
Use when distilling the through-line gist of one or more sources — the spine, argument, tension, or recurring frame running through a set of documents, notes, research, or transcripts, OR across the ideas within a single rich piece — into a few concise paragraphs. Triggers: "synthesize", "what's the through-line/gist", "extract the insight", "pull these together". Not for faithful summary or condensation that covers what a source says, nor for comparisons or catalogs where enumeration is the deliverable.
development
Use when writing or reviewing tests in any language, or diagnosing a suite that is slow, brittle, or hard to read. Triggers: "write tests", "how should I test this", "what kind of test", "test is flaky/fragile", "should I mock this", "test is hard to read". For Python-specific guidance see `python-testing`.
development
Use when writing, debugging, or explaining Strudel live-coding music patterns — mini-notation syntax, pattern functions (fast/slow/every/off/stack), synth/sample selection, audio effects, scale/chord/voicing API, or EDM production recipes. Triggers: "write a Strudel pattern", "how do I make a bassline in Strudel", "what does .every() do", "strudel drum beat", "strudel chord voicing", any Strudel code question.