Tooling

# TypeScript library taste
- Use pnpm as the package manager. Confidence: 0.95
- Enable strict mode and noUncheckedIndexedAccess in tsconfig. Confidence: 0.95
- Build with tsup and emit both ESM and CJS with .d.ts files. Confidence: 0.90
- Declare the exports map in package.json instead of relying on main. Confidence: 0.90
- Test with vitest and keep tests next to source as *.test.ts. Confidence: 0.90
- Use Changesets for versioning and changelogs. Confidence: 0.85
- Lint and format with Biome instead of ESLint plus Prettier. Confidence: 0.70
- Keep runtime dependencies at zero where practical. Confidence: 0.85
- Mark the package with "sideEffects": false to enable tree shaking. Confidence: 0.85
- Prefer named exports over default exports. Confidence: 0.90
- Validate untrusted input with zod and infer types from the schemas. Confidence: 0.80
- Run publint and arethetypeswrong in CI before every release. Confidence: 0.80
- Use type-only imports (import type) for types. Confidence: 0.85
- Publish with npm provenance enabled from GitHub Actions. Confidence: 0.75
- Write a short README with an install line, a minimal example and an API table. Confidence: 0.90
- Start versions at 0.1.0 and follow semver strictly once stable. Confidence: 0.70

# Python Packaging taste
- Use `pyproject.toml` as the single source of truth and drop `setup.py` for new packages. Confidence: 0.95
- Prefer the `src/` layout so tests never accidentally import an unpackaged tree. Confidence: 0.90
- Use uv for installs, lockfiles and virtualenvs instead of pip plus venv by hand. Confidence: 0.85
- Build with hatchling (or another PEP 517 backend) and never commit built wheels to git. Confidence: 0.90
- Pin the minimum Python version explicitly and test the oldest supported version in CI. Confidence: 0.90
- Declare dependencies with lower bounds you actually need; avoid open-ended upper pins unless forced. Confidence: 0.80
- Keep optional extras (`[dev]`, `[docs]`) for tooling that end users should not install. Confidence: 0.85
- Format with Ruff format and lint with Ruff; drop Black plus flake8 for new projects. Confidence: 0.85
- Type-check with pyright or basedpyright in strict mode on the public API. Confidence: 0.80
- Test with pytest and keep tests outside `src/` under `tests/`. Confidence: 0.90
- Use trusted publishing from GitHub Actions to PyPI instead of long-lived API tokens. Confidence: 0.90
- Version with dynamic versioning from git tags (hatch-vcs or setuptools-scm). Confidence: 0.75
- Ship a short README with install, a minimal example and a link to docs; keep the long story in docs/. Confidence: 0.90
- Include `py.typed` when you publish typed packages so consumers get inline types. Confidence: 0.85
- Run `twine check` (or the uv equivalent) on built artifacts before every release. Confidence: 0.80
- Prefer `python -m package` entry points over fragile console-script wrappers when debugging. Confidence: 0.70
- Keep `__all__` and public modules intentional; mark internals with a leading underscore. Confidence: 0.80

# Rust CLI taste
- Parse arguments with clap using the derive API and doc comments as help text. Confidence: 0.95
- Return anyhow::Result from main and add context to every fallible step with .context(). Confidence: 0.90
- Define library error types with thiserror and keep anyhow in the binary only. Confidence: 0.85
- Split the crate into a thin main.rs and a lib.rs that holds the real logic for testing. Confidence: 0.85
- Write normal output to stdout and logs, progress and errors to stderr. Confidence: 0.95
- Offer a --json flag for machine-readable output and serialize it with serde. Confidence: 0.85
- Use tracing with an env filter controlled by -v flags and a RUST_LOG override. Confidence: 0.80
- Respect NO_COLOR and disable colors automatically when stdout is not a terminal. Confidence: 0.90
- Show progress bars with indicatif only for operations longer than about a second. Confidence: 0.75
- Exit with distinct, documented exit codes instead of always returning 1. Confidence: 0.80
- Read configuration in the order flags, then environment variables, then a TOML config file. Confidence: 0.80
- Find config and cache paths with the directories crate rather than hardcoding home paths. Confidence: 0.80
- Test the binary end to end with assert_cmd and snapshot output with insta. Confidence: 0.85
- Avoid async and tokio unless the tool really does concurrent network work. Confidence: 0.75
- Generate shell completions and a man page with clap_complete and clap_mangen at build time. Confidence: 0.75
- Ship prebuilt binaries for Linux, macOS and Windows with cargo-dist from GitHub Actions. Confidence: 0.80
- Run cargo clippy with warnings denied and cargo fmt --check in CI. Confidence: 0.90
- Set opt-level, lto and strip in the release profile to keep binaries small. Confidence: 0.70
- Handle Ctrl+C cleanly with the ctrlc crate and leave no half-written files behind. Confidence: 0.80