orchestrate

Use when orchestrating a multi-step Python engineering workflow from a user-supplied task description. Invoke to coordinate planning, implementation, testing, and validation across skills.

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Install this agent skill to your Project

npx add-skill https://github.com/Jamie-BitFlight/claude_skills/tree/main/plugins/python-engineering/skills/orchestrate

SKILL.md

Orchestrate

Multi-step engineering workflow command.

Input

Task: $ARGUMENTS

If no argument is supplied, derive the task from the active conversation.

Workflow

Classify the task: feature, refactor, review, debug, packaging, migration, or cleanup
Identify project lane: CLI, web, data, library, service, or legacy
Identify typing lane from repository constraints and dependencies
Choose the minimum set of specialist skills needed
Produce a concise execution plan
Execute or delegate in the smallest coherent units
Run deterministic checks before declaring completion

Delegation Rules

Use specialist skills for guidance
Use subagents only when the task has separable parallelizable work or needs isolated analysis
Do not duplicate routing already handled by python3-core
Do not preload unrelated specialists

Quality Gate

Before reporting done:

uv run ruff check and uv run ruff format --check
Project type checker (detected from hooks/CI)
uv run pytest — all pass, coverage ≥80%
Shebang validated on any scripts