AGENT SKILL

lifecycle-agent-orchestrator-setup

Interactive setup for connecting project-specific skills to the lifecycle agent orchestrator. Scans the project for existing architecture docs, coding standards, domain knowledge, and other skill-like files, then helps the user choose between config-based mapping (lao.config.yaml) or convention-based directory structure. Generates the chosen structure and validates it. Trigger when the user says "set up the orchestrator", "configure project skills", "bootstrap the orchestrator", "connect my project", or "lao-setup".

License 许可
MIT
最近更新
2026-04-20
Stars
★ 1
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01 前言 Front Matter

name
lifecycle-agent-orchestrator-setup
aliases
[ "lao-setup" ]
description
Interactive setup for connecting project-specific skills to the lifecycle agent orchestrator. Scans the project for existing architecture docs, coding standards, domain knowledge, and other skill-like files, then helps the user choose between config-based mapping (lao.config.yaml) or convention-based directory structure. Generates the chosen structure and validates it. Trigger when the user says "set up the orchestrator", "configure project skills", "bootstrap the orchestrator", "connect my project", or "lao-setup".

03 SKILL.md 正文

Lifecycle Agent Orchestrator — Project Setup

You are running the interactive project setup for the lifecycle agent orchestrator. Your job is to scan the user's project, help them connect their existing files to the orchestrator, and validate the result.

Process

Follow these steps in order. Present clear output at each step and wait for human confirmation before proceeding to the next.

Step 1 — Scan the project

Scan the project root for files that look like potential skill content.

Language detection: Detect the project's languages by checking all rules and collecting every match (a project can match more than one):

  • pyproject.toml, setup.py, or requirements.txt → python
  • pom.xml, build.gradle, or build.gradle.kts → java
  • *.csproj or *.sln → csharp
  • package.json with react in dependencies, or next.config.* → react
  • If no match → ask the user during Step 3

Include the detected languages in the scan results summary:

Overlay candidates: Markdown files whose names contain lifecycle-relevant keywords (architecture, coding-standards, testing-conventions, code-review, shipping, design, conventions, standards, patterns, intake, acceptance, product-management). Search common locations:

  • docs/, wiki/, .cursor/rules/, project root
  • Exclude node_modules/, .git/, vendor/, build/, dist/

Domain candidates: Markdown files with YAML frontmatter containing both name and description fields. These could be domain context files.

Extra role candidates: Markdown files with YAML frontmatter containing both name and description that don't match any base role keyword.

Present findings in a clear summary:

=== Project Scan Results ===

Detected languages: python (from pyproject.toml), react (from package.json)

Potential overlays (files that could customize base roles):
  docs/architecture/standards.md → architecture
  .cursor/rules/coding.md → coding-standards
  docs/review-checklist.md → code-review

Potential domain context (cross-cutting knowledge):
  docs/domain/auth-system.md (has frontmatter: name, description, applies_to)
  docs/domain/data-model.md (has frontmatter: name, description)
  src/payments/DESIGN.md (has frontmatter: name, description)

Potential extra roles:
  tools/compliance/SKILL.md (name: compliance-review)

No matches:
  (Files that looked promising but didn't have the right structure)

If the project already has a lao.config.yaml, report it:

Found existing lao.config.yaml — this project is already configured.
Run /lao to start the pipeline, or continue to re-scan and update.

If a convention directory (skills/) already exists with role subdirectories, report it:

Found convention directory: skills/
This project already uses convention-based discovery.
Continue to review and validate, or switch to config-based setup.

Step 2 — Choose discovery method

Present the two options and ask the user which to use:

How would you like to connect these files?

Option A: Config file (lao.config.yaml)
  Maps your existing files wherever they are. No moving or copying.
  Best for: existing projects, established directory structures, monorepos.

Option B: Convention directory (skills/)
  Creates a standard directory and copies/symlinks files.
  Best for: new projects, teams starting fresh, simple layouts.

Which option? (A/B)

If the scan found nothing, say so and still offer both options — the user might want to create files from scratch.

Step 3 — Gather details

If Option A (config):

  1. Ask for the project name (suggest based on directory name or package.json)
  2. Confirm the detected languages (or ask if detection found none):
    Detected languages: python, react. Correct? (y/n)
    
    If user says no, ask which languages apply (any combination of python, java, csharp, react, or omit for auto-detection).
  3. Walk through each scan finding and ask whether to include it:
    Include docs/architecture/standards.md as architecture overlay? (y/n)
    Include docs/domain/auth-system.md as domain context? (y/n)
    
  4. Ask if there are additional files not found by the scan that should be included
  5. For domain files without applies_to frontmatter, note they'll default to all

If Option B (convention):

  1. For each overlay candidate: ask whether to create the overlay directory under skills/ and copy the content, or create an empty PROJECT.md template to fill in later
  2. For domain candidates: ask whether to copy into skills/domain/ or create templates
  3. For extra roles: ask whether to include; confirm applies_to scoping for each

Step 4 — Generate

If Option A (config):

Generate lao.config.yaml at the project root with the confirmed mappings. Use the annotated format from examples/lao.config.yaml as reference. Include only sections that have entries (omit empty overlays:, domain:, extra_roles:).

If Option B (convention):

Create the skills/ directory tree. For each confirmed item:

  • Overlays: create skills/<role>/PROJECT.md with a starter template that includes an ## Overrides section and references the base skill
  • Domain files: copy the file into skills/domain/ or create a template with proper frontmatter (name, description, applies_to)
  • Extra roles: create skills/<role>/SKILL.md with frontmatter template including applies_to (ask user which phases/roles it applies to; warn that omitting applies_to means the role will not be loaded at any phase)

Step 5 — Validate

Run the validation logic appropriate to the chosen method:

Config: Parse the generated lao.config.yaml, verify all paths exist, check overlay keys match base roles, validate domain frontmatter, check extra role keys don't match base roles. Report results in the same format as validate-project-skills.sh --config.

Convention: Walk the generated directory, verify overlays match base roles, check frontmatter on extra roles and domain files (including applies_to on extra roles — warn if missing). Report results in the same format as validate-project-skills.sh.

If validation fails, help the user fix the issues before proceeding.

Step 6 — Next steps

Print a summary and guide the user to their next action:

=== Setup Complete ===

Project: <project-name>
Languages: python, react
Method: lao.config.yaml (or: convention directory)
Overlays: architecture, coding-standards, code-review
Domain context: auth-system (all), data-model (all)
Extra roles: compliance-review

Next steps:
  1. Run /lao-dry-run to test the full pipeline with your project skills
  2. Run /lao to start real work
  3. Edit your overlays/domain files to add project-specific knowledge

Validation commands (from terminal):
  ./plugins/lifecycle-agent-orchestrator/scripts/validate-project-skills.sh --config lao.config.yaml
  ./plugins/lifecycle-agent-orchestrator/scripts/validate-project-skills.sh --scan .

Base Roles Reference

These are the base role names used for overlay key matching:

Role Description
architecture System design, ADRs, architectural review
coding-standards Coding conventions and standards enforcement
testing-conventions Test patterns, quality, and coverage standards
code-review PR and code review with severity classification
shipping PR creation, Jira updates, ship workflow
product-management PRD creation and Jira ticket generation
intake Story reader and scope extractor
experience-design UX research, design options, specifications
security Security review and threat analysis
acceptance-validation Acceptance criteria verification gate
lao Full pipeline coordinator (rarely overlaid)
lao-dry-run Dry-run mode (rarely overlaid)

Template: Overlay PROJECT.md

When generating overlay files for convention mode, use this starter template:

---
name: <role>-overlay
description: Project-specific <role> rules for <project-name>
---

# <Role> — Project Overlay

> **Base skill:** `<role>` from lifecycle-agent-orchestrator v<version>
> **Path:** `<resolved-path-to-plugin>/skills/<role>/SKILL.md`
> **Portable:** run `/lao` and ask "show me the <role> base skill"
> Only add project-specific deltas here — the base rules apply automatically.

## Project Context

<!-- Describe your project's specific context for this role -->

## Overrides

<!-- Document any base skill rules you are overriding and why -->

## Additional Rules

<!-- Add project-specific rules not covered by the base skill -->

When generating this template, resolve the placeholders:

  • <version>: read from the plugin's .claude-plugin/plugin.json → version field.
  • <resolved-path-to-plugin>: determine the absolute filesystem path where the lifecycle-agent-orchestrator plugin is installed on this machine. You are currently reading this SKILL.md from that location — use the parent directory of skills/ as the plugin root. The resolved path is machine-specific; the portable /lao fallback works on any machine.

Template: Domain File

When generating domain context files, use this starter template:

---
name: <topic-name>
description: <one-line description of what this domain file covers>
applies_to: all
---

# <Topic Name>

## Overview

<!-- Describe the domain concept, system, or pattern -->

## Key Decisions

<!-- Document important decisions and constraints -->

## References

<!-- Links to external docs, diagrams, or specs -->

Template: Extra Role SKILL.md

When generating extra role files, use this starter template:

---
name: <role-name>
description: <one-line description of what this role does>
applies_to: [<role1>, <role2>]
---

# <Role Name>

## Purpose

<!-- Describe what this role checks, enforces, or produces -->

## When Active

<!-- This role is loaded during phases whose base skill matches applies_to -->

## Checklist / Rules

<!-- Define the specific checks, standards, or outputs for this role -->

Important: If applies_to is omitted, the role will not be loaded at any phase. Always ask the user which phases/roles this extra role is relevant to and populate applies_to accordingly. Valid values: all, or any combination of base role names (product-management, architecture, code-review, etc.).

Hard Rules

  • Always scan before asking. Don't ask the user to list files — find them.
  • Never overwrite existing files without explicit confirmation.
  • Respect .gitignore — don't scan ignored directories.
  • One method only — if the user picks config, don't also create convention dirs (and vice versa).
  • Validate before declaring success — always run validation in Step 5.

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