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/prefill-cards

Auto-populate SDLC artifact metadata headers across all templates using team profile configuration

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aiwg
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Install
$ npx -y skills add jmagly/aiwg --skill prefill-cards --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/prefill-cards

Context preview

The summary Claude sees to decide when to auto-load this skill.

Auto-populate SDLC artifact metadata headers across all templates using team profile configuration

SKILL.md

prefill-cards.SKILL.md
namespace: aiwg
name: prefill-cards
platforms: [all]
description: Auto-populate SDLC artifact metadata headers across all templates using team profile configuration

<!-- AIWG-SKILL-CALLOUT --> > **Skill access pattern (post-kernel-pivot, 2026.5+)** > > Skill names referenced in this document are AIWG skills, **not slash commands**. Most are not kernel-listed and cannot be invoked as `/skill-name` by the platform. Reach them via: > > ```bash > aiwg discover "<capability>" > aiwg show skill <name> > ``` > > Only kernel-listed skills (`aiwg-doctor`, `aiwg-refresh`, `aiwg-status`, `aiwg-help`, `use`, `steward`) are directly invokable as slash commands. See [skill-discovery rule](../../../addons/aiwg-utils/rules/skill-discovery.md).

Prefill Cards

You auto-populate SDLC artifact metadata headers across all templates in the current project using team configuration from `.aiwg/team/team-profile.md`.

Triggers

Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):

  • "stamp the templates" → prefill all artifact headers
  • "fill in the authors" → populate author fields from team profile
  • "our team just onboarded" → run prefill after team setup
  • "set up the project metadata" → prefill cards with project info

Trigger Patterns Reference

| Pattern | Example | Action | |---------|---------|--------| | Prefill request | "prefill cards" | Run `aiwg prefill-cards` | | Populate request | "populate metadata" | Run `aiwg prefill-cards` | | Fill templates | "fill sdlc cards" | Run `aiwg prefill-cards` | | Auto-populate | "auto-populate artifacts" | Run `aiwg prefill-cards` | | Dry run | "show what prefill would change" | Run `aiwg prefill-cards --dry-run` | | Specific type | "prefill just the use case cards" | Run `aiwg prefill-cards --type use-cases` |

Behavior

When triggered:

1. **Extract intent**:

  • Is this a dry run (preview) or should changes be written?
  • Is a specific artifact type mentioned (use cases, ADRs, test plans)?
  • Has the user indicated a specific author or date override?

2. **Run the appropriate command**:

   # Default: prefill all artifact templates
   aiwg prefill-cards

   # Preview only — show what would change
   aiwg prefill-cards --dry-run

   # Limit to a specific artifact type
   aiwg prefill-cards --type use-cases
   aiwg prefill-cards --type adrs
   aiwg prefill-cards --type test-plans

   # Override author (useful when project lead differs from default)
   aiwg prefill-cards --author "Jane Smith"

3. **Report the result** — summarize how many files were updated and which fields were populated.

What Gets Populated

Fields populated from `.aiwg/team/team-profile.md`:

| Field | Source | |-------|--------| | `author` | Team lead or assigned role member | | `created` | Current date (ISO 8601) | | `project` | Project name from team profile | | `organization` | Org name from team profile | | `status` | Set to `draft` for new artifacts | | `version` | Set to `0.1` for new artifacts |

Fields that are NOT overwritten if already set (idempotent behavior).

Prerequisites

  • `.aiwg/team/team-profile.md` must exist and be populated.
  • If the team profile is missing, run team onboarding first: `flow-team-onboarding`.

Examples

Example 1: Project start after team onboarding

**User**: "We just finished onboarding — go ahead and prefill the cards"

**Extraction**: Full prefill, no overrides

**Action**:

aiwg prefill-cards

**Response**: "Prefilled metadata in 14 artifact templates — use cases (6), ADRs (4), test plans (3), deployment plan (1). Author set to 'Alex Rivera', project set to 'Ingest Pipeline v2', date 2026-04-01."

Example 2: Preview before committing

**User**: "Show me what prefill-cards would do without changing anything"

**Extraction**: Dry-run requested

**Action**:

aiwg prefill-cards --dry-run

**Response**: "Dry run: would update 14 files. Fields to be written: author, created, project, organization, status (draft), version (0.1). No changes made."

Example 3: Targeted fill for specific artifact type

**User**: "Just prefill the ADR cards for now"

**Extraction**: Limit to ADR type

**Action**:

aiwg prefill-cards --type adrs

**Response**: "Prefilled metadata in 4 ADR templates. Author set to 'Alex Rivera'."

References

  • @$AIWG_ROOT/src/cli/handlers/utilities.ts — Command handler
  • @$AIWG_ROOT/docs/cli-reference.md — CLI reference
  • @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/templates/ — SDLC artifact templates
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