# Lifecycle Metrics

> Define stage metrics, instrumentation needs, and evidence gaps across onboarding, conversion, transaction, retention, and expansion

- Skill: `georgeqle/lifecycle-metrics` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds@latest add georgeqle/lifecycle-metrics`
- Raw SKILL.md: https://api.skillmd.com/api/skills/georgeqle/lifecycle-metrics/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: GeorgeQLe (https://skillmd.com/u/georgeqle)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/georgeqle/lifecycle-metrics

---


## Pack Availability Guard

Before telling the user to run a skill from another project-local pack, check `.agents/project.json.enabled_packs`. If the target pack is not enabled, recommend `npx skillpacks install <pack>` from the project shell, instead of the target skill.

# Lifecycle Metrics

Invoke as `$lifecycle-metrics`.

Define measurable signals for each lifecycle stage. This complements `$metrics`: use this skill for stage instrumentation and handoff clarity, then use `$metrics` for the broader success framework, targets, and business metrics.

## Process

### 0. Product-Path Scope Resolution

Resolve research scope by product path before using code or app structure as a hint:

1. If `$ARGUMENTS` names a non-archived `research/{slug}/` directory or a product-path ID whose `scope_path` points there, use that path. Treat `{slug}` as the product/app name, not the ICP, audience, or segment label.
2. If `$ARGUMENTS` names only `research/_archive/{slug}/` or a manifest entry with `status: archived` or legacy `status: abandoned`, stop and warn that the path is archived; do not write or update scoped outputs there.
3. Read `research/.progress.yaml` when present. Normalize legacy `active_path` to `active_paths` on read and write back `active_paths` on manifest updates. Treat legacy `abandoned` as `archived`; exclude `archived`, `abandoned`, `deferred`, `revisit_candidate`, `promoted`, and any `scope_path` under `research/_archive/` from active target selection.
4. If active product paths exist in the manifest, use those paths. If multiple active paths exist, ask which one to target unless this skill explicitly supports cross-path output.
5. If no active manifest target exists, list non-archived product directories under `research/`, excluding `research/_archive/` and dot directories. Auto-select only when exactly one exists; ask when multiple exist.
6. If no product directories exist, use flat `research/` single-product mode.
7. Detect monorepo/app/package structure only as a secondary hint. Suggest creating a missing `research/{slug}/` product path when code clearly exposes an app, but do not require code or monorepo detection before using `research/{slug}/`.

When product path `{slug}` is active, read and write research under `research/{slug}/`, specs under `specs/{slug}/`, and treat top-level `research/*.md` files as flat-mode documents or cross-path summaries.

1. Resolve product-path scope using `research/{slug}/` when applicable.
2. Read `research/.progress.yaml` when present. Normalize `active_path` (singular legacy) to `active_paths` (plural list) when reading; treat legacy `abandoned` as `archived` and exclude archived/deferred/revisit/promoted paths plus `research/_archive/` scopes from active target selection. Scope lifecycle metrics to the active product path by default.
3. Require `research/journey-map.md`; load any focused lifecycle maps that exist.
4. Load ICP, customer feedback, existing metrics, specs, README, and current analytics/instrumentation code when present.
5. Interview and recommend around: stage entry/exit events, activation, conversion, payment success/failure, retention health, churn risk, expansion readiness, evidence quality, measurement owner, and instrumentation gaps.
6. Present the lifecycle measurement model before writing.
7. Write `research/lifecycle-metrics.md` and `research/lifecycle-metrics-interview.md` in flat mode, or `research/{slug}/lifecycle-metrics.md` and `research/{slug}/lifecycle-metrics-interview.md` when product-path scope is active, after validation.

## Output Shape

```markdown
# Lifecycle Metrics

> Based on: research/journey-map.md[, lifecycle stage maps]
> Date: YYYY-MM-DD

## Summary
## Stage Metrics
## Event And Property Inventory
## Instrumentation Gaps
## Baselines And Targets To Define In Metrics
## Record-Todo Candidates
## Next Steps
```

## Alignment Page

Follow the shared alignment-page convention via the packaged convention resolver; output path is `alignment/lifecycle-metrics-{topic}.html`.

## Constraints

- Do not duplicate the full `$metrics` framework; link unresolved targets to `$metrics`.
- Put future, non-blocking measurements in `tasks/record-todo.md` when the skill is executed.
- End with `## Next Steps`, preferring `$metrics`, `$roadmap`, `$exec`, or `$cohort-review` as context dictates.

## Default Shipping Contract

Follow the shared shipping contract convention in CLAUDE.md.