/feature-flags-architect

name: feature-flags-architect
description: Use when adding, retiring, or auditing feature flags. Triggers on "add a flag", "ship behind a flag", "rollout plan", "kill switch", "stale flags", "flag debt", "LaunchDarkly", "GrowthBook", "Statsig", "Unleash", "Flipt", or any progressive-delivery question. Ships flag debt scanner, rollout planner, and kill-switch auditor (all stdlib Python), 4 references on flag taxonomy + provider trade-offs + rollout strategies + lifecycle, plus a /flag-cleanup slash command.
context: fork
version: 2.9.0
author: claude-code-skills
license: MIT
tags: [feature-flags, progressive-delivery, rollout, kill-switch, launchdarkly, growthbook, statsig, unleash, flipt, release-engineering]
compatible_tools: [claude-code, codex-cli, cursor, antigravity, opencode, gemini-cli]

Feature Flags Architect

End-to-end discipline for feature flags: classify them, ship them, ramp them, and retire them. Most teams treat flags as throwaway `if`-statements; this skill treats them as a controlled lifecycle with measurable debt.

When to use

• Adding a new flag and need a rollout plan
• Auditing a codebase for stale or orphaned flags
• Choosing a flag provider (LaunchDarkly vs GrowthBook vs Statsig vs Unleash vs Flipt vs build-your-own)
• Designing a kill-switch path for a risky launch
• Cleaning up flag debt before a release freeze
• Reviewing whether a feature should ship behind a flag at all

Core principle: flags are a lifecycle, not an `if`

request → design → ship → ramp → cleanup → archive

Flags that skip cleanup become debt: dead branches, stale defaults, untested code paths, unbounded blast radius. The three scripts in this skill enforce the lifecycle.

Quick start

# 1. Audit the repo for flag debt
python scripts/flag_debt_scanner.py --repo . --max-age-days 90

# 2. Plan a progressive rollout for a new flag
python scripts/rollout_planner.py --population 100000 --target-percent 100 --duration-days 14 --strategy ring

# 3. Verify every flag has a documented kill switch
python scripts/kill_switch_audit.py --repo . --flag-doc docs/feature-flags.md

The 4 flag types (taxonomy)

Different flag types have different lifespans and ownership. Misclassifying creates debt.

| Type | Purpose | Typical lifespan | Owner | Cleanup trigger | |---|---|---|---|---| | **Release** | Hide unfinished features in production | days–weeks | Eng | 100% rollout reached | | **Experiment** | A/B test variants | weeks | Product/Marketing | Test concluded; winner picked | | **Operational** | Circuit breakers, perf toggles, kill switches | months–years | Eng/SRE | Replaced by autoscaling/feature retirement | | **Permission** | Entitlements per user/account/plan | years (permanent) | Product | Plan/role removed |

Only Release and Experiment flags should be on a debt-scanner watchlist. Operational and Permission flags are by design long-lived. See `references/flag_taxonomy.md` for decision tree.

The 3 Python tools

All three are stdlib-only. Run with `--help`.

`flag_debt_scanner.py`

Finds flags older than `--max-age-days` with low usage, suggesting candidates for cleanup.

python scripts/flag_debt_scanner.py --repo . --max-age-days 90 --format text
python scripts/flag_debt_scanner.py --repo . --max-age-days 60 --format json > debt.json

**Detection heuristic:** 1. Walk `--repo` for code references matching common flag-call patterns:

• `flag("...")`, `isFlagEnabled("...")`, `featureFlag("...")`, `getFlag("...")`
• `client.variation("...", ...)`, `unleash.isEnabled("...")`, `growthbook.feature("...")`

2. For each unique flag identifier, find the oldest commit that introduced it (`git log --diff-filter=A -S <name>`). 3. Flag as DEBT if introduced > `--max-age-days` ago AND used in ≤`--min-uses` places.

Outputs flag name, age in days, file references, suggested action. JSON mode is CI-friendly.

`rollout_planner.py`

Generates a phased rollout schedule from population size, target percent, duration, and strategy.

python scripts/rollout_planner.py --population 100000 --target-percent 100 --duration-days 14 --strategy ring
python scripts/rollout_planner.py --population 50000 --target-percent 25 --duration-days 7 --strategy linear
python scripts/rollout_planner.py --population 1000000 --target-percent 100 --duration-days 30 --strategy log

**Strategies:**

• `ring`: 1% → 5% → 25% → 50% → 100%, evenly spaced. Default for risky launches.
• `linear`: constant rate per day. Default for medium-risk.
• `log`: rapid early, slow tail. Default for low-risk launches with confidence.
• `cohort`: by named cohort (internal → beta → free → paid → all).

Outputs a markdown table with date, percent, expected user count, abort criteria, and verification step per phase.

`kill_switch_audit.py`

Cross-references code-discovered flags against documentation to verify each has a kill switch path written down.

python scripts/kill_switch_audit.py --repo . --flag-doc docs/feature-flags.md
python scripts/kill_switch_audit.py --repo . --flag-doc runbooks/flags.md --format json

**What it checks:** 1. Every code-discovered flag has an entry in `--flag-doc` 2. Each entry declares: owner, type, kill-switch trigger, monitoring dashboard 3. Reports flags missing documentation (FAIL) or missing fields (WARN)

Use as a pre-merge gate before any new flag ships.

Provider chooser (5 + DIY)

| Provider | Best for | Pricing model | Lock-in risk | OSS option | |---|---|---|---|---| | **LaunchDarkly** | Enterprise, complex targeting, audit/compliance | Per-MAU, expensive | High | No | | **GrowthBook** | Mid-market, A/B testing focused, OSS-friendly | Per-MAU + OSS | Low | Yes (self-host) | | **Statsig** | Growth/product teams, advanced experimentation | Free tier + per-MAU | Medium | No | | **Unleash** | OSS-first, self-hosted, dev-friendly | OSS + Enterprise | Low | Yes | | **Flipt** | Lightweight, k8s-native, simple needs | OSS-only | None | Y