
Skill
flag-and-release-change
implement and release feature-flagged changes
Description
Drive a pull request's change end to end: decide it's flag-worthy, create the guarding flag, wire the new code path behind it on the PR branch, and record an automated release so the change ships safely when the PR merges. A portable orchestrator that composes should-flag-change, launchdarkly-flag-create, and flag-release. Keywords: flag a PR, wrap change in a flag, dark launch, kill switch, auto-release, automated rollout, end-to-end flag workflow.
SKILL.md
Flag & Release a PR Change
You're using a skill that takes a pull request whose change should ship behind a feature flag and drives it end to end: decide it needs a flag, create the guarding flag, wire the new behavior behind it on the PR's branch, and record an automated release so the change ships safely once the PR merges.
The deploy is not the release. The merge ships the control path — the flag is created OFF, so deployment always serves the pre-change behavior. The release is the flag operation the automated rollout performs afterward, governed by the environment's policy. Creating the flag OFF and recording the release are deliberately separate things.
This skill is a portable PR orchestrator. It doesn't own the flag mechanics or the release mechanics — it composes three focused skills and adds the PR workflow (read the diff, work in a clone, push to the branch) plus the plan→implement sequencing:
| Step | Owned by | This skill's role |
|---|---|---|
| Decide whether to flag | should-flag-change (advisory, read-only) | Act on a "yes"; make the call yourself if it wasn't run |
| Create the flag + wire the code | launchdarkly-flag-create | Invoke it against the change; don't re-teach flag creation or SDK patterns |
| Record the release | flag-release | Hand off once the flag exists and the code is pushed; don't re-teach rollout mechanics |
Don't duplicate any composed skill's mechanics here. This skill's only unique content is the PR wrapper (clone, three-dot diff, commit/push to the branch) and the plan→implement flow that stitches the three together.
Automation note. An orchestrating harness (e.g. a PR pipeline) can skip this skill and invoke the three composed skills directly —
should-flag-change→launchdarkly-flag-create→flag-release— driving the git and sequencing itself. This skill is the portable, human-in-the-loop path for a developer working a PR by hand.
You work in two phases — plan, then implement — and you check in with the user in between. Never create or modify anything during the plan phase.
Prerequisites
- The remotely hosted LaunchDarkly MCP server.
- A
gitCLI that can read and push to the PR's repository. - The composed skills available:
launchdarkly-flag-create(flag creation + code wiring) andflag-release(recording the rollout).should-flag-changeis used if the flag decision hasn't been made.
MCP tools are used via the composed skills — create-flag/get-flag through flag-create, match-release-policies/create-automated-rollout-config through flag-release. This skill calls none directly.
Working With the Pull Request
Work from a clone so you can read the change and push the flag wiring back to its branch. Credentials are provided by the environment — never ask for, print, or store tokens.
git clone https://github.com/<owner>/<repo>.git && cd <repo>
git fetch origin pull/<pr_number>/head
git diff origin/HEAD...<head_sha> # three-dot: change relative to the PR's base
The three-dot diff (base...head) shows exactly what the PR introduces. Read the changed files you need to understand the change and its risk. Stay in this clone through both phases — in implement you edit, commit, and push here. Full PR mechanics (clone, three-dot diff, commit/push to the branch): references/pr-wiring.md.
Plan Phase
Create nothing in this phase.
- Confirm it should be flagged. If
should-flag-changealready ran, act on its verdict. Otherwise apply the same judgment: favor a flag for user-facing or risky changes; skip config-only, dependency-bump, infra, test-only, or docs changes. If a flag clearly isn't warranted, say so and stop. - Understand the change and conventions. Read the three-dot diff and changed files — what does it do, what's the blast radius? Then follow flag-create's Step 1 to learn how this codebase already uses flags (SDK, wrapper, key constants, naming). Don't reinvent that exploration here.
- Design the flag. Usually a single boolean kill-switch around the new path (flag-create's flag-types covers the choice). Don't propose more flags than the change needs. If Step 1 (or
should-flag-change) surfaced a dependency on a parent flag/feature that isn't live yet, note it — the release step can couple them with a prerequisite. - Plan the release. Follow
flag-release's plan phase: pick target environments, preview each withmatch-release-policies, and capture the human's release intent (release on merge / hold /notBefore/ segment / prerequisite). Don't re-derive the rollout model here — that's flag-release's job. - Present the combined plan and stop. Summarize: the flag (
key,name, boolean, tags) and why it gates this change; where in the code the guard goes; the per-environment release plan + captured intent (and anything to be held). Then wait. Revise on feedback; proceed only on clear approval. Ask a focused question if you're genuinely missing something (project key, environments, a missing policy) rather than guessing.
Implement Phase
Only after approval:
- Create the flag and wire the code using
launchdarkly-flag-create(its Steps 3–4): flag created OFF with the agreed key/tags, guarding evaluation added with a safe default matching the codebase's pattern. Fail closed on creation errors: only an "already exists" result is success-via-reuse. Any other create-flag failure (auth, permissions, not-found, server error) is a hard stop — do not wire the code, record the release, or report success. A false "flag created" yields a green PR referencing a flag that doesn't exist, worse than an honest failure. Surface the error and stop. - Add paired flag-on / flag-off tests. If the repo has a test suite, add a test for each state of the wrapped path — flag ON serves the new behavior, flag OFF preserves the old — matching the repo's framework and flag-mocking convention. Run them and continue only once green. Scope the tests to the flagged path, not general coverage. If the repo has no tests, skip and say so.
- Commit and push to the PR branch. Commit the wiring and push to the PR's existing branch so it lands in the same PR — don't open a new PR or touch the base branch. See references/pr-wiring.md.
- Record the release by handing off to
flag-release's implement phase: it records the automated rollout, honoring the captured intent (holding any environment the intent doesn't clear) and returns aconfig_id. Don't re-teach the rollout mechanics here. - Report the whole change: flag key + LaunchDarkly link (created OFF); the file(s)/code path wired; the tests added; the per-environment release plan +
config_id; what was held (and why) versus what releases on merge. Report only what you verified.
Edge Cases
| Situation | Action |
|---|---|
| Change isn't flag-worthy | Explain why (config-only, dep bump, infra, test-only, docs) and stop. Don't create a flag. |
| Flag already exists | Reuse it — "already exists" is success. Wire the existing key; don't duplicate. |
| Flag creation fails for any other reason (auth, permissions, 5xx) | Hard stop. Don't wire code, record a release, or claim success — surface the error. |
| Codebase has no LaunchDarkly SDK | Wiring can't evaluate a flag — SDK install is separate (onboarding/sdk-install). |
| Guarding needs more than a boolean | Prefer a boolean kill-switch. Only go multivariate if the change serves distinct variants; see flag-create's flag-types. |
Release-specific cases (hold/notBefore, prerequisites, no matching policy, duplicate config, no useful metric) | Handled by flag-release — see its edge cases. |
What NOT to Do
- Don't create anything in the plan phase. Plan proposes; implement creates.
- Don't re-document flag creation, SDK guarding, or rollout mechanics here — those are
launchdarkly-flag-createandflag-release. Link to them. - Don't turn the flag on yourself. The recorded release owns that; creating the flag OFF is the point.
- Don't over-flag. One kill-switch beats several speculative flags.
- Don't handle or print credentials. Git access is injected.
References
- references/pr-wiring.md: PR mechanics — clone, three-dot diff, committing to the PR branch. (This skill's only unique reference.)
should-flag-change: the flag-worthiness decision.launchdarkly-flag-create: flag creation + per-SDK guarding patterns.flag-release: recording the automated rollout (and its auto-release.md release model).
More skills from the ai-tooling repository
View all 48 skillsagent-graphs
create and manage agent graphs
Jul 28AgentsArchitectureLaunchDarklyMulti-Agentaiconfig-agent-graphs
manage agent graphs
May 22AgentsArchitectureaiconfig-ai-metrics
manage built-in AI metrics
May 22AnalyticsLaunchDarklyMetricsaiconfig-create
redirect to configs-create skill
May 22LaunchDarklyReferenceaiconfig-custom-metrics
configure custom metrics in LaunchDarkly
May 22AnalyticsFeature FlagsLaunchDarklyaiconfig-migrate
redirect to migrate skill
May 22Reference
More from LaunchDarkly
View publisheraiconfig-online-evals
run online evaluations
ai-tooling
May 22EvalsLaunchDarklyTestingaiconfig-projects
manage AI configuration projects
ai-tooling
May 22ConfigurationLaunchDarklyaiconfig-snippets
manage AI configuration snippets
ai-tooling
May 22ConfigurationLaunchDarklyaiconfig-targeting
configure LaunchDarkly targeting rules
ai-tooling
May 22ConfigurationFeature FlagsLaunchDarklyaiconfig-tools
redirect to tools skill
ai-tooling
May 22LaunchDarklyReferenceaiconfig-update
redirect to configs-update skill
ai-tooling
May 22LaunchDarklyReference