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SkillsMP hat 27 Skills aus az9713/skill-best-practices gesammelt. Öffne einen Skill, um Quelle und Details zu prüfen.
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Use when a change is written and "looks done" but has not had a hostile second pass before merge — especially diffs touching auth, money, migrations, concurrency, or anything the author is quietly unsure about. Spawns a fresh-eyes reviewer subagent that sees…
Quellsprache: Englisch
Use when a PR is open and green-but-blocked, or red on CI for reasons that smell like flake — a timed-out test runner, a transient network 500 in a setup step, a check that passed locally but failed in CI. Reach for this whenever someone says "this PR keeps…
Quellsprache: Englisch
Use when writing or reviewing code that meters API token usage, bills accounts, issues invoices, applies credit grants, or computes balances with the internal `billing` library — especially around retries, mid-cycle plan changes, cache-read vs cache-write…
Quellsprache: Englisch
Use when an API-credits checkout or paid-plan upgrade needs to be proven end-to-end against Stripe test mode — confirming a card charge actually creates the invoice and subscription in the right state, reproducing a "I paid but my credits didn't show up"…
Quellsprache: Englisch
Use when a specific fix that's already on main needs to land on a production/release branch without dragging along everything else — a hotfix to backport, a "cherry-pick this commit onto release-2.4", a "we need just that one PR on prod" request. Reach for…
Quellsprache: Englisch
Use when writing or editing code in this org's Python or JS/TS, especially before committing or opening a PR — and proactively the moment a diff adds an import, an except/catch, or any logging. Enforces the style rules Claude gets wrong by default: import…
Quellsprache: Englisch
Use when someone wants to compare two cohorts' retention or conversion, asks whether a difference between segments is "real" or "significant", wants retention curves for an A/B group or a launch vs control, or says one cohort "looks better" and needs the…
Quellsprache: Englisch
Use when a cloud bill already spiked and nobody knows why — storage or egress jumped, a specific bucket's cost ballooned, a cost-anomaly alert fired, or finance is asking "what changed this week?" Queries the billing export by service/bucket/region, diffs the…
Quellsprache: Englisch
Use when creating a new internal app or tool — an admin dashboard, an ops console, a back-office service — that needs the org's auth, structured logging, and deploy config wired correctly from the start. Triggers on "new internal app", "spin up a dashboard",…
Quellsprache: Englisch
Use when the user wants to file, create, or open a Linear ticket / issue — "make a Linear ticket for this bug", "file an issue to track X", "open a ticket and ping a reviewer", or when turning a bug report, TODO, or Slack thread into a tracked ticket.…
Quellsprache: Englisch
Use when someone wants to add, upgrade, or vendor a third-party package and the org requires approval first — or when a PR adds a dependency that has not been license- and CVE-checked. Runs the request through the approval workflow: license compatibility,…
Quellsprache: Englisch
Use when shipping a change to the inference gateway and it needs to go out safely — build, smoke test, then ramp real traffic in stages while watching error rate and p99 against a baseline, rolling back automatically on regression. Reach for this whenever…
Quellsprache: Englisch
Use whenever building, restyling, or reviewing any in-house web UI — a new screen, a component, a marketing page, a dashboard, an empty state, anything with visual surface. Reach for this the moment you are about to pick a font, color, spacing value, shadow,…
Quellsprache: Englisch
Use when someone asks which events to join to see a funnel like signup → activation → paid, where the canonical user_id lives, how to count conversions between two product events, or why their event counts look inflated or don't match between steps. Reach for…
Quellsprache: Englisch
Use when GPU pods or PVCs linger with no owner reference and accelerator spend keeps climbing, when a finished training run left volumes behind, or when someone asks to "reclaim idle GPUs" or "clean up orphaned GPU nodes." Finds true orphans (no owner ref AND…
Quellsprache: Englisch
Use when someone needs the right Grafana dashboard for a symptom — high latency, error-rate spike, saturated nodes, queue backlog, a cost/egress jump — or asks for a dashboard link, a datasource UID, or which cluster/region variables to set. Reach for this…
Quellsprache: Englisch
Use when the inference API is paging — a p99 latency spike, a 429 surge, an elevated 5xx rate, a model returning gibberish, or a "the API is slow" Slack thread. Maps each symptom to the exact tools and query patterns that isolate the cause across metrics,…
Quellsprache: Englisch
Use whenever a task touches the internal platform via the `axle` CLI — deploying a service, reading or rotating secrets, tailing logs, running one-off commands or migrations in an environment, or inspecting env config. Reach for this any time you are about to…
Quellsprache: Englisch
Use when you have one request ID and need its whole story — a customer escalation citing a request_id, a trace that dead-ends, or a "what happened to this specific request" question during an incident. Fans out to every system that touched the request…
Quellsprache: Englisch
Use when standing up a brand-new inference microservice — a model-serving endpoint, a GPU-backed scoring API, a new FastAPI + Temporal worker — and it must match the org's production conventions out of the gate. Triggers on "new inference service", "spin up a…
Quellsprache: Englisch
Use when authoring a database schema migration — adding or altering a column, creating an index, renaming a table, backfilling data — especially against a large production table where a careless DDL statement takes a lock and stalls every query behind it.…
Quellsprache: Englisch
Use the moment a page fires and you are the oncall — an alert ID lands in PagerDuty, a "who's oncall, this just paged" Slack ping, or you wake up to a firing alert and need to triage before you understand it. Fetches the alert by ID, runs the standard…
Quellsprache: Englisch
Use when an end-to-end signup, email-verification, or onboarding flow needs to be exercised in a real browser — verifying a new sign-up still works after a frontend/auth change, reproducing a "user stuck on onboarding" bug, checking the verification email…
Quellsprache: Englisch
Use when the user needs to write, generate, or post a daily standup update — pulling together what they did since yesterday from Linear tickets, GitHub PRs/commits, and the prior standup, especially when they say "do my standup", "what did I do yesterday",…
Quellsprache: Englisch
Use when deciding what or how to test, or reviewing test quality — adding tests for new logic, judging whether a change needs coverage, or critiquing a test that mocks heavily, reads the clock, hits the network, or asserts on internals. Steers toward testing…
Quellsprache: Englisch
Use when an interactive command-line tool needs to be tested as a real user would drive it — a CLI that only behaves correctly with a real TTY (prompts, password masking, spinners, full-screen TUIs, paging), reproducing a "the prompt hangs / the wizard skips…
Quellsprache: Englisch
Use when the user wants a weekly recap, "what shipped this week", a team digest, or an "in case you missed it" roundup — merged PRs + closed tickets + deploys formatted into one update for Slack or a changelog. Especially use it when a recap is recurring and…
Quellsprache: Englisch