camunda

Diagnose failing GitHub Actions runs and propose fixes. Use when given a GHA run/job URL, or asked why CI failed, why a job failed, what broke in a run, or to fix a red check on a PR.

Autonomously investigate a GitHub issue in camunda/camunda — read it, find the relevant code, reproduce it, root-cause it, and validate a fix, posting progress as a single updating issue comment. At Medium/High confidence, implements the fix and opens it as a draft PR. Use when asked to investigate, triage-deep-dive, or look into a specific bug issue (given a URL or issue number).

Shepherd one or more camunda/camunda PRs through flaky CI and the merge queue to merged. Accepts a list of PRs (e.g. a merge plus its backports). Use when asked to babysit, shepherd, watch, drive, or "get merged" one or more PRs, or to keep retrying CI until they land.

Use when adding support for a new event or metric in the analytics exporter at zeebe/exporters/analytics-exporter/ — creating handlers, adding AnalyticsAttributes, registering in the HandlerRegistry, and writing tests. Also use when modifying existing handlers or attributes.

Route gh-aw workflow create/debug/upgrade requests to the right prompts.

Use for any work in the Operate legacy frontend (operate/client/) — bugs, changes, tests, components, API hooks, styled-components, MobX stores, React Router, or questions about Operate patterns, conventions, or architecture.

Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me".

Use when writing, modifying, or debugging unit tests (*.test.tsx) in the orchestration cluster webapp (webapp/client/apps/orchestration-cluster-webapp/src/). Covers Vitest browser mode, MSW mocking, and vitest-browser-react rendering.

Use when migrating, porting, or rewriting frontend code from operate/client/ or historical Tasklist implementations to the orchestration cluster webapp. Trigger when migrating legacy pages/components, converting React Router to TanStack Router, replacing MobX with TanStack Query, rewriting styled-components as SCSS, converting legacy tests to Vitest browser mode, or asking how a legacy pattern maps to the new app.

Use when writing, modifying, or debugging Playwright-based tests in the orchestration cluster webapp — integration tests, visual regression tests, or accessibility tests. Use when working with MSW network-level mocking via @msw/playwright, Page Object Models, axe-core accessibility checks, or screenshot comparisons. Trigger whenever someone is working in the test/ directory of the OC webapp at webapp/client/apps/orchestration-cluster-webapp/test/.

Use when building or modifying pages, components, modules, routes, data loading, forms, API integration, or UI features — including small changes like a column, filter, or panel — in the orchestration cluster webapp (webapp/client/apps/orchestration-cluster-webapp/).

Use when implementing, fixing, or reviewing Zeebe engine code in zeebe/engine/ — BPMN process execution, DMN decision evaluation, job lifecycle, user/identity management, batch operations, variables, deployments, signals, messages, timers, multi-tenancy, or authorization. Also when modifying or reviewing processors, event appliers, state classes, record value types, intents, or engine tests.

Create a GitHub issue in camunda/camunda with the correct template, component label, and parent link. Use when asked to create, file, or open an issue — for bugs, features, tasks, tech debt, or CVEs.

Authors and refactors GitHub Actions workflows and composite actions for this monorepo using required conventions, minimal permissions, pinned SHAs, and observability steps. Use when creating or restructuring CI workflows.

Validates GitHub Actions workflow changes in this monorepo using actionlint, conftest policy checks, spotless formatting, and act testability assessment. Use when creating, editing, or reviewing workflow files.

Enforces GitHub Actions security and compliance for this monorepo. Use when adding third-party actions, handling secrets, defining permissions, and reviewing CI security trade-offs.

Generate a health report for scheduled GitHub Actions workflows in this monorepo. Use when asked about scheduled workflow health, nightly build failures, flaky CI, or workflow ownership.

Detect CI runner underutilization and recommend downsizing for cost savings. Use when asked about CI costs, runner sizing, resource waste, underutilization, or right-sizing self-hosted runners.

Analyze CI failure patterns for push-triggered workflow jobs on main and stable/* branches. Use when asked about CI health, broken jobs, flaky workflows, failure rates, or push-trigger problems.

Prepares act-testable GitHub Actions workflow scenarios for this monorepo. Use when validating workflow logic locally, generating temporary test harnesses, checking logic drift, assessing local act feasibility, and proposing reproducible user-run test cases.