skills

Run, write, generate, record, save, persist, and synthesize agent retrospectives and lessons learned after completing tasks. Self-assess session quality, identify mistakes, extract reusable patterns, and update persistent LESSONS.md files using the retrieve-verify loop. Auto-trigger setup: install OpenCode plugin hooks, Claude Code Stop hooks, and Cline TaskComplete hooks so retros fire automatically when all todos complete. Works with session_read (OpenCode), context-window reconstruction (Claude Code, Cursor, Gemini CLI), and compaction pipelines. Use when finishing a task, at session end, when asked to reflect, review, debrief, or write a post-mortem, or when setting up automatic retro triggers.

Create, build, edit, validate, run, and export AnyLogic models with local-binary workflows and documented model structures (statecharts, parameter expressions, experiments, CLI, XML, Java, ALP, ALPX). Use when building or revising AnyLogic statecharts, changing parameter expressions, probing a local installation, running experiments, exporting standalone applications, or checking which documented binary surfaces are actually available.

Create, validate, audit, review, refactor, optimize, and improve Agent Skills. Works with YAML frontmatter, SKILL.md docs, trigger-rich descriptions, slash commands, and automated validation + grading to keep skills consistent and discoverable.

Create, build, refactor, and optimize Angular components with signals, inputs, outputs, lifecycle hooks, change detection, content projection, and smart/presentational patterns. Use when building UI components, fixing component bugs, or improving performance.

Create, implement, debug, refactor, and optimize Angular state management with RxJS observables, subjects, signals, operators, and reactive patterns. Fix memory leaks, manage subscriptions, handle async data streams. Use when building reactive Angular components, services, or stores.

Write, create, generate, debug, and fix Angular unit tests, component tests, service tests, e2e tests with Vitest, Jest, Jasmine, TestBed, Cypress, and Playwright. Use when testing components, services, signals, observables, DOM interactions, or mocking dependencies.

Create, configure, optimize, and debug GitHub Actions CI/CD workflows, jobs, triggers, caching, matrix builds, reusable workflows, and secrets. Use when writing .github/workflows YAML, fixing pipeline failures, or improving CI speed.

Manage GitHub Projects (v2) with issue creation, project discovery, adding items to projects, and updating issue status across project boards. Capabilities include creating issues with metadata (labels, assignees, milestones), listing projects for users/orgs, adding issues/PRs to projects, updating project item fields (status, priority), and managing project workflows (Backlog, Ready, In Progress, Done). Use when creating GitHub issues, managing project boards, moving issues between project columns, organizing repository work items, tracking project progress, or automating GitHub project workflows.

Deploy, configure, and manage Kubernetes workloads on GKE with Deployments, Services, Ingress, HPA, health probes, ConfigMaps, and Secrets. Use when deploying containers to GKE, configuring load balancers, setting up autoscaling, writing health checks, managing environment configs, or troubleshooting pod issues.

Create, write, build, develop, debug, test, package, and deploy Helm charts with templates, values, helpers, dependencies, and tests. Use when authoring Kubernetes charts, writing values.yaml, creating _helpers.tpl, managing chart dependencies, or troubleshooting template errors.

Debug, troubleshoot, diagnose, and analyze Kubernetes clusters with kubectl (get, describe, logs, exec, debug). Interpret pod status (CrashLoopBackOff, ImagePullBackOff, Pending, OOMKilled), analyze events, inspect containers, check resources. Use when pods crash, services fail, deployments hang, or containers won't start.

Write, debug, optimize LogQL queries, design log labels, configure structured logging, create log-based metrics and alerts, correlate logs with traces using traceID. Use when querying Loki, troubleshooting log pipelines, building observability dashboards, or investigating incidents.

Create, write, generate, edit, update, and format markdown documentation (README, CHANGELOG, research notes, plans, guides, tutorials). Handles frontmatter metadata, directory organization, and file naming. Use when writing .md files, documenting code, creating project docs, saving research findings, building README files, managing TODO lists, or generating any markdown content.

Create, configure, manage, and optimize NX monorepo workspaces. Generate libraries, run affected commands, configure caching, enforce module boundaries with tags, visualize dependency graphs, and set up CI pipelines. Use when building, structuring, or scaling TypeScript/JavaScript monorepos.

Instrument, configure, debug, and optimize OpenTelemetry distributed tracing for Java and TypeScript microservices. Create spans, propagate context, configure exporters, implement sampling. Use when adding tracing, debugging broken traces, or connecting services with W3C Trace Context.

Write, create, debug, and optimize Prometheus alerting rules, PromQL queries, recording rules, and metric configurations. Covers metric types (counter, gauge, histogram, summary), cardinality management, SLI/SLO patterns, and alert fatigue prevention. Use when writing PromQL, creating alerts, debugging metrics, or implementing observability.

Create, write, build, debug, test, refactor, and optimize Python 3.10+ applications across all domains (data science, backend APIs, scripting, automation). Manage dependencies with uv (preferred), poetry, or pip. Implement type hints (typing module, generics, protocols), write tests with pytest (fixtures, parametrize, mocking), work with pandas DataFrames (creation, selection, groupby, merge), use dataclasses and decorators, handle errors with logging integration, and follow TDD workflows (Red-Green-Refactor). Configure virtual environments, pyproject.toml, and static analysis tools (mypy, pyright). Use when implementing Python features, fixing bugs, writing tests, managing packages, analyzing data, or building Python projects.

Build, create, configure, and structure Spring Boot microservices with dependency injection (constructor injection), @ConfigurationProperties validation, profile-based configuration, Actuator health checks, and bean lifecycle management. Use when creating Spring Boot services, configuring beans, setting up health endpoints, implementing DI patterns, or structuring microservice projects.

Create, design, build, optimize, and debug Spring Data JPA entities, repositories, queries, projections, and transactions. Detect and fix N+1 queries, configure auditing, write JPQL and native SQL. Use when implementing data access layers, fixing performance issues, or building repository patterns.

Build reactive APIs and services with Spring WebFlux, Project Reactor (Mono, Flux), WebClient, and reactive operators. Capabilities include MDC context propagation (ContextRegistry, Hooks.enableAutomaticContextPropagation), WebClient configuration (timeouts, error handling, retry), reactive operator chains (flatMap, switchIfEmpty, zip), and blocking detection. Use when implementing WebFlux endpoints, propagating MDC/trace context across reactive boundaries, configuring WebClient, debugging context loss, handling backpressure, or testing reactive streams with StepVerifier.

Configure, implement, secure, validate, and audit Spring Security with SecurityFilterChain, JWT validation, OAuth2 resource server, method security, and CORS. Use when adding authentication, authorization, or protecting REST APIs.

Write, create, and generate Spring Boot tests with JUnit 5, MockMvc, Mockito, and Testcontainers. Implement unit tests (pure Mockito), slice tests (@WebMvcTest, @DataJpaTest, @JsonTest), and integration tests (@SpringBootTest). Use when testing controllers, repositories, services, REST APIs, or setting up test fixtures. Covers test organization, mocking strategies, test data builders, and debugging test failures.

Design, implement, refactor, and debug advanced TypeScript patterns including generics, utility types, mapped types, conditional types, type guards, discriminated unions, and strict mode configuration. Use when writing type-safe code, fixing type errors, or improving type inference.