This skill should be used when the user asks to "reflect on this conversation", "optimize my agent setup", "improve agent instructions", "analyze chat patterns", "audit AGENTS.md", "suggest agent improvements", "fix agent misunderstandings", or mentions "prompt optimization", "instruction tuning", or "agent configuration audit". Analyzes chat history and configuration to identify improvements for AGENTS.md files, skills, MCPs, hooks, and permissions.

Python development with modern patterns, type hints, testing, and tooling When user works with .py files, mentions Python, pip, pytest, ruff, uv, or encounters Python errors

Prisma ORM for type-safe database access - schema design, migrations, queries, relations, and connection management When user works with Prisma, database schemas, migrations, Prisma Client queries, or mentions prisma commands

Automated PR workflow with CI monitoring, amendments, and retry logic When user asks to create a PR, merge changes, or needs CI-aware PR management

Monitor a PR through CI, reviews, and merge conflicts until ready for human review. Use when user says "monitor PR", "watch PR", "wait for CI", or wants automated PR workflow. Creates PR if needed, then monitors Dagger CI, automated review comments, and merge conflicts.

Check PR health status (conflicts, CI, approval) and get actionable next steps

PinchTab browser automation - profiles, instances, multi-instance routing, tabs, actions, and anti-detection When user mentions PinchTab, browser automation, pinchtab commands, headed/headless browser, or web scraping with Chrome

Complete PagerDuty operations via REST API - incidents, schedules, oncall, services, orchestrations When user mentions PagerDuty, incidents, oncall, schedules, escalation, pages, alerts

OpenTelemetry observability - tracing, metrics, logs, instrumentation, and context propagation patterns When user works with OpenTelemetry, adds tracing/metrics/logging, configures exporters, or mentions spans and observability

Helps with 1Password CLI (op) for secure secret retrieval and management When user mentions 1Password, secrets, op command, or asks about credential management

This skill should be used when the user asks to "grade my solution", "review my code", "score this", "how did I do", "grade sheet", "review my OAI prep", "grade my practice problem", "review my interview prep", "evaluate my solution", "how would this score", or wants feedback on a coding interview practice solution. Evaluates Java implementations against OpenAI interviewer grading criteria and produces a comprehensive grade sheet with letter grades, numeric scores, pass/fail, and prose feedback.

Modern Unix command alternatives - faster, more user-friendly tools for everyday tasks When Claude is about to use legacy tools (find, grep, ls, cat, sed, du, df, ps) OR when user mentions fd, rg, eza, bat, or asks about faster alternatives

Mastra AI agent framework for TypeScript - agents, tools, workflows, memory, and MCP integration When user works with Mastra, AI agents, LLM orchestration, or mentions mastra commands and patterns

Lua scripting for Neovim and WezTerm configuration - language patterns, vim API, and config management When user works with .lua files, mentions Lua, Neovim config, WezTerm config, vim.api, or Lua scripting

League of Legends domain knowledge, terminology, and Riot Games API reference. Use when working with match data, champion info, ranked systems, game objectives, items, runes, player statistics, twisted library, API endpoints, rate limiting, PUUID lookups, summoner info, or regional routing.

Use when asking about linuxserver.io containers, PUID/PGID configuration, media app deployment, or withCommonLinuxServerProps.

Lightpanda headless browser CLI for fast web content extraction, searching, and fetching When browsing the web, fetching URLs, searching the web, extracting web page content, or needing rendered HTML from a URL

Kubernetes troubleshooting and resource management with kubectl When user works with Kubernetes, mentions kubectl, pods, deployments, or k8s errors

Java and Kotlin development with modern patterns, build tools, and JVM tooling When user works with .java or .kt files, mentions Java, Kotlin, Gradle, Maven, JVM, or JDK features

Hono web framework for edge-first, lightweight APIs - routing, middleware, validation, and multi-runtime support When user works with Hono, builds APIs, creates middleware, uses Zod validation with Hono, or mentions hono patterns

Use when asking about generating Helm types, HelmValuesForChart, TypeScript interfaces from Helm charts, or the helm-types CLI.

Helm chart management for Kubernetes deployments When user mentions Helm, charts, helm commands, values, releases, or Kubernetes packaging

Complete Grafana operations via REST API - dashboards, Prometheus/Loki queries, alerting, annotations, Sift When user mentions Grafana, dashboards, Prometheus, Loki, metrics, logs, alerts, PromQL, LogQL

Go development with modules, testing, linting, and common patterns When user works with .go files, mentions Go, golang, go modules, go test, or encounters Go compiler errors