This skill should be used when the user asks to "debug DSPy programs", "trace LLM calls", "monitor production DSPy", "use MLflow with DSPy", mentions "inspect_history", "custom…
Score 80/100
This skill should be used when the user asks to "create a ReAct agent", "build an agent with tools", "implement tool-calling agent", "use dspy.ReAct", mentions "agent with tools",…
Score 80/100
Create or evaluate an architecture decision record (ADR). Use when choosing between technologies (e.g., Kafka vs SQS), documenting a design decision with trade-offs and…
Score 80/100
Review code changes for security, performance, and correctness. Trigger with a PR URL or diff, "review this before I merge", "is this code safe?", or when checking a change for…
Score 80/100
Structured debugging session — reproduce, isolate, diagnose, and fix. Trigger with an error message or stack trace, "this works in staging but not prod", "something broke after…
Score 80/100
Pre-deployment verification checklist. Use when about to ship a release, deploying a change with database migrations or feature flags, verifying CI status and approvals before…
Score 80/100
Run an incident response workflow — triage, communicate, and write postmortem. Trigger with "we have an incident", "production is down", an alert that needs severity assessment, a…
Score 80/100
Generate a standup update from recent activity. Use when preparing for daily standup, summarizing yesterday's commits and PRs and ticket moves, formatting work into…
Score 80/100
Perform holistic review of completed refactoring, validate improvements, and create follow-up tasks if needed
Score 80/100
**WORKFLOW SKILL** — Register and generalize agent errors into reusable lessons. USE FOR: when the user corrects the agent, capturing what went wrong, analyzing root cause,…
Score 80/100
Diff-aware AI browser testing — analyzes git changes, generates targeted test plans, and executes them via agent-browser (Rust daemon + CDP, ARIA-tree-first).
Score 80/100
Generate comprehensive architecture documentation for complex code modules with Graphviz diagrams and examples.
Score 80/100
Codebase exploration techniques for rapid discovery, architecture analysis, pattern detection, and dependency mapping.
Score 80/100
Codebase exploration techniques for rapid discovery, architecture analysis, pattern detection, and dependency mapping.
Score 80/100
Multi-angle codebase exploration spawning 3-5 parallel agents for code structure, data flow, architecture patterns, and health assessment.
Score 80/100
TDD-first feature development — crystallise API as a demo test, drive implementation to pass it, run quality stack and progressive review loop.
Score 80/100
Generate deterministic publication-quality architecture, workflow, and pipeline diagrams from structured JSON (FigureSpec) into editable SVG.
Score 80/100
Scans Android APKs for Firebase security misconfigurations including open databases, storage buckets, authentication issues, and exposed cloud functions.
Score 80/100
Scans Android APKs for Firebase security misconfigurations including open databases, storage buckets, authentication issues, and exposed cloud functions.
Score 80/100
Extract clean markdown from any URL, including JavaScript-rendered SPAs. Use this skill whenever the user provides a URL and wants its content, says "scrape", "grab", "fetch",…
Score 80/100
Fixes GitHub issues using parallel analysis agents for root cause investigation, code exploration, and regression detection.
Score 80/100
Systematically fix all failing tests after business logic changes or refactoring
Score 80/100
Generate production-ready Google Cloud code examples from official repositories including ADK samples, Genkit templates, Vertex AI notebooks, and Gemini patterns.
Score 80/100
Generate an end-to-end test for a given feature or user story. Use when the user asks to create E2E tests, automate workflows, test user flows, or convert manual workflows into…
Score 80/100
Creates, updates, and deploys Power Apps generative pages for model-driven apps using React v17, TypeScript, and Fluent UI V9. Completes workflow from requirements to deployment.
Score 80/100
Design and audit repository and organization ruleset architecture, including layering, bypass controls, enforcement modes, and merge queue compatibility.
Score 80/100
Structured debugging workflow with session persistence and investigation tracking
Score 80/100
Think before building. Use when the user asks to reason about, analyze, evaluate, compare options, make an architecture decision, choose between approaches, think through a…
Score 80/100
Use when assessing overall project quality, onboarding onto a new codebase, or before major refactoring to establish a baseline.
Score 80/100
Orchestrate firmware rollouts with canary deployment and anomaly-gated advancement
Score 80/100
Creates, lists, and manages Architecture Decision Records for Java projects. Use when user asks to "create an ADR", "document this decision", "write an architecture decision",…
Score 80/100
Reviews Java REST API design including HTTP methods, status codes, naming, and versioning. Use when user asks to "review my API", "check REST design", "is this good REST", "review…
Score 80/100
Generates a Conventional Commits message for staged Java changes. Use when user asks to "write a commit message", "help me commit", "what should my commit say", "summarize my…
Score 80/100
Reviews Java code for thread safety, race conditions, deadlocks, and Java 21 virtual thread compatibility.
Score 80/100
Generates a complete Spring Boot CRUD feature (entity, repository, service, controller, DTOs, tests) in an existing project.
Score 80/100
Detects GoF patterns in Java code or recommends the right pattern for a problem. Use when user asks to "what pattern is this", "detect design patterns", "suggest a pattern",…
Score 80/100
Generates Javadoc comments for Java classes and methods. Use when user asks to "add javadoc", "document this class", "write documentation", "add comments", "generate docs", or…
Score 80/100
Explains Java code in plain language including design patterns. Use when user asks to "explain this code", "what does this do", "help me understand", "walk me through this", or…
Score 80/100
Diagnoses and fixes Java compile errors, runtime exceptions, and stack traces. Use when user asks to "fix this error", "this won't compile", "I'm getting an exception", "debug…
Score 80/100
Runs a holistic code health check scoring Security, Tests, Performance and Quality with A-F grades. Use when user asks to "check health", "score this project", "health check",…
Score 80/100
Reviews Spring Data JPA for N+1 queries, fetch strategies, projections, and Specifications. Use when user asks to "review JPA", "check for N+1", "JPA performance", "review my…
Score 80/100
Reviews Java logging for SLF4J best practices, MDC context, structured logging, and PII safety. Use when user asks to "review logging", "check my logs", "logging review", "is my…
Score 80/100
Interactive Java version upgrade guide (8 to 11, 11 to 17, 17 to 21). Use when user asks to "migrate to Java 17", "upgrade to Java 21", "Java migration guide", "move from Java 11…
Score 80/100
Generates or reviews OpenAPI / Swagger documentation for Spring Boot REST APIs — adds @Operation, @Schema, @ApiResponse annotations and configures Swagger UI.
Score 80/100
Quick Java performance scan flagging N+1 queries, memory issues, threading problems, and algorithmic hotspots.
Score 80/100
Suggests and applies version-gated Java refactorings. Use when user asks to "refactor this", "clean up this code", "modernize this Java", "simplify this", "extract method",…
Score 80/100
Reviews Java code for bugs, naming issues, code smells, and version-appropriate idioms. Use when user asks to "review this code", "check my Java", "look at this class", "find…
Score 80/100
Scaffolds a brand-new Spring Boot project from scratch — build file, package structure, and a starter feature.
Score 80/100
Checks Java code for SOLID principles violations with Java-specific patterns. Use when user asks to "check SOLID principles", "is this good OOP", "single responsibility", "SOLID…
Score 80/100
Generates JUnit 5 and Mockito unit tests or Testcontainers integration tests, auto-detecting project setup.
Score 80/100
Radical redesign evaluation. When incremental improvement has converged too low or the architecture is fundamentally wrong, Kaikaku determines whether to redesign and produces a…
Score 80/100
Diagnose and fix Kotlin coroutine race conditions, Flow issues, and thread safety bugs
Score 80/100
Facilitates deliberate skill development during AI-assisted coding. Offers interactive learning exercises after architectural work (new files, schema changes, refactors).
Score 80/100
Query Logfire logs and traces for debugging. Use when user mentions logs, traces, errors, exceptions, slow requests, or asks to debug backend issues.
Score 80/100
Use when the user asks to build an MCP server, create an MCP integration, wrap an API for AI agents, or expose tools via the Model Context Protocol.
Score 80/100
Use when transforming a project's architecture pattern - e.g., Flat to Modular, MVC to Clean Architecture, Monolith to Modular Monolith.
Score 80/100
Use when switching a project or component between frameworks - React to Vue, Vue to Svelte, or any supported framework pair.
Score 80/100
Use when a component needs migration to the target architecture or framework version.
Score 80/100
Use when a complete module needs migration to the target architecture - runs 6 phases with approval gates.
Score 80/100
Build and deploy documentation sites with Mintlify. Use when creating API docs, developer portals, or knowledge bases.
Score 80/100