Fetch review comments from a PR and evaluate with receive-feedback skill

Reviews Rust FFI code for type safety, memory layout compatibility, string handling, callback patterns, and unsafe boundary correctness. Use when reviewing extern blocks, #[repr(C)] types, bindgen output, or code calling C/C++ libraries.

Applies fixes from a prior review-llm-artifacts run, with safe/risky classification

Analyze repo, detect stack, trace changes to user-facing entry points, generate E2E YAML test plan

Go application architecture with net/http 1.22+ routing, project structure patterns, graceful shutdown, and dependency injection. Use when building Go web servers, designing project layout, or structuring application dependencies.

Reviews Go code for idiomatic patterns, error handling, concurrency safety, and common mistakes. Use when reviewing .go files, checking error handling, goroutine usage, or interface design. Covers generics (Go 1.18+), errors.Join and slog (Go 1.21+), and Go 1.22 loop variable semantics.

How-To guide patterns for documentation - task-oriented guides for users with specific goals

Rewrite AI-generated developer text to sound human — fix inflated language, filler, tautological docs, and robotic tone. Use after review-ai-writing identifies issues.

Rewrite AI-generated developer text to sound human — fix inflated language, filler, tautological docs, and robotic tone. Use after review-ai-writing identifies issues.

Analyze and improve existing documentation using Diataxis principles

Guides architectural decisions for LangGraph applications. Use when deciding between LangGraph vs alternatives, choosing state management strategies, designing multi-agent systems, or selecting persistence and streaming approaches.

Compare code implementations across multiple repositories using structured evaluation.

Reviews Rust macro code for hygiene issues, fragment misuse, compile-time impact, and procedural macro patterns. Use when reviewing macro_rules! definitions, procedural macros, derive macros, or attribute macros.

A hardcore Working Backwards coach. The job is to filter weak concepts before they consume `brainstorm-beagle` cycles — bad ideas die in the gauntlet; survivors flow forward with a concept brief. Amaz

Avoid common mistakes and debug issues in PydanticAI agents. Use when encountering errors, unexpected behavior, or when reviewing agent implementations.

Reviews Python code for type safety, async patterns, error handling, and common mistakes. Use when reviewing .py files, checking type hints, async/await usage, or exception handling.

React Router v7 best practices for data-driven routing. Use when implementing routes, loaders, actions, Form components, fetchers, navigation guards, protected routes, or URL search params. Triggers on createBrowserRouter, RouterProvider, useLoaderData, useActionData, useFetcher, NavLink, Outlet.

Reference documentation patterns for API and symbol documentation. Use when writing reference docs, API docs, parameter tables, or technical specifications. Triggers on reference docs, API reference, function reference, parameters table, symbol documentation.

Detect AI-generated writing patterns in developer text — docs, docstrings, commit messages, PR descriptions, and code comments. Use when reviewing any text artifact for authenticity and clarity.

Comprehensive Elixir/Phoenix code review with optional parallel agents

Comprehensive React/TypeScript frontend code review with optional parallel agents

Comprehensive Go backend code review with optional parallel agents

Comprehensive iOS/SwiftUI code review with optional parallel agents

Comprehensive Python/FastAPI backend code review with optional parallel agents

Comprehensive Rust code review with optional parallel agents

Comprehensive BubbleTea TUI code review for terminal applications

Mandatory verification steps for all code reviews to reduce false positives. Load this skill before reporting ANY code review findings.

Execute YAML test plan, stop on first failure, output rich debug prompt

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Reviews Rust code for ownership, borrowing, lifetime, error handling, trait design, unsafe usage, and common mistakes. Use when reviewing .rs files, checking borrow checker issues, error handling patterns, or trait implementations. Covers Rust 2024 edition patterns and modern idioms.

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Reviews Rust test code for unit test patterns, integration test structure, async testing, mocking approaches, and property-based testing. Covers Rust 2024 edition changes including async fn in traits for mocks, #[expect] lint suppression, LazyLock test fixtures, and temporary scope changes affecting test assertions. Use when reviewing _test.rs files, #[cfg(test)] modules, or test infrastructure in Rust projects. Covers tokio::test, test fixtures, and assertion patterns.

Reviews shadcn/ui components for CVA patterns, composition with asChild, accessibility states, and data-slot usage. Use when reviewing React components using shadcn/ui, Radix primitives, or Tailwind styling.

Turn ideas into comprehensive project specs through collaborative dialogue. Use BEFORE any planning or implementation — for new projects, features, or significant changes. Produces a system-agnostic spec document that can feed into any agentic workflow.

Turn Claude into a strategy interviewer who helps the user produce a strategy document grounded in the kernel framework (diagnosis, guiding policy, coherent action), enhanced with three complementary

Use when reviewing, critiquing, or stress-testing an existing strategy document. Evaluates seven dimensions \u2014 diagnosis quality, guiding policy strength, action coherence, assumption exposure, falsifiability \u2014 with optional 7S, Five Forces, Balanced Scorecard, and Hoshin Kanri lenses. Triggers on: review my strategy, poke holes in this plan, what's weak here, strategy audit, red team this. Does NOT build strategy (use strategy-interview) or brainstorm project ideas (use brainstorm-beagle).

Reviews tokio async runtime usage for task management, sync primitives, channel patterns, and runtime configuration. Covers Rust 2024 edition changes including async fn in traits, RPIT lifetime capture, LazyLock, and if-let temporary scoping. Use when reviewing Rust code that uses tokio, async/await patterns, spawn, channels, or async synchronization. Also covers tokio-util, tower, and hyper integration patterns.

Tutorial patterns for documentation - learning-oriented guides that teach through guided doing

Vercel AI SDK for building chat interfaces with streaming. Use when implementing useChat hook, handling tool calls, streaming responses, or building chat UI. Triggers on useChat, @ai-sdk/react, UIMessage, ChatStatus, streamText, toUIMessageStreamResponse, addToolOutput, onToolCall, sendMessage.

Vitest testing framework patterns and best practices. Use when writing unit tests, integration tests, configuring vitest.config, mocking with vi.mock/vi.fn, using snapshots, or setting up test coverage. Triggers on describe, it, expect, vi.mock, vi.fn, beforeEach, afterEach, vitest.

Generate ADRs from decisions made in the current session. Extracts decisions, confirms with user, writes MADR-formatted documents.

Zustand state management for React and vanilla JavaScript. Use when creating stores, using selectors, persisting state to localStorage, integrating devtools, or managing global state without Redux complexity. Triggers on zustand, create(), createStore, useStore, persist, devtools, immer middleware.

A persistent local-only memory system for AI coding agents. Two files, one idea — AGENTS.md (committed, shared) + .agents.local.md (gitignored, personal). Agents read both at session start, update the scratchpad at session end, and promote stable patterns over time. Works across Claude Code, Cursor, Copilot, Windsurf. Subagent-ready. No plugins, no infrastructure, no background processes.

Persistent local-only memory for AI coding agents. AGENTS.md (committed) + .agents.local.md (gitignored) = context that persists across sessions. Read both at start, update scratchpad at end, promote stable patterns over time.

Bootstrap persistent project context for AI coding agents.

Control a remote browser through Claw Relay using the CLI client. Use when you need to navigate authenticated websites, click buttons, fill forms, take screenshots, or read page content on a user's real browser — and your platform doesn't support MCP. Triggers on remote browser control, authenticated browsing, real browser, cookie-based access, browser relay.

Adversarial verification of AI-generated work. Spawns an independent verifier to check for false claims, broken code, and security issues.

Generate premium enterprise-style PDFs from markdown content, with automatic de-AI text humanization (removes em dashes, AI filler phrases, overly formal language) and a professional Navy + Gold design system.

Delegate coding tasks to Cline CLI (open-source autonomous coding agent). Model-agnostic, supports all major providers. Use for one-shot tasks, CI/CD automation, and parallel workstreams. Requires Node.js 20+.

Launch a personalized AI wellness coach video session (Baymax persona) using Tavus CVI + Claude. Fetches real wearable health data (sleep, HRV, recovery) and Google Calendar events, builds a personalized system prompt, creates a live Tavus conversational video session, and delivers a morning briefing link via Telegram. Use when the user wants a daily wellness briefing, wants to talk to an AI wellness coach, wants guided breathing/meditation based on their health data, or asks to start their morning routine. Requires TAVUS_API_KEY, TAVUS_REPLICA_ID, TAVUS_PERSONA_ID, and ANTHROPIC_API_KEY in .env.