ruff-recursive-fix enforces code quality through iterative ruff invocation with safe then unsafe autofixes, manual remediation, and explicit suppression decisions. supports scope limiting, rule overrides, and user prompts on ambiguity.

data-visualization covers chart selection by data relationship, python code patterns for matplotlib/seaborn/plotly, design principles (color, typography, layout), and accessibility requirements including colorblind support and screen reader compatibility.

test-writer provides systematic methodology for converting javascript concept documentation code examples into comprehensive vitest tests, with clear categorization, file structure, naming conventions, and 16 reusable test patterns covering primitives through dom interaction.

perl-patterns covers modern perl 5.36+ idioms including signatures, postfix dereferencing, moo oo, exception handling, and regex practices. provides concrete code examples and anti-patterns to avoid.

ln-201-opportunity-discoverer validates product growth direction through traffic-first evidence collection, bundled research per idea, and a kill funnel that eliminates non-viable opportunities before committing resources.

refactor-plan creates safety-first multi-file refactor blueprints by analyzing codebase structure, sequencing changes (types first, implementations second, callers third, tests fourth, cleanup last), and embedding verification gates plus rollback paths between phases.

notion-api provides curl-based REST instructions for notion workspace operations including pages, blocks, databases, data sources, users, and comments. covers authentication, rate limits, request schemas, error codes, and pagination patterns.

cpp-testing covers c++ unit and integration testing with googletest/gmock, cmake/ctest workflows, sanitizer integration, coverage measurement, and flaky test diagnosis. structured around tdd loops with code examples and ci guardrails.

xcode-project-analyzer audits build configuration, scheme dependencies, and script phases to surface build-time bottlenecks. it requires explicit approval before modifying project files and ties findings to timing evidence from build logs.

api-design covers rest api conventions and patterns including resource naming, http methods, status codes, pagination strategies, filtering, authentication, rate limiting, versioning, and implementation examples in typescript, python, and go.

gtm-positioning-strategy teaches how to find and own defensible market positions through validated testing rather than internal consensus. it covers word choice psychology, phased rollout methodology, competitive audits, and defensibility assessment with concrete examples from enterprise ai products.

angular-ui-patterns documents modern angular ui construction covering loading states, error handling, empty states, and form patterns with concrete code examples and decision trees for conditional rendering.

vercel-cli-with-tokens covers token-based deployment and project management on vercel without interactive login. it handles token location, project linking, environment configuration, and common troubleshooting scenarios via structured cli workflows.

playwright-blazor-testing covers end-to-end ui testing for blazor applications (server and webassembly) with patterns for navigation, authentication, forms, signalr updates, and visual testing. includes practical code examples and ci integration.

prisma-orm covers schema-first typescript database development with type-safe client generation, migrations, relations, transactions, and performance patterns for full-stack applications.

tabletopkit enables multiplayer spatial board games on visionOS with automatic state synchronization, physics-based dice, equipment hierarchies, and group activities integration. covers table setup, piece interaction, seat management, and realitykit rendering.

sentry-fix-issues provides a seven-phase workflow for discovering, analyzing, and fixing production errors via sentry mcp. emphasizes security constraints around untrusted event data and requires cross-referencing sentry findings against actual source code before implementation.

second-brain scaffolds a structured obsidian vault using an llm-as-librarian pattern. it guides users through naming, location, domain setup, agent config generation, and optional cli tool installation in a five-step wizard.

ai-avatar-video covers talking head video generation via inference.sh CLI across four model families. p-video-avatar leads with built-in tts, 18x speed advantage, and cost efficiency. includes workflows for dubbings, ugc batching, and multi-character scenarios.

aws-sdk-java-v2-core covers credential resolution, http client configuration, timeouts, retries, and lifecycle management for production java aws sdk clients, with guidance on sync vs async patterns and spring boot integration.

aws-sdk-java-v2-bedrock enables java applications to invoke foundation models (claude, llama, titan) via bedrock runtime, with streaming support, exponential backoff retry logic, embeddings generation, and spring boot integration patterns.

vtex-io-observability-and-ops ensures production services emit metrics, structured logs, and failure signals while protecting sensitive data. covers metric naming, logger patterns, silent error detection, and rate-limit operational strategy.

openclaw-backup provides encrypted backup, restore, and deletion of agent workspace files (SOUL.md, MEMORY.md, IDENTITY.md, AGENTS.md, TOOLS.md) using AES-256-CBC encryption with auto-generated passwords and remote storage via soul-upload.com.

isolate creates a fresh git worktree branched from origin/main, detecting the parent branch via reflog, auto-installing dependencies, and running baseline tests before task work begins.

wix-cli-app-validation covers sequential validation of wix apps through dependency installation, typescript compilation, build, and preview deployment. includes failure detection, debug log guidance, and a remediation lookup table for common issues.

cypress covers end-to-end and component testing with deterministic waiting, network stubbing via intercept, stable selector patterns using data-testid, authentication caching with cy.session, and ci parallelization guidance for reducing flake.

including-generated-files addresses msbuild's evaluation-execution phase mismatch by providing patterns to register generated artifacts in compile and filewrites item groups, with timing guidance for different file types.

swiftui-liquid-glass covers implementation, review, and improvement of iOS 26+ liquid glass effects via glassEffect modifier, GlassEffectContainer, button styles, and morphing transitions with availability gates and accessibility considerations.

reference guide for cdf data modeling api reliability: concurrency limits, pagination patterns, batching strategies, and a semaphore utility to prevent 429 errors and deadlocks.

integrate-whatsapp covers onboarding via setup links, webhook event detection, template and interactive message sending, flow creation with dynamic data endpoints, and inbox embedding. requires kapso cli or direct api calls with meta phone_number_id as primary identifier.

laravel-tdd covers test-driven development for Laravel using PHPUnit and Pest, with practical patterns for factories, model/feature/API testing, mocking external services, and authorization verification.

incident-responder guides users through containment, investigation, and recovery for openclaw security breaches using a structured five-phase protocol with severity levels, checklists, and quick-reference commands.

pptx-generator covers reading, editing, and creating powerpoint presentations from scratch using pptxgenjs. includes design system (colors, fonts, styles), five slide templates, xml-based editing, and mandatory qa process with page numbering.

react-pdf covers pdf generation via jsx components with flexbox layout, custom fonts, svg graphics, and page control. assumes node/tsx environment and emphasizes local file dependencies.

static-analysis guides selection and execution of clang-tidy, cppcheck, and scan-build for c/c++ codebases, with configuration patterns, suppression strategies, and ci integration examples.

market-kurly-search queries the market kurly public search and product surfaces without login to return product candidates, current pricing, discount status, and stock availability. read-only operations only.

recover diagnoses build failures into three categories - targeted bug fix, polluted session requiring reset, or foundational approach rethink - then prescribes the appropriate response before acting.

aws-sdk-java-v2-dynamodb provides patterns for type-safe crud, queries, batch operations, and transactions using the enhanced client. covers spring boot integration, testing strategies with localstack, and explicit warnings on scan operations and partition key design.

generating-list-view covers salesforce list view metadata creation, configuration, and deployment. handles field naming conventions, filter logic, visibility strategy, and common deployment errors with structured validation workflows.

bankr-dev-api-workflow documents the submit-poll-complete async job pattern for the bankr agent api, covering endpoint specs, status states, polling logic with timeout handling, rate limit recovery, and conversation threading.

arize-link generates deep links into arize ui for traces, spans, sessions, datasets, and evaluators from provided resource ids and optional time windows.

postgres-pro guides query optimization via explain analysis, index design across b-tree/gin/gist/brin types, replication setup, and maintenance routines. covers jsonb operations, vacuum tuning, and monitoring via pg_stat views.

ln-771-logging-configurator scaffolds structured json logging for asp.net core (serilog) and fastapi (structlog) projects, handling enrichment, sink selection, and environment-specific log levels via mcp-backed best practice research.

firebase sql connect (formerly firebase data connect) builds type-safe graphql backends on cloud sql postgres. covers schema design, crud operations, transactions, real-time subscriptions, and multi-platform sdk generation with security controls.

laravel-specialist covers modern laravel 10+ development with emphasis on eloquent models, api resources, queued jobs, and comprehensive testing. provides concrete templates and validation checkpoints but lacks specific trigger phrases for discrete tasks.

substrate-vulnerability-scanner systematically detects 7 critical vulnerability patterns in Substrate/FRAME pallets including arithmetic overflow, panic dos, weight miscalculation, and origin validation failures. targets auditors reviewing custom runtime code before chain launch.

security-scan audits claude code configuration for vulnerabilities across secrets, permissions, mcp servers, and hooks using agentshield. supports multiple output formats, auto-fix for safe issues, and optional deep analysis via claude opus.