Report which research-corpus radar sidecars are overdue for refresh. Computes staleness (days since last refresh vs the cadence window) for every radar, sorted most-overdue-first. Runs via `aiwg corpus radar-status`.

Abort a running agent loop and optionally revert changes

Check status of current or previous agent loop

Remove a deployed framework or addon from the current workspace

Perform comprehensive security assessment

Enforce minimum security criteria before iteration close or release

Scaffold endurance, stress, and adversarial-input tests that reveal degradation rather than immediate crashes

Display the current AIWG version, release channel, and installation path

AIWG-specific delivery pull request workflow; explicit alias for aiwg-pr, not a generic repository PR guide

Build or rebuild the SDLC artifact index for agent-navigable discovery

Audit source-control organization settings for strong 2FA/MFA requirements across all committers

Create a Product Requirements Document (PRD) for a product feature

Query and manage the executable feedback debug memory

Create a new AIWG addon with AI-guided setup

Execute tests on generated code and iterate until passing

Validate all @-mentions resolve to existing files

Plan iterations, delegate to SDLC agents, and compile iteration status

Detect co-author communities (label propagation), report modularity Q, and identify bridge authors (high betweenness). Runs via `aiwg corpus profile-communities`.

Query provenance chains to trace artifact derivation and impact

Generate provenance coverage dashboard and statistics

Validate provenance records and chains for completeness and consistency

Perform GRADE quality assessment on a research source

Show analytics and metrics from agent loop execution history

View and manage agent loop reflections and episodic memory

Check build and CI configuration for warning-as-error, strict typechecking, and language-specific compiler/linter floors

Regenerate AGENTS.md for Factory AI with hook file architecture

Check a file for citation quality and GRADE compliance

Generate corpus-wide GRADE quality distribution report

Less CSS best practices and coding guidelines for maintainable, modular stylesheets

Guidelines for implementing NextAuth.js (Auth.js v5) authentication in Next.js applications with session management and security best practices

Guidelines for developing with TypeORM, a full-featured ORM for TypeScript and JavaScript supporting multiple databases

Guidelines for developing GraphQL APIs and React applications using Apollo Client for state management, data fetching, and caching

Netlify development best practices for serverless functions, edge functions, Blobs storage, build configuration, and deployment workflows.

PostCSS best practices and configuration guidelines for modern CSS processing and optimization

Guidelines for implementing Clerk authentication in Next.js applications with middleware, hooks, and security best practices

Sass (indented syntax) best practices and coding guidelines for clean, maintainable stylesheets

Vercel and Next.js deployment best practices including server components, edge functions, AI SDK integration, and performance optimization.

Expert guidance for Microsoft AutoGen multi-agent framework development including agent creation, conversations, tool integration, and orchestration patterns.

Expert guidance for HTML/XML parsing using BeautifulSoup in Python with best practices for DOM navigation, data extraction, and efficient scraping workflows.

Cloudflare Workers, Pages, KV, D1, R2, and Durable Objects development best practices for edge computing applications.

Guidelines for implementing JWT authentication with security best practices for token creation, validation, and storage

Guidelines for developing with Kysely, a type-safe TypeScript SQL query builder with autocompletion support

SCSS/Sassy CSS best practices and coding guidelines for maintainable, scalable stylesheets

Guidelines for using SWR (stale-while-revalidate) React Hooks for efficient data fetching, caching, and revalidation

Expert guidance for Anthropic Claude API development including Messages API, tool use, prompt engineering, and building production applications with Claude models.

CI/CD best practices for building automated pipelines, deployment strategies, testing, and DevOps workflows across platforms

Elasticsearch development best practices for indexing, querying, and search optimization

Expert guidance for LlamaIndex development including RAG applications, vector stores, document processing, query engines, and building production AI applications.

Guidelines for implementing OAuth 2.0 and OAuth 2.1 authentication flows with security best practices and PKCE

Expert guidance for browser automation using Puppeteer with best practices for web scraping, testing, screenshot capture, and JavaScript execution in headless Chrome.

Guidelines for using React Query for data fetching, caching, and server state synchronization in React applications

Bitbucket best practices for pull requests, Pipelines CI/CD, Jira integration, and Atlassian ecosystem workflows

Expert guidance for HTML/XML parsing using Cheerio in Node.js with best practices for DOM traversal, data extraction, and efficient scraping pipelines.

Guidelines for developing with Drizzle ORM, a lightweight type-safe TypeScript ORM with SQL-like syntax

Google Cloud Platform (GCP) development best practices for Cloud Functions, Cloud Run, Firestore, BigQuery, and Infrastructure as Code.

Expert guidelines for building performant animations with Motion (formerly Motion One) vanilla JavaScript animation library

MySQL development best practices for schema design, query optimization, and database administration

PostgreSQL development best practices for schema design, query optimization, and database administration

Redis development best practices for caching, data structures, and high-performance key-value operations

Expert guidance for browser automation and web testing using Selenium WebDriver with best practices for element location, waits, and test organization.

Guidelines for using TanStack Query (React Query) for server state management, data fetching, caching, and synchronization

Best practices and guidelines for Turbopack, the Rust-powered incremental bundler for Next.js and modern web development

Guidelines for developing with Deno and TypeScript using modern runtime features, security model, and native tooling

Best practices and guidelines for esbuild, the ultra-fast JavaScript and TypeScript bundler and minifier

Guidelines for building robust APIs with Express.js and TypeScript, covering middleware patterns, routing, and security best practices

Best practices and guidelines for Apache Kafka event streaming and distributed messaging

Guidelines for building modern APIs with Koa.js and TypeScript, featuring the onion middleware model and async/await patterns

Expert guidance for OpenAI API development including GPT models, Assistants API, function calling, embeddings, and best practices for production applications.

Best practices and guidelines for Parcel, the zero-configuration web application bundler

Best practices and guidelines for RabbitMQ message queue development with AMQP protocol

Expert guidance for Remix development with TypeScript, loaders/actions, nested routes, and full-stack web application best practices

Expert guidelines for building performant animations with Anime.js animation library

Guidelines for ASP.NET Core web development covering API design, authentication, caching, and best practices

Guidelines for implementing Auth0 authentication with best practices for security, rules, actions, and SDK integration

AWS development best practices for Lambda, SAM, CDK, DynamoDB, IAM, and serverless architecture using Infrastructure as Code.

Guidelines for developing with Convex backend-as-a-service platform, covering queries, mutations, actions, and real-time data patterns

Guidelines for building high-performance APIs with Fastify and TypeScript, covering validation, Prisma integration, and testing best practices

GitHub best practices for pull requests, code reviews, issues, Actions workflows, and repository management

GitLab best practices for merge requests, CI/CD pipelines, issue tracking, and DevOps workflows

Best practices and guidelines for building high-performance services with gRPC and Protocol Buffers

Guidelines for building edge-first, high-performance APIs with Hono and TypeScript for Cloudflare Workers, Deno, Bun, and Node.js

Expert guidance for LangChain and LangGraph development with Python, covering chain composition, agents, memory, and RAG implementations.

Implement localization (l10n) best practices to adapt applications for specific regions, languages, and cultural preferences.

Expert guidelines for implementing performant Lottie animations on the web

Best practices and guidelines for MQTT messaging in IoT and real-time communication systems

Best practices and guidelines for Rollup.js module bundler configuration, ES modules, and library bundling

Sanity CMS development guidelines for schema creation, GROQ queries, TypeScript integration, and project organization

SQL development best practices for writing efficient, secure, and maintainable database queries

Stripe payment integration guidelines for TypeScript, React, Next.js with secure payment processing and subscription management

Expert guidance for SvelteKit development with TypeScript, Tailwind CSS, SSR/SSG, and performance optimization best practices

Expert guidance for Vite development with modern build tooling, HMR, framework integrations, and performance optimization

Implement web accessibility (a11y) best practices following WCAG guidelines to create inclusive, accessible user interfaces.

Android development guidelines for Kotlin with clean architecture, MVI pattern, Material Design, and best practices for building robust mobile applications

General software development best practices covering code quality, testing, security, performance, and maintainability across technology stacks

Ghost CMS theme development with Handlebars templating, Alpine.js, Tailwind CSS, and performance optimization

Git conventions and workflow guidelines using Conventional Commits, branching strategies, and best practices for version control