Self-hosted no-code automation platform with visual flow builder, type-safe custom pieces, API integrations, and event-driven triggers

Write high-converting advertising copy for paid media campaigns

Guide for creating new CLI or HTTP adapters to integrate AI models into the AI Counsel deliberation system

Adapter (Wrapper) Pattern pattern for C development

Automatically adjusting video quality based on network conditions using HLS, DASH protocols and player implementation for smooth playback and optimal user experience.

Adapt UI scheduling behavior dynamically based on runtime conditions and user context.

PlayIntegrityFork bypass verification and validation for Play Integrity spoofing detection

Karrot app automation with AI Vision - bypass Play Integrity and LIAPP detection, login, and interaction workflows with Claude Vision API integration

Magisk Manager automation - app launching, module installation, Zygisk configuration

Base navigation patterns for Android device automation - gestures, waits, and UI interaction

TOON workflow orchestration engine for coordinating ADB automation scripts across phases with error recovery

Add a new endpoint or endpoints to Ghost's Admin API at `ghost/api/admin/**`.

Create Next.js API route with validation and error handling

Create a new .NET Aspire worker project with Kafka, RavenDB, and MinIO integration (project)

Add authentication endpoints (register, login, refresh, logout) to NovaTune

Create BackgroundService implementations for scheduled or polling tasks (project)

Add a new one-time shop boost (buyable item) consistent with the app’s cat-petting theme and design-concept-reference.png. Produces the boosts.json entry, icon filename/path, accessible imageDescription, and concise icon generation instructions.

Create a new card part within a section with factory/class pattern, Card wrapper, and proper cleanup

When user wants to add a new case study to the portfolio.

Add a dependency to a Lean project's lakefile. Use when adding requires, dependencies, or imports to a project.

Add Qdrant embedding support to v3 WordPress components for RAG chatbot. Implements component-level content chunking for searchable, structured embeddings. Use when adding embedding to new or existing v3 components.

Add a new field to an existing entity/model with related service and endpoint updates

Adds a new environment variable with Zod validation. All environment variables must be defined in `src/env.ts` and documented in `.env.example`.

Adds a new domain error type that extends `BaseError`. All custom errors are defined in `src/errors.ts` and automatically handled by the global error handler.

All exercises are defined in: `src/data/popularExercises.ts`

**Before building an integration, AI MUST check `stats.pending_onboarding` for `learn_integrations`:**

Add KafkaFlow consumer handlers for processing Kafka/Redpanda messages (project)

Guide for implementing a new language parser in Codanna. Use when adding language support, implementing parsers, or extending language capabilities. Covers the six-file architecture (mod.rs, definition.rs, parser.rs, behavior.rs, resolution.rs, audit.rs), trait implementation patterns, resolution scope design, and integration workflow. Triggers on requests to add language support, implement new parser, extend language capabilities, or create language implementation.

Add a new lesson learned to shared rules and sync to context files.

Efficiently add Malli schemas to API endpoints in the Metabase codebase with proper patterns, validation timing, and error handling

Manually add a technical debt item to MASTER_DEBT.jsonl

Add a new property to an existing data model and propagate changes through model generation to client and server. Use when adding fields to entities, extending models, or modifying data structures. Handles source model editing, regeneration, ViewModel updates, and server-side changes.

Create a new core infrastructure module with standard API, lazy init, and proper structure

为Flutter插件视图添加多条件过滤功能（MultiFilterBar），支持标签、关键词、日期、优先级、复选框等多种过滤类型。替代传统的FilterDialog，提供更直观的两层级交互UI。适用场景：(1) 列表视图需要多维度筛选，(2) 数据量较大需要快速过滤，(3) 需要实时显示过滤条件的应用

**Reference files**: `.deepwork/jobs/add_platform/job.yml`, `.deepwork/jobs/add_platform/steps/add_capabilities.md`

**Reference files**: `.deepwork/jobs/add_platform/job.yml`, `.deepwork/jobs/add_platform/steps/implement.md`

**Reference files**: `.deepwork/jobs/add_platform/job.yml`, `.deepwork/jobs/add_platform/steps/research.md`

**Reference files**: `.deepwork/jobs/add_platform/job.yml`, `.deepwork/jobs/add_platform/steps/verify.md`

Add private functions from game DLLs (server.dll/engine.dll) to metamod plugins using signature scanning and symbol lookup. Use when adding new private function hooks that require IDA Pro analysis, signature creation, cross-platform support (Windows/Linux), and runtime function pointer filling.

Adds custom query parameter filters to entity schemas and repository implementations.

Configure rate limiting policies for API endpoints with sliding window limits

Implement ASP.NET Identity user and refresh token stores backed by RavenDB

Create RavenDB indexes for efficient document queries (project)

Enables real-time event emission for a resource service via Server-Sent Events (SSE).

Guide for adding a new reward function to AReaL. Use when user wants to create a reward function.

Implement soft-delete pattern with grace period and restoration for entities (project)

Add unsigned integer (uint) type support to PyTorch operators by updating AT_DISPATCH macros. Use when adding support for uint16, uint32, uint64 types to operators, kernels, or when user mentions enabling unsigned types, barebones unsigned types, or uint support.

Guide for adding a new RolloutWorkflow to AReaL. Use when user wants to create a new workflow.

Add micro-interactions and animations using Framer Motion. Use when user asks about animations, transitions, hover effects, or motion design. MANDATORY for every component.