Claudient

agent-construction

Multi-agent architecture, orchestrator patterns, tool design, agent loops, memory, error handling, handoffs

claude-agent-sdk

Building a Python or TypeScript application that uses Claude Code capabilities programmatically; deploying Claude as an autonomous agent inside a product; writing code that drives the `claude` CLI in

claude-api

Anthropic Claude API: prompt caching, streaming, tool use, batch processing, model selection, cost optimization

Processing large volumes of prompts (10 or more), non-time-sensitive workloads, or when the user wants to reduce API costs for bulk operations like document processing, evaluations, or dataset annotat

crewai-multi-agent-framework

Building role-based multi-agent workflows in Python; user mentions CrewAI; need a working multi-agent prototype fast; the problem maps naturally to job roles (researcher, writer, reviewer, analyst); s

langgraph

LangGraph stateful agent framework: StateGraph, nodes, edges, conditional branching, persistence/checkpointing, human-in-the-loop, multi-agent subgraphs

llm-eval

LLM evaluation: build evaluation datasets, choose metrics (RAGAS, G-Eval, LLM-as-judge), run automated evals, monitor production quality, and detect regressions

managed-agents

Building applications where agents need to run autonomously in the cloud, or when the user mentions Claude Managed Agents, long-running agent tasks, or building agent-powered products via the Anthropi

mastra

Mastra AI: TypeScript agent framework — agents, workflows, tools, memory, RAG, evals — for building production-grade AI applications

mcp-server-builder

Build custom MCP servers: expose tools, resources, and prompts via stdio or HTTP/SSE transport — connect proprietary data to Claude Code

modal

- User is deploying ML/AI workloads to Modal (modal.com) - Code imports `modal` or references `@app.function`, `@app.cls`, `Stub`, `App` - User needs serverless GPU compute for inference, fine-tuning,

prompt-caching

Claude API usage with repeated large context blocks — system prompts, prepended documents, large tool definitions — or when the user wants to reduce API costs or latency for workloads that reuse the s

prompt-engineering

Prompt engineering for production: few-shot prompting, chain-of-thought, system prompt design, output formatting, temperature settings, and evaluation — for Claude and other LLMs

programmatic-tool-calling-ptc

User wants to reduce API token usage for tool-heavy workflows, mentions programmatic tool calling, or has a pattern where the same tool is called more than 3 times in a single inference pass.

rag-architect

RAG system design: chunking strategies, embedding model selection, vector store choice, retrieval patterns, reranking, evaluation — production-grade retrieval-augmented generation

vercel-ai-sdk

Vercel AI SDK: streaming AI responses to Next.js, useChat/useCompletion hooks, tool calls, generative UI, multi-provider routing (Claude, OpenAI, Gemini)

browser

Browser automation with Playwright: web scraping, UI testing, form filling, screenshot capture, PDF generation, session recording

claude-design-brand-system-setup

- First time configuring Claude Design for a project or company — no prior design system exists in the tool - Starting a new client project in Claude Design where the client has an existing brand - De

claude-design--end-to-end-workflows

- Starting a new project and need a repeatable design-to-production process rather than ad hoc prompting - A team member is new to Claude Design and needs a structured approach to avoid wasted session

claude-design-integration

- User has exported a handoff bundle from Claude Design and wants to implement it as code - User wants to set up a design→code workflow using Claude Design output - User asks how to convert a Claude D

embedded-systems

Writing firmware for microcontrollers (STM32, ESP32, nRF52, RP2040), designing FreeRTOS task architectures, implementing HAL peripheral drivers, writing interrupt service routines, configuring DMA tra

claude-design--frontier-capabilities

- Building interactive experiences that go beyond standard UI — 3D, audio, particle effects, or immersive animation - Pitch deck or product demo needs live interactive elements rather than static scre

game-development

Unity or Unreal game development tasks — implementing Unity DOTS/ECS for high entity counts, designing game loops, architecting multiplayer with client-side prediction and server reconciliation, optim

iot-development

Connecting IoT devices to cloud infrastructure, designing MQTT topic hierarchies, setting up AWS IoT Core or A

office-docs

Generate PPTX presentations, DOCX reports, and XLSX spreadsheets from structured data — using python-pptx, python-docx, and openpyxl without requiring Microsoft Office

playwright-pro

Playwright E2E testing: page object model, fixture setup, network interception, visual regression, CI integration, and debugging flaky tests — production-grade browser automation

remotion

Remotion video generation: create product demo videos, animated release notes, and explainer videos as React components — render to MP4/GIF programmatically

saas-scaffolder

SaaS project scaffolder: generate a complete production-ready SaaS codebase from a description — Next.js, auth, database, payments, email, and deployment configured

spec-to-repo

Spec to repo: turn a product specification, PRD, or feature description into a complete working repository with code, tests, CI, and documentation

csharp

C#/.NET minimal API, Entity Framework Core, dependency injection, background services, middleware, LINQ

elixir--phoenix

- Building Phoenix web applications or APIs - Designing OTP supervision trees with GenServer and Supervisor - Implementing Phoenix LiveView for server-rendered reactive UIs - Writing Ecto changesets a

flutter-3

- Building Flutter applications for iOS, Android, web, or desktop - Architecting state management with Riverpod 2 - Configuring navigation with go_router - Implementing platform channels for native co

go

Go project layout, HTTP handlers, interfaces, goroutines, error wrapping, table-driven tests, slog logging

spring-boot

Spring Boot REST API, JPA repositories, Spring Security JWT, @WebMvcTest, @SpringBootTest, Spring Cloud

kotlin--android

- Building Android apps with Jetpack Compose - Setting up ViewModel with StateFlow or SharedFlow - Configuring Room database (entity, DAO, database class) - Integrating Retrofit for HTTP and Moshi/Gso

angular-17

- Building or maintaining Angular 17+ applications - Migrating from NgModule-based components to standalone components - Implementing reactive state with Signals or NgRx - Optimi

astro

Astro framework: content-first sites, islands architecture, MDX collections, Cloudflare Workers/Pages deployment, View Transitions, SEO

better-auth

Better Auth: the open-source auth framework for Next.js/TypeScript — session management, OAuth, 2FA, RBAC, Drizzle/Prisma adapters, no vendor lock-in

bun

Bun runtime: build fast Node.js-compatible APIs with Bun's built-in server, bundler, test runner, and package manager — Elysia framework, SQLite, and edge-optimised patterns

express

Express.js REST API: routing, middleware chains, error handling, validation with Zod, authentication with JWT, and production patterns for Node.js services

API & Backend Listed

fastify

Fastify REST API: schema-first validation, plugin architecture, hooks lifecycle, TypeScript, Pino logging, JWT auth, Swagger, and production patterns for high-throughput Node.js services

firebase

Firebase: Firestore database, Authentication, Realtime Database, Cloud Functions, Firebase Storage, and security rules — for web and mobile apps

graphql-client-integration

- Setting up a GraphQL client in a React or Next.js project - Consuming a GraphQL API with typed queries - Configuring Apollo Client, urql, or Tanstack Query with GraphQL - Adding GraphQL Code Generat

hono

Hono framework: build ultra-fast REST APIs and middleware for Cloudflare Workers, Bun, Deno, and Node.js — routing, validation with Zod, RPC client, and edge deployment patterns

nestjs

NestJS modules, controllers, services, guards, interceptors, TypeORM, CQRS, microservices, Jest testing

nextjs

Next.js App Router patterns: Server Components, Server Actions, route handlers, middleware, parallel routes, ISR

payload-cms

Payload CMS: TypeScript-first headless CMS, collection schemas, access control, hooks, REST+GraphQL APIs, Next.js App Router integration

rbac

RBAC multi-tenant patterns: role tables, permission checks, row-level scoping, organization isolation, middleware guards for Next.js and Express/FastAPI

advanced-tool-use

User wants to optimi