Choorai
Core Pack

Agent Recipes

Proven prompt recipes you can use with AI agents. Copy and use them right away.

How to Use

  1. Click the Copy button on the recipe you want
  2. Paste it into an AI chat like Antigravity, ChatGPT, Claude, etc.
  3. Replace the [bracketed] parts with your actual content

Project Setup

Create a React Project

Start a new project with Vite + React + TypeScript + Tailwind stack

"Create a new project with Vite + React + TypeScript + Tailwind. Include ESLint and Prettier config, and use a feature-based folder structure."

React Vite TypeScript

FastAPI Boilerplate

Initial setup for a Python FastAPI backend project

"Create a FastAPI project. Include SQLAlchemy, Alembic, and Pydantic setup. Also add a /health endpoint and basic CORS configuration."

FastAPI Python SQLAlchemy

Project Architecture Design

Design a project architecture based on requirements

"Design a project structure for these requirements: [enter requirements here]. Suggest a folder structure, tech stack, and data models."

Architecture Design

React Project Bootstrap

Bootstrap a Vite-based React project quickly

"I am starting a new React project. Build an execution plan with Vite + TypeScript + ESLint/Prettier + feature-based structure."

React Vite Bootstrap

FastAPI Bootstrap

Set up FastAPI backend baseline with test starter

"Create a FastAPI backend starter with /health route, config separation, pytest smoke tests, and a pre-deploy checklist."

FastAPI Python Backend

Hono Bootstrap

Quickly scaffold a lightweight Hono API server

"I want to bootstrap a Hono API server with minimal structure, /health + CRUD routes, middleware, and test samples."

Hono TypeScript API

Development

Create a Component

Create a React component with Props types

"Create a [feature description] component. Define Props types, consider responsive design and accessibility (a11y)."

React Component TypeScript

Add API Endpoint

Create CRUD API endpoints

"Create a CRUD API for [resource name]. Include Pydantic schemas, error handling, and pagination."

FastAPI REST API CRUD

Debug Build Failures

Analyze build logs and prioritize likely root causes

"Analyze this build log: [paste build log]. Return Top 3 likely causes, how to verify each cause, immediate fixes, and a prevention checklist in a table."

Debugging Build Troubleshooting

TypeScript Type Definitions

Generate types matching API responses

"Define TypeScript types for this API response: [paste JSON response here]. Also create reusable utility types."

TypeScript Types

Add CRUD Endpoints

Add CRUD APIs safely to an existing service

"I need to add [RESOURCE] CRUD endpoints. Include DTO/validation, tests, and response status policy in the implementation plan."

CRUD API Validation

Add Auth (Session/Cookie)

Configure cookie auth and CORS safely

"I need to implement session/cookie auth. Include CORS, SameSite/Secure policy, client credentials setup, and test scenarios."

Auth Cookie CORS

Review PR Quality

Review PRs with regression-focused checklist

"Review this PR and provide Top 5 regression risks, missing tests, release impact, and a Go/No-Go recommendation with severity."

PR Review QA Regression

Deployment

Deploy to Cloudflare Pages

Deploy React/Vite app with SPA rewrites and custom domain

"I want to deploy a React/Vite project to Cloudflare Pages. Provide a step-by-step runbook covering GitHub connection, build settings, _redirects for SPA routing, environment variables, and custom domain setup."

Cloudflare Deployment Frontend SPA

Deploy to Cloud Run

Deploy FastAPI app to Cloud Run with baseline ops settings

"I want to deploy a FastAPI project to Cloud Run. Provide Dockerfile, gcloud deploy commands, environment variable setup, and baseline operations settings (health endpoint, max instances)."

Cloud Run Deployment Docker FastAPI

Environment Variable Audit

Audit env vars across local, CI, and production

"Audit environment variables for this project across local (.env), CI/CD, and hosting platform settings. Return missing keys, typos, security risks, and a .env.example draft."

Environment Variables DevOps Security

AI Extension

Make an Eval Harness

Create golden sets and reports to repeatedly validate LLM features before release

"Design an eval harness for this AI feature. Include input samples, ideal answers, forbidden answers, grading criteria, CI command, and failure report format."

AI Harness Evals QA

Add Mini RAG

Add document ingestion, chunking, retrieval, and cited answers

"I want to add a mini RAG feature to an existing web service. Design document ingestion, chunking, embeddings, vector storage, search API, cited answers, and failure cases step by step."

RAG Vector DB Retrieval

Write a Project Skill

Turn repeated project work into reusable AI operating procedure

"I want to turn this repeated project workflow into a Skill. Write a SKILL.md with purpose, triggers, inputs, procedure, validation commands, recovery steps, and example prompts."

Skill Agent Workflow

Run a Local LLM

Experiment with Ollama and vLLM through OpenAI-compatible APIs

"I want to experiment with a Local LLM in this project. Include an Ollama quick path, vLLM server path, OpenAI-compatible base URL switching, quality/performance comparison table, and rollback criteria."

Ollama vLLM Local LLM

Need more recipes?

If you can't find the prompt you need for your project, please request it via GitHub Issues .

Last updated: June 22, 2026 · Version: v0.0.1

Send Feedback

Opens a new issue page with your message.

Open GitHub Issue