PTPureToolkit

Developer guides

Local-first developer workflow guides

Deep dives for using PureToolkit tools safely with real code workflows. Each guide links to a browser-only tool that runs locally without uploading inputs.

GuideCode generation4 min read

How to Convert PostgreSQL DDL to SQLAlchemy 2.0 Models in 2026

A practical guide to turning CREATE TABLE statements into SQLAlchemy 2.0 declarative models with mapped_column, Mapped typing, defaults, and foreign keys.

Open guide with DDL to SQLAlchemy
GuideCode generation4 min read

How to Generate Pydantic v2 Models from JSON with Optional Fields

Learn how JSON examples become Pydantic v2 BaseModel classes, including aliases, nested objects, arrays, nulls, and Optional fields.

Open guide with JSON to Pydantic
GuideDevOps4 min read

Docker Compose for FastAPI, PostgreSQL, and Redis: 2026 Starter Guide

Build a local FastAPI stack with PostgreSQL and Redis using Docker Compose, environment variables, healthchecks, and copyable commands.

Open guide with Compose Builder
GuideCode generation4 min read

How to Generate Regex Named Groups for Nginx Access Logs

Generate JavaScript and Python regex patterns for Nginx combined access logs with named groups for IP, timestamp, method, path, status, and user agent.

Open guide with Log Regex
GuideAI development4 min read

How to Reduce System Prompt Tokens Without Changing Code Blocks

Clean long system prompts with local token estimates while preserving fenced code, JSON blocks, XML tags, and YAML-like sections.

Open guide with Prompt Optimizer