What We Are Building
AI Dev Toolkit is a free, independent resource for developers who want clear, practical guidance on modern tools. We cover:
- Python development — FastAPI, type hints, virtual environments, async, deployment
- AI tools for developers — LLMs, local models, coding assistants, MCP, LangChain
- Developer workflow — Git, Docker, VS Code, Linux commands, debugging
- Honest comparisons — tools we have actually tried, with trade-offs, not just feature lists
Our Editorial Process
We publish guides that pass three checks:
- It solves a real problem. We only write about topics we have encountered while building software or helping other developers troubleshoot.
- It has been tested. Code examples are run on a clean machine or virtual environment before publishing. If a command fails, we fix it before it reaches the page.
- It is honest. When a tool has downsides, we say so. When a recommendation is subjective, we explain why it fits a specific situation.
Read the full details on our Editorial Standards page.
How We Use AI
We are transparent about AI: we sometimes use AI writing and research tools to draft outlines and speed up editing, but every published guide is reviewed, fact-checked, and tested by a human. We do not publish raw AI output.
Our goal is not to produce as many articles as possible. It is to produce guides that actually work when you follow them.
Why This Site Exists
Most developer content falls into two traps: either it is too shallow to be useful, or it assumes you already know half the answer. We aim for the middle ground — detailed enough to solve the problem, explained simply enough that you do not need a computer science degree to follow along.
Contact & Corrections
Found a broken command, outdated pricing, or a typo? We want to know. Email us at hello@aidevtoolkit.dev. We aim to fix factual errors within one week and update the article's modified date.
Support the Site
AI Dev Toolkit is free to read. We participate in the Google AdSense program to help cover domain and hosting costs. If you find a guide helpful, the best support is sharing it with another developer.