Best first move
Pick one educator from the table, watch one matched video, then open one hands-on resource. The aim is to leave with a working habit, project, or mental model tied to coding agents.
AI learning guide
Best AI resources for coding agents
Learn how Codex, Claude Code, Grok Build, and related tools fit real software engineering workflows.
Quick answer
How to shortlist
Compare audience, level, format, and starting point. Favor a source that matches your current role and gives you exercises, examples, docs, or code you can use immediately.
What to avoid
Avoid collecting dozens of generic AI tips. Use this guide to choose a narrow learning loop: one topic, one educator, one video, one resource, one application in your own work.
Best picks
Start here if you want the shortest route from search result to useful learning.
Pick 1
Model Context Protocol Tutorial
Free tutorial · Matt Pocock
You want to understand MCP and build TypeScript MCP servers over stdio or HTTP, connect Claude Code to tools, use MCP prompts, and package servers for distribution.
Pick 2
A Complete Guide To AGENTS.md
Guide · Matt Pocock
You want to write project instructions that help coding agents understand commands, conventions, architecture, and working boundaries.
Pick 3
How To Make Codebases AI Agents Love
Guide · Matt Pocock
You want to improve a codebase so AI agents can navigate it, run checks, make smaller changes, and recover from mistakes more reliably.
Pick 4
Real-world feature build with Claude Code: every step explained
Walkthrough · Matt Pocock
You want to see a real feature built with Claude Code from context gathering through implementation, verification, and iteration.
Pick 5
My Skill Makes Claude Code GREAT At TDD
Guide / Claude skill · Matt Pocock
You want an agent workflow that implements behavior with a red, green, refactor loop instead of jumping straight to broad code changes.
Videos to watch
Claude Code beginner's tutorial
Peter Yang
Agents for everything else
AI Engineer
Educators and sources
| Educator / source | Best for | Skills | Start with |
|---|---|---|---|
| Developers, AI engineers | AI engineering, Agents, Developer tools | Watch AI Engineer talks for production patterns and tool choices. | |
| Developers and self-directed learners building with AI coding agents | AI coding, Claude Skills, Agentic workflows, AI SDK, MCP, LLM fundamentals, Personalized learning | Use LLM Fundamentals or the AI Engineer Roadmap if you need concepts, the Vercel AI SDK Tutorial or AI SDK v6 Crash Course if you want to build apps, and the AI Skills catalog if you want practical agent workflows like /teach, /grill-me, /tdd, and /triage. | |
| Automation builders, agency owners, freelancers | AI automation, Claude Code, Client workflows, AI services | Start with the free AI Automation Vault, then only move to the paid community when you know the workflows you want to build. | |
| Product managers, product leaders, non-technical PMs | Claude Code, Technical foundations, AI product work, PM workflows | Take the foundations modules first, then use Claude Code on one PM artifact or prototype you already need. | |
| Product managers, product owners, non-technical AI professionals | Agentic AI, Product management, Claude Code, AI product workflows | Use the course to build one agentic PM workflow, such as requirements discovery, prototype planning, or launch analysis. | |
| Product managers, founders, non-engineering product builders | Claude Code, AI prototyping, Product shipping, PM workflows | Choose one product idea or internal tool and use Claude Code to build a prototype with clear acceptance criteria. | |
| AI engineers and product builders | AI engineering, Developer tools, Agents, Structured data | Watch talks on AI-native interfaces and structured workflows. |
Resources
Model Context Protocol Tutorial
Free tutorial · Matt Pocock · Intermediate
You want to understand MCP and build TypeScript MCP servers over stdio or HTTP, connect Claude Code to tools, use MCP prompts, and package servers for distribution.
A Complete Guide To AGENTS.md
Guide · Matt Pocock · Intermediate
You want to write project instructions that help coding agents understand commands, conventions, architecture, and working boundaries.
How To Make Codebases AI Agents Love
Guide · Matt Pocock · Intermediate
You want to improve a codebase so AI agents can navigate it, run checks, make smaller changes, and recover from mistakes more reliably.
Real-world feature build with Claude Code: every step explained
Walkthrough · Matt Pocock · Intermediate
You want to see a real feature built with Claude Code from context gathering through implementation, verification, and iteration.
My Skill Makes Claude Code GREAT At TDD
Guide / Claude skill · Matt Pocock · Intermediate
You want an agent workflow that implements behavior with a red, green, refactor loop instead of jumping straight to broad code changes.
Building Coding Agents with Tool Execution
Short course · DeepLearning.AI · Intermediate
You want to understand how coding agents use tools, inspect code, run commands, and iterate on software tasks.
Claude Code: A Highly Agentic Coding Assistant
Short course · DeepLearning.AI · Beginner to intermediate
You want a structured Claude Code course before using it on a serious codebase.
OpenAI model guide
Model docs · OpenAI · Beginner to advanced
You need to choose between GPT-5.5, GPT-5.5 Pro, GPT-5.4 mini, GPT-5.4 nano, reasoning levels, tool support, and cost-sensitive API paths.
OpenAI MCP and connectors
Guide · OpenAI · Intermediate
You need the official OpenAI path for wiring MCP servers and connectors into agent workflows instead of inventing your own tool contract.
Anthropic Academy
Official learning hub · Anthropic · Beginner to advanced
You want official Anthropic courses for AI fluency, Claude Code, MCP, or Claude API development before diving into narrower docs.
Gemini coding agent setup
Guide · Google AI for Developers · Intermediate
You want Google's official setup path for Gemini-driven coding-agent workflows, Gemini Docs MCP, and skills rather than generic prompt advice.
Gemini Agents Overview
Guide · Google AI for Developers · Intermediate
You want the official overview of Gemini managed agents, sandbox behavior, and when to use agent workflows instead of plain model calls.
Mistral models overview
Model docs · Mistral AI · Beginner to advanced
You need to compare current Mistral families such as Devstral, Magistral, Voxtral, OCR, and general-purpose models.
OpenAI Codex
Official product docs · OpenAI · Beginner to advanced
You want the current OpenAI path for agentic software engineering, code review, and background coding tasks.
OpenAI Codex models
Model docs · OpenAI · Intermediate
You need the Codex-specific guidance on which OpenAI models to use for complex coding, lighter tasks, or subagent workloads.
Claude choosing a model
Guide · Anthropic · Intermediate
You need Anthropic's current guidance on balancing capability, speed, and cost before changing Claude models.
Questions this guide answers
Which coding-agent docs and educators are actually useful?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
How do I compare Codex, Claude Code, and other coding agents?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
What should I learn before relying on a coding agent in production work?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.