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What is aiguide?

snailclimb/aiguide — explained in plain English

Analysis updated 2026-05-18

36Audience · developerComplexity · 1/5Setup · easy

In one sentence

A free, Chinese-language guide teaching backend developers how to build AI applications, covering LLMs, agents, RAG, and AI coding tools.

Mindmap

mindmap
  root((AIGuide))
    What it does
      AI dev guide
      Interview prep
      Links to articles
    Tech stack
      LLM APIs
      MCP protocol
      RAG systems
    Use cases
      Learn AI agent design
      Learn RAG techniques
      AI coding tool walkthroughs
    Audience
      Backend developers
      Chinese speaking engineers

Code map

Detail Auto

An interactive map of this repo's files and how they connect — its source is parsed live in your browser. Click Visualize to build it.

filefunction / class

What do people build with it?

USE CASE 1

Learn the core mechanics of large language models and how to call their APIs reliably.

USE CASE 2

Study how to design AI agents with memory, tools, and multi-step workflows.

USE CASE 3

Understand Retrieval-Augmented Generation, including vector databases and GraphRAG.

USE CASE 4

Follow real walkthroughs of using Claude Code, Cursor, and Codex for coding tasks.

What is it built with?

LLM APIsMCPRAGClaude CodeCursorOpenAI Codex

How does it compare?

snailclimb/aiguide28998306/magicalcanvasaaaa-zhen/siri-glsl
Stars363636
LanguageTypeScriptHTML
Setup difficultyeasymoderateeasy
Complexity1/53/52/5
Audiencedevelopergeneraldesigner

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

The repository is an index of links, the full articles live on javaguide.cn, mostly in Chinese.

So what is it?

AIGuide is a free, open-source guide to building AI-powered applications, written primarily for backend software developers. It was created by the same author behind JavaGuide, a popular Chinese programming reference. The content covers the core ideas and engineering practices behind modern AI systems, including how large language models work, how to call their APIs reliably, and how to structure their outputs in formats a program can use. A large section of the guide focuses on AI Agents, which are systems where a language model can take actions, use tools, and maintain memory across multiple steps. Topics include prompt engineering, context management, the MCP protocol for connecting agents to external tools, and workflow patterns for chaining AI steps together. There is also a dedicated section on RAG, which stands for Retrieval-Augmented Generation, a technique for giving a language model access to a private knowledge base at query time. The guide includes practical walkthroughs of AI-assisted coding tools such as Claude Code, Cursor, OpenAI Codex, and Trae. These sections show real examples of using AI to refactor old code, diagnose performance problems, and work across different programming languages. There are also interview preparation materials covering common questions about AI coding tools and their impact on backend development. All articles are freely readable online at javaguide.cn and the repository links there directly. The author notes each article is accompanied by many diagrams to aid understanding. The repository itself holds the index and links rather than the full article text.

Copy-paste prompts

Prompt 1
Summarize what AIGuide covers about how large language models work for backend developers.
Prompt 2
Explain the AI Agent concepts covered in AIGuide, such as context engineering and the MCP protocol.
Prompt 3
Walk me through the RAG topics in AIGuide, including vector indexing and GraphRAG.
Prompt 4
What does AIGuide teach about using Claude Code or Cursor for real coding tasks?

Frequently asked questions

What is aiguide?

A free, Chinese-language guide teaching backend developers how to build AI applications, covering LLMs, agents, RAG, and AI coding tools.

How hard is aiguide to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is aiguide for?

Mainly developer.

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