Ollama
The simplest app for a local chatbot. Pick a model, then talk.
Installer only · One-click app · Free
Explain code or an error
Paste an error, get an explanation.
The tools below run on your computer. Most of them are free, and the local work stays on your machine.
Works offline · Free options
Your computer
Describe your computer
Pick the closest line. Office PC and Mini PC are estimates. Linux and a home server stay in the list. We guess the specs, then hide models that would not fit. The guess stays cautious.
2 results
Most tools here are free.
Code & Tech Not on the chat board
A small coding helper. Good for explanations and short edits on a laptop.
Runs in:Fits on:· needs ~4.7 GB · Free to download · License: Apache 2.0
HONEST COMPARISON
Local or cloud: Explain code or an error?
Reviewed Oct 2026
- Privacy: Local winsPrivate code stays on your machine
- Cost: Local winsExplaining a file is free
- Quality: Cloud winsClearer on large or unfamiliar code
- Ease: Cloud winsPaste the error and read
Local AI
A local coding model can explain an error or a file that should not leave the machine.
- Stack traces from private code stay local
- Good enough for a single file
- Works offline
Where it falls short
- Explanations get vague on a large system
- It can misread a framework it barely saw
Cloud & apps
Claude and Copilot explain a large unfamiliar codebase more clearly.
- CChatGPTCloud AIFreemium
Paste the error and get a likely cause.
Best for: Quick errors
The error text is uploaded
- CClaudeCloud AIFreemiumPopular choice
Clear explanations of a long file or a nasty error.
Best for: Long filesErrors
The code is uploaded
- GGitHub CopilotAppPaid
Explain this, inside the editor you already have open.
Best for: In the editor
The selection is sent to GitHub
Our take
Explain private code locally. Use a cloud model when the code is shareable and the system is large.
Choose local if…
- The code is private
- It is one file or one error
Choose cloud if…
- The system is large
- You want a clearer walkthrough
How to do it in 3 steps
- Open the model page and pick any app under Runs in, for example AnythingLLM, GPT4All or Jan. Each app page links to that maker's own guide.
- Open the Qwen2.5-Coder 7B page and check the traffic light for a few kinds of computer.
- Follow that official guide. This site does not add its own install steps.
Questions
- Does this upload my files?
- The local tools on this page don't upload your files. The cloud options in the comparison do.
- What does it cost?
- Most options are free. A few apps are a one-time purchase, and a few models need a computer with more memory.
- What if it will not fit?
- Use Check my computer, or turn on the lighter memory filters. A red light on the model page means the file is too big.
Not into local AI? Try these instead
Ordinary apps for code & tech. These are normal links to the maker's site.