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Read about the repo, or watch it run?

DeepWiki, from Cognition, writes a free AI wiki for any public repository: pages of prose about what the code does. pyrovue starts the repository instead, and draws its structure from the imports with no AI. One explains the code; the other shows it working and how it fits together.

Side by side

Two ways into an unfamiliar codebase.

WhatpyrovueDeepWiki
What you getThe app running, a terminal, the files, a Code Map and a guided tourAn AI-written wiki of the repository, and a search you can ask questions
How structure is foundComputed from the imports: layers, clusters, hotspots and import cycles, the same every timeWritten by a language model from the code
Can you run it?Yes: installed, started and checked before you see the previewNo: it describes the code
Private repositoriesYour GitHub repositories, in private boxesThrough a Devin account
CostFree plan with 20 box-hours a month; Pro $14 a monthFree for public repositories

DeepWiki's features and terms as described in Cognition's announcement of it, checked in November 2026. Replacing github.com with deepwiki.com in a repository's URL opens its wiki.

When to pick which

Use the wiki for why, the map for what.

An AI wiki is quick to read and good at answering "what is this project for". It can also be wrong in ways that are hard to spot, because nothing checks the prose against the code.

The Code Map is exact about structure because it's computed: which files the rest depend on, which groups work together, where the import cycles are. Running the app answers the questions no description can, like whether it starts, what the screens look like and what the logs say. Many people use both.

Questions

Asked often.

The Code Map uses none. When Claude sets up a repo, it also writes the guided tour, and every stop is checked against the real file and lines; otherwise the tour is built from the map.

Run the repo you bookmarked and never tried.

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