A Satellite View for Python Code
Hi HN, I built ast-visualizer.com because I wanted a way to visualize the architecture/structure of a Python repo before dived into the code. Most tools tell you what the code does; I wanted to see how it's built. The Problem: Onboarding onto a large codebase is a nightmare. LLMs help with single functions, but they struggle to show you the "God Objects," circular dependencies, or high-complexity hotspots across 50+ files. What it does: Dependency Graph: Visualizes imports and file complexity to find architectural bottlenecks. Radial AST Heatmaps: Maps individual files and color-codes…
A Satellite View for Python Code launched on February 9, 2026 with 7 votes, #1,386 of 16,628 launches that month and more than 75% of that year's launches.
What it does
Understand any codebase in minutes. Creview visualizes code structure, dependencies, and complexity across Python, JavaScript, TypeScript, and more — no setup required.
Conquer technical debt and maintenance nightmares—whether the code was written by you, a coworker, or an LLM. Ready to analyze your next project? Python, JS, TS, HTML and more supported. Untangle legacy spaghetti and catch circular dependencies before they cause outages. High-fidelity Dependency Graphs mapping module imports across Python, JS, and TS. Identify "maintenance nightmares" at a glance and prioritize refactoring based on objective metrics. Automated McCabe Cyclomatic Complexity analysis calculated for every function in your project. Understand any repository in minutes without reading thousands of lines of code. Works by generating high-fidelity maps of your codebase via…from ast-visualizer.com
In the maker’s words, at launch
Hi HN, I built ast-visualizer.com because I wanted a way to visualize the architecture/structure of a Python repo before dived into the code. Most tools tell you what the code does; I wanted to see how it's built. The Problem: Onboarding onto a large codebase is a nightmare. LLMs help with single functions, but…
Does a similar job
all alternatives →
Visualizing a Codebase2021 · octo.github.com · ▲283I explored an alternative way to view codebases to the typical folder/file list, showing a bird's-eye-view of its structure. https://octo.github.com/projects/repo-visualization
ADS-B visualizer2024 · adsb.exposed · ▲339I've created a web app for querying and visualization of ADS-B datasets: https://adsb.exposed/ Source code: https://github.com/ClickHouse/adsb.exposed/ The results significantly exceeded my expectations because the pictures are insanely beautiful, and the data is a treasure trove. It proves many statements that were not certain: - it is feasible to generate tiles by aggregation on a pixel level (instead of hexagons or rectangular grid); - it does not require JPG/PNG tiles - we can transfer raw bitmap data with zstd compression; - it is possible to…
DevSwat AST- visualizer with analyzer Jul 2026 · dev-swat.com · ▲81Turn codebases into interactive maps, graphs, and governance
Fully client-side GPT2 prediction visualizer2023 · perplexity.vercel.app · ▲153Hi HN! I've found this visualization tool immensely helpful over the years for getting an intuition for how an LLM "sees" some piece of text, and with a bit of elbow grease decided to move all compute to client side so I could make it publicly available. I've found it particularly useful for - Understanding exactly how repetition and patterns affect a small LM's ability to predict correctly - Understanding different tokenization patterns and how it affects model output - Getting a general sense of how "hard" different prediction tasks are for GPT-style models Known problems (that I probably…
Git Heat Map – a tool for visualising git repo activity for each file2023 · github.com · ▲173Visualise a git repository by diff activity. Contribute to jmforsythe/Git-Heat-Map development by creating an account on GitHub.
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Source: Show HN post ↗ · launch text quoted in part
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