Fishpond.sh
Fishpond.sh - 1-Click GitHub Repo Visualization
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Neo Liu

Fishpond: Desktop Version - AI + Visualization = 10× Faster Code Reviews

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From chaos to clarity — code reviews made simple. Fishpond turns any codebase into live, interactive graphs, so you can review architecture and context—not line-by-line, but 10× faster. Desktop version comes with real-time diff.

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Neo Liu
Maker
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We built Fishpond for code writers to WATCH the architecture context instead of line-by-line reading. Fishpond turns codebases into live, interactive graphs, with real-time diff visualization (edits, deletions, and potentially impacted files), plus AI risk checks so you can understand impact fast. Who it’s for: 1. Tech leads & EMs – keep architecture clean & clear, review PRs faster, onboard new devs. 2. Code reviewers & senior devs – triage big diffs with the real-time diff visualization, see what changed and why it matters. 3. Open-source maintainers – grasp contributor code changes quickly, enforce conventions with context. 4. Distributed teams - help team members with different roles to catch up the process. Pain points → How we solve them： 1. Line-by-line hides the big picture → Live architecture graph (zoom/drag/fullscreen) shows modules, dependencies, and call paths so you review in context. 2. Huge diffs are noisy → Real-time diff visualization + diff-aware preview groups meaningful changes by subsystem, highlights impacted areas/files, and de-emphasizes churn. 3. Waiting without visibility → Real-time progress streams each stage (fetch → parse → graph → checks) so you always know what’s happening. 4. Code handover is painful → Interactive code maps and smart summaries let you grasp changes quickly and intuitively. How to try it? Drop a code folder or a local Git repository into Fishpond (or use the upload picker). You’ll see real-time progress, then explore live graphs and the real-time diff view. A sample repo link is on our page (clone/download → upload) if you want a quick test. Privacy & compliance We don’t store source code. We keep only transient structures for visualization/cache and support deletion on request. Launch-week perk Free through launch week! Download Fishpond Desktop and analyses are free until the end of launch week. Try it as soon as you can. Feedback we’d love 1. Do live graphs and the real-time diff view make your reviews faster or safer? 2. Which diff rules / risk checks should we add next? 3. Any languages/stacks you want prioritized? Thanks for reading & using—comments and suggestions help most!!!!!!!
Hang Shi
Maker

I'd like a tool that visualizes all AI-generated code in NLP, making it easier for me to understand and analyze. Fishpond is exactly what I want.

Tianming Li
Maker

To be honest, we built this product because of our own frustrating experiences with AI coding tools. There’s no denying that these tools can cut development time and boost productivity. Yet haven’t you noticed that, more often than not, they don’t behave the way you expect? They tend to over-engineer simple requests and inject assumptions that weren’t yours. Sometimes this works in your favor, but most of the time it only adds to the time you spend reviewing and fixing code.

Driven by these frustrations, Fishpond was born. While its features and interface are still evolving, it is already saving reviewers and vibe coders hours every day. Drag an entire repository into Fishpond and, in seconds, you’ll see a clear architecture graph, that anyone—coder or not—can understand. Every tiny change is captured and highlighted in real time. If coding is part of your work or your lives, give it a try and share your feedback!

Thank you!

Mike

This is really cool, I'v seen many github-to-mermaid visualization tools, this one by far has the most intuitive interface with pretty smooth interactions. Interesting, looking forward to new features.