Top AI Product

Every day, hundreds of new AI tools launch across Product Hunt, Hacker News, and GitHub. We dig through the noise so you don't have to — surfacing only the ones worth your attention with honest, no-fluff reviews. Explore our latest picks, deep dives, and curated collections to find your next favorite AI tool.


Graphify (Graphify Labs, YC S26) added 1,858 stars today — and it reads your code without a single LLM call

Graphify is a skill you install into your coding agent. Point it at a folder, run /graphify ., and it turns the whole thing into a queryable knowledge graph instead of a pile of files your agent greps through blindly. 85.9k stars, 8.5k forks, +1,858 today — top of GitHub Trending.

The trick is that parsing is dumb on purpose. Tree-sitter AST across ~40 languages, deterministic, zero LLM calls, nothing leaves your machine. Only the semantic pass over docs, PDFs, images and video hits a model, and it’s your own backend. Founder Safi Shamsi built it, YC S26, MIT licensed.

What you actually get

Three artifacts: an interactive HTML graph, a markdown report of key concepts, and a JSON graph you can query programmatically. Plus god nodes (the most-connected concepts), Leiden community detection, cross-file relationship resolution, and confidence tags that separate extracted edges from inferred ones — so you know what the tool saw versus what it guessed.

The agent hook

It installs into 20+ assistants — Claude Code, Cursor, Codex, Copilot, Gemini CLI. Then you ask in English: graphify query "what connects auth to the database?" The agent traverses a graph instead of burning 50k tokens re-reading files. That’s the real pitch. Coding agents don’t fail because the model is weak; they fail because the codebase doesn’t fit in context. Graphify is a map, not a bigger window.


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