Codeknow
Architecture health scores for any codebase, no LLM needed
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HN · launched Sep 2, 2026 · 6 upvotes (top 67%) · 0 views
Niche: automated code review tools · 204 launches, 7 in the last 7 days ▼ -22% · Explore this niche →
Category and tags
- Horizontal
- Dev tools
- Developer
- Not AI
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 204 launches in automated code review tools →
Could you build this?
Partial Displaying software metrics in a dashboard is straightforward, but creating deterministic, accurate architecture health scores across diverse codebases without an LLM requires complex static analysis and AST traversal.
What it would actually take: Requires language-specific parsers or Tree-sitter grammars to generate ASTs and dependency call graphs across multiple programming languages. The system calculates software metrics like cyclomatic complexity, afferent/efferent coupling, and dependency cycles via graph algorithms. Deep expertise in static code analysis, compiler tooling, and software engineering metrics is necessary.
Discussion
2 comments analyzed.
Concerns raised: CLI documentation/commands don't match actual implementation, Output format is difficult to understand, Unclear how tool scales to large, complex multi-crate projects, Tech debt calculation methodology not explained
Feature requests: Web-based interface accepting GitHub repo URLs, Support for custom languages/extensibility, Better demo experience before local installation
Competitors
Other products that read as similar to this one : 1375 launches clear the similarity bar, closest 8 shown.
Attention rank: #926 of 1376 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 306 days after the earliest competitor.
- Onboard-CLI, a LLM powered and AST-based tool to visualize codebase · hn · 2026-07-08 · 24 upvotes · similarity 0.52
- rederive · github · 2026-10-19 · 65 upvotes · similarity 0.50
- Trent · hn · 2026-04-30 · 5 upvotes · similarity 0.50
- AhmadHassan-BTed · github · 2026-11-03 · 51 upvotes · similarity 0.49
- opencode-free-bridge · github · 2026-10-13 · 30 upvotes · similarity 0.49
- Real-SWE: A coding benchmark built from private company codebases · yc · 2026-09-10 · 12 upvotes · similarity 0.49
- PACE-Bench · github · 2026-10-20 · 22 upvotes · similarity 0.48
- A rated ladder for vibe coders · hn · 2026-09-09 · 6 upvotes · similarity 0.47
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.