Crespo
Tree-sitter AST blueprints instead of raw code for LLMs
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HN · launched Jun 22, 2026 · 14 upvotes (top 31%) · 0 views
Niche: llm optimization tools · 127 launches, 9 in the last 7 days ▲ +50% · Explore this niche →
Category and tags
- Horizontal
- Dev tools
- Developer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 127 launches in llm optimization tools →
Could you build this?
Yes Extracting code structures and AST blueprints using existing Tree-sitter language bindings is a standard CLI/scripting task well suited for AI-assisted development.
Discussion
1 comment analyzed.
Feature requests: Rewrite README in human voice, remove AI writing style
Competitors
Other products that read as similar to this one : 3575 launches clear the similarity bar, closest 8 shown.
Attention rank: #1048 of 3576 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 235 days after the earliest competitor.
- KillSwitch · hn · 2026-09-19 · 10 upvotes · similarity 0.66
- contextcraft · github · 2026-10-22 · 54 upvotes · similarity 0.63
- Onboard-CLI, a LLM powered and AST-based tool to visualize codebase · hn · 2026-07-08 · 24 upvotes · similarity 0.61
- B-IR · hn · 2026-01-12 · 62 upvotes · similarity 0.60
- Sentrint, a security scanner for projects build with LLMs · hn · 2026-08-20 · 6 upvotes · similarity 0.60
- jevify · github · 2026-09-19 · 35 upvotes · similarity 0.60
- prompt-poet · github · 2026-11-05 · 50 upvotes · similarity 0.58
- OpenProgram · github · 2026-11-06 · 42 upvotes · similarity 0.58
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.