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Head to head

Stop guessing which one. Put them side by side.

Up to 4 tools, same rows for each: what it is, what it really costs, the trap, and how to wire it up. The URL carries your picks — send it to anyone.

karpathy-skillsgstack
Quick read
  • Editor's pick: karpathy-skills.
Fieldkarpathy-skillsgithub.comgstackgithub.com
What it isA ~65-line CLAUDE.md built around four LLM coding failure modes Karpathy identified. Adds no tools — it changes how the agent decides: surface assumptions before coding, refuse speculative abstraction, keep diffs scoped, define a verifiable stopping condition. ~203k stars.Garry Tan's skill bundle that turns Claude Code into a simulated engineering org — 23 agent roles (CEO, designer, engineer, QA lead) as slash commands, structured as Think → Plan → Build → Review → Test → Ship → Reflect. Includes a bundled browser for real testing and persistent cross-session knowledge. ~128k stars.
CategoryPlanning & reasoningPlanning & reasoning
Cost tierfreefree
PricingFreeFree · MIT
Why builders pick itCheapest quality win on the entire list. One file, no install, works alongside everything else. 'Surgical Changes' alone stops the drive-by refactors that break a working layout while fixing something unrelated.Heavier than you probably need for a content site site, but the design review and QA gates are the useful part — work passes through review before shipping instead of being one-shot generated.
Watch out fornot loggednot logged
How to wire it upcurl -o CLAUDE.md .../main/CLAUDE.mdgit clone ... ~/.claude/skills/gstack && ./setup
Editor's pickYesNo
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# Tool comparison — karpathy-skills vs gstack

Source: Kbaise, a directory of tools that work with Lovable projects.
Pick one and tell me why before writing any integration code.

## karpathy-skills (karpathy-skills)
- URL: https://github.com/multica-ai/andrej-karpathy-skills
- Category: Planning & reasoning
- Cost: free — Free
- What it is: A ~65-line CLAUDE.md built around four LLM coding failure modes Karpathy identified. Adds no tools — it changes how the agent decides: surface assumptions before coding, refuse speculative abstraction, keep diffs scoped, define a verifiable stopping condition. ~203k stars.
- Why builders pick it: Cheapest quality win on the entire list. One file, no install, works alongside everything else. 'Surgical Changes' alone stops the drive-by refactors that break a working layout while fixing something unrelated.
- Wiring: curl -o CLAUDE.md .../main/CLAUDE.md
- Full dossier: /api/public/tools/karpathy-skills

## gstack (gstack)
- URL: https://github.com/garrytan/gstack
- Category: Planning & reasoning
- Cost: free — Free · MIT
- What it is: Garry Tan's skill bundle that turns Claude Code into a simulated engineering org — 23 agent roles (CEO, designer, engineer, QA lead) as slash commands, structured as Think → Plan → Build → Review → Test → Ship → Reflect. Includes a bundled browser for real testing and persistent cross-session knowledge. ~128k stars.
- Why builders pick it: Heavier than you probably need for a content site site, but the design review and QA gates are the useful part — work passes through review before shipping instead of being one-shot generated.
- Wiring: git clone ... ~/.claude/skills/gstack && ./setup
- Full dossier: /api/public/tools/gstack

## Quick read

- Editor's pick: karpathy-skills.

## Rules
1. Prefer the free tier when no budget was stated, and say what the ceiling is.
2. Read the full dossier before integrating.
3. Fetch /api/public/models before writing any AI model ID.

Agents can fetch the same thing: GET /api/public/compare?slugs=karpathy-skills,gstack