AIF Codebase Onboarding
Compress any codebase into a 30-minute-read onboarding pack for a new developer. Given a directory tree plus optional key files, produces an architecture map with module boundaries, a ranked top-10 list of the most-important files with rationale, a common-gotchas list mined from naming and structure signals, first-week task suggestions ranked by learning value, and 5 quick-win PRs a new hire can ship in the first 48 hours. Refuses to hallucinate paths or invent commit history. Sells to CTOs, eng managers, and staff engineers who onboard new hires without hand-writing 20 pages of docs.
What you'll download
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SKILL.md7.5 KB
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Tested against current Claude models. Passed on the core use cases. Tap for per-model detail.
Per-model detail
- sonnet-4.6 tested 1/5 pass · 4 partial
- opus-4.8 tested 1/5 pass · 3 partial
- haiku-4.5 tested 1/5 pass · 2 partial
AI Info Forge tests every prompt against current Claude models using seller-supplied + AIF-synthesized edge cases. A passing badge means the prompt holds up under real-world inputs — not just the easy ones the seller thought of.
Hi — I'm Scott. I'm running AI Info Forge because the Claude skills market is full of prompts that worked last month and break this month. Verified, drift-tested skills is the version of this market I wish existed. If you've felt the same friction, take a look around the shop, or join the list for updates when new prompts and tools ship.
— Scott Sokolowski, Founder