What is OINTment? OINTment (v0.1) is an AI‑powered control suite that lets product managers and tech leads onboard into existing codebases with speed and confidence. Instead of weeks of spelunking, its Repo Ingestor & Integration Matrix, Roaster, Vibe Killer, 3D Commit Map, and OINT Analysis Dashboard render any GitHub repository as a sleek, evidence‑backed cockpit. The Problem It Solves: Inherited projects hide unknown integrations, risks, and context gaps. Traditional tools seldom reveal technology choices or configuration drift fast enough. OINTment delivers clarity in minutes, exposing dependencies, health, and upgrade paths so teams can make decisions immediately. How It Works: The Repo Ingestor clones or uploads a repo and feeds GPT‑5‑driven checks plus deterministic scans through a Check Grid. Results populate the Integration Matrix and spawn an OINT—an Onboarding Insights Neural Toolset—blending static metrics with AI takeaways. Roaster produces a department‑specific critique; applying OINT transforms that critique into an actionable plan. Vibe Killer detects AI‑generated artifacts, and the 3D Commit Map visualizes history and domain distribution. Key Features: - Integration Matrix: Impact, risk, health, ops, coupling, and upgrade scores per dependency, tied to file paths and line numbers. - Roast + Apply OINT: Adjustable “temperature” roast, then automatic conversion to follow‑up tasks. - OINT Analysis Dashboard: Mission control view combining ingest, roast, metrics, and reliability gates. - Vibe Killer (AI Artifact Detector): LLM‑backed signals show which files or commits were likely machine‑generated. - 3D Commit Map: Orbit‑style commit visualization with domain and change‑type classification. Hackathon Relevance: OINTment exemplifies the “Co‑Creating with GPT‑5” vision by pairing structured, JSON‑only AI outputs with human judgement. GPT‑5 handles heavy analysis; PMs act on verifiable evidence. APP REGISTERED IN GITHUB APPS AND DEPLOYED ON VERCEL
Category tags:"Simply Perfect! You nailed it!"
Muhammad Inaamullah
ML Engineer
"I loved the presentation; a lot of character there, the music, the journey description, the amount of commits and builds and successful versatile runs. One of the best ones out there so far. The second one I've rated with a perfect score today. I love it. The only thing is you might have given more effort into explaining why it helps with onboarding specifically, but you have your own vibe, so I'm not here to disrupt that. In terms of the app itself, it's very comprehensive. I'm surprised it doesn't feel like a fun project which is usually good which is usually a good metric for it to be one of the competitors for the winning price. Yeah, loved it to be honest. A very cool app. Good job with it. There is a lot of nice touches. The vibe killer is very fun. The graphic there with a bomb who is like either smiling or not. Yeah, good job on the congratulations. "
Okti AIML API
Head of DevRel