AEO Guru is an AI-powered SEO and AI-discoverability platform designed to help websites appear accurately in AI answer engines. The app crawls a site, segments content, and embeds each section using vector embeddings stored in Qdrant. These vectors are clustered into semantic topics, then enriched with Gemini-generated summaries, schema recommendations, FAQ expansions, and structured data. AEO Guru outputs ready-to-deploy JSON-LD, semantic cores, knowledge graphs, and defensive SEO rules. With Supabase authentication, project management, and automated pipelines, AEO Guru gives website owners a clear, actionable path to making their content machine-readable, AI-friendly, and future-proof for search.
19 Nov 2025
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
24 Aug 2025
