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Backend / data

App-opportunity engine

A self-hosted pipeline that ranks software-opportunity data through a versioned, auditable scoring formula.

functional · pausedactive 1mo ago · 105 commits

A single-user, self-hosted pipeline that ingests and ranks app-opportunity data through a versioned scoring formula — built to be operated and audited rather than trusted blindly.

FastAPI and SQLAlchemy 2.0 over a 21-table schema with 65 Alembic migrations, a health-check contract that asserts the whole system's shape, and around 3,000 tests. Dockerised, dependency-managed with uv.

Highlights

Built with

FastAPISQLAlchemy 2.0AlembicDocker
Ufuk Kazan · hello@kairaprime.com · kairaprime.com