# Awarse Labs Documentation > Local-first AI developer tools for FinOps and Playwright QA automation built on FastMCP. ## Core Documentation Guides - [Playwright Self-Healing Locators](https://awarselabs.com/docs/healwright/playwright-self-healing-locators): Technical guide on preventing CI flakiness and repairing broken selectors using Healwright and FastMCP. - [SeatPrune Quickstart: Automated SaaS Seat Reclamation](https://awarselabs.com/docs/seatprune/quickstart): Setup and configuration guide for running local-first FinOps audits to identify and reclaim inactive seats across GitHub, Slack, and Jira. ## Repositories & Tools - awarse-mcp: https://github.com/awarselabs/awarse-mcp - healwright (PyPI): https://pypi.org/project/healwright/ - seatprune (PyPI): https://pypi.org/project/seatprune/ ## Architecture Highlights - Local-first execution (no user directory data egress). - Zero-overhead ephemeral FastMCP servers. - Deterministic dry-run safety modes.