Built for the field. Built to be inspected.

AquaLinks helps municipalities, environmental consultants, lake managers, NGOs, and researchers triage freshwater monitoring work. It runs a deterministic remote-sensing core first (Sentinel-2 retrieval, six water-quality spectral indices, a weighted risk score), then a five-agent Groq layer — Coordinator, Scout, Historian, Analyst, Reporter — that adds context and writes the brief and citizen-facing summary.

Why it exists

Freshwater bodies suffer from pollution, eutrophication, and harmful algal blooms — and many regions can’t afford continuous in-situ monitoring. Satellite indices fill part of the gap, but extracting actionable insight from spectral data requires domain expertise. AquaLinks reduces that gap by handling the pipeline end to end and producing an honest, advisory output the field team can act on.

Project context

AquaLinks is designed as a deployment-ready product: deterministic where numbers must be reproducible, agentic where context and communication matter. The repository is open-source under the MIT License and structured for real-world pilots in municipal, environmental, and enterprise workflows.

Author

Hasnain Ali Asghar — github.com/hasnainaliasghar.