ercot

Materials of WiDS Texas 2021 Hackathon

Python based data collection tool which currently supports PJM but will eventually cover everyone else....

Tiny fully-typed python client for the ERCOT Public API

Radiative surface energy balance: coatings, outdoor batteries dispatched on real ERCOT prices, and spacecraft radiators

Free, open-source Python library for US ISO/RTO energy data (CAISO, ERCOT, MISO, NYISO, ISONE, SPP, PJM) - no API key required. Alternative to gridstatus.

Build live dashboards on real-time energy, weather and property data — the Next.js front end and workspace for the Dryos data marketplace.

PowerConnection.AI applications — energy sales and customer portal

ERCOT plan comparison demo: simulate electricity bill costs from 15-minute usage and weather scenarios, then rank plans (MVP, extensible lakehouse roadmap).

End-to-end ERCOT battery trading system: LightGBM price forecasting feeding a MILP dispatch optimizer, backtested to 70% of the perfect-foresight arbitrage ceiling.

Every AI decision in Texas and the source behind it.

Multi-agent RAG system using LangGraph over ERCOT protocols with retrieval optimization, memory, and web fallback.

Battery-dispatch command center for Base Power's 4,200-battery Austin fleet — forecasts event-driven demand spikes and generates AI operator briefs.

End-to-end analysis of 5 years of ERCOT hourly grid load data, featuring a Winter Storm Uri case study. Built in Python, SQL, and Power BI.

ERCOT BESS arbitrage: LightGBM dispatch adds +$2.6M/yr (100 MW battery) over persistence on 2-year held-out test (77% of ceiling).

Free, open-source TypeScript/JavaScript client for US ISO/RTO energy data. No API key required.

ERCOT large-load interconnection queue tracker: history, zone scorecards, and Batch Zero explainer

Unofficial checker for ERCOT EWS submissions, and a catalogue of known discrepancies in ERCOT's EWS documentation. Not affiliated with or endorsed by ERCOT.

Companion notebooks and Python package for the open textbook Introduction to Energy System Modeling: PyPSA and LP models of dispatch, pipeline transport, DC power flow and LMP, and a multi-city Texas capacity buildout. Taught as REE 4301 / IE 5300 at UT Arlington.

Developmental Phase of EnergyHack2026

Time-series forecasting of hourly electricity demand in ERCOT regions.