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

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.

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

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.

Every AI decision in Texas and the source behind it.

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

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

ERCOT battery energy-arbitrage backtester: LP-optimal daily dispatch over 2.5 years of real day-ahead prices, +27-33% vs naive baseline

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

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.

Daily solar and wind curtailment across US ISOs - CAISO, ERCOT. Open source.

ERCOT's 434 GW interconnection queue analyzed in PostgreSQL/PostGIS: trigram POI geolocation, county queue pressure, cohort attrition, and the cost factor

ERCOT grid analytics: 22,500+ hours of real Texas load/price/weather data and a day-ahead load forecaster benchmarked against SARIMA and ERCOT's own forecast

Developmental Phase of EnergyHack2026

Interconnection-first land screening over public South Texas data — every parcel ≥50 acres scored, then tracked through site control. Config-driven Python pipeline, Leaflet map, live demo.