scope3

Python SDK for Scope3 AI API

A deep-dive knowledge base on Scope 3 emissions: accounting, complexity, regulatory standards, industry benchmarks (1,391 companies), and market infrastructure for supply-chain decarbonisation.

USEEIO-based Scope 3 disaggregation: sectors, tiers, scopes + interactive sunburst

open-source ghg accounting & esg disclosure engine

PySpark data engineering pipeline for ESG Scope 3 Category 1 GHG emissions calculation & auditing.

Logistics carbon footprint calculator per shipment and lane

GHG Protocol and ISO 14064-1 aligned carbon accounting for .NET. Scope 1/2/3, AR5/AR6 GWP selection, source-cited emission factors, zero dependencies.

Real-time IoT data ingestion and streaming pipeline for Scope 3 carbon accounting using Apache Kafka, Spark, and PostgreSQL

Graph Neural Network framework for mapping and predicting Scope 3 supply chain emissions using supplier relationship graphs, GNN-based attribution models, and automated carbon footprint tracing.

Supply chain carbon footprint Scope 1-2-3 calculator per product

OpenGHG — a flexible, actionable and reliable open‑source foundation for the future of carbon accounting.

Carbon border adjustment mechanism (CBAM) tax impact calculator

Carbon offset portfolio optimizer balancing cost, quality, and permanence

Supply chain emissions reduction pathway planner with SBTi targets

Transport carbon footprint all modes

Carbon neutral logistics pathway planner with offset strategies

Python library for corporate GHG inventories (Scopes 1–3) following GHG Protocol. Mexican context: INECC 2023 emission factors, SEMARNAT fleet data, Excel + HTML report generation.

LLM-powered pipeline for automated GHG Protocol emissions factor classification, retrieval, and matching using Transformers, RAG, and FastAPI

An MCP server for GHG Protocol greenhouse gas accounting. Scope 1/2/3 over a source-cited emission factor catalog, AR5/AR6 GWP selection, unit conversion, stdio and Streamable HTTP. Built on GhgAccounting.

Interactive Scope 3 emissions reporting and visualization dashboard with real-time carbon analytics, CSRD/SEC-compliant reports, supplier emissions heatmaps, and decarbonization progress tracking