Most supply chain maps are flat. We’ve built a multi-dimensional graph linking NAICS manufacturing nodes to GICS financial sectors and raw material inputs. This repo contains the dependency logic for the whole physical economy

Business Establishment Automated Classification of NAICS

Agent-ready REST wrapper for matchawards.com: every federal + state contract, every award, every job, behind one bearer-token API. Install: curl moltawards.com/skill.md

1,000+ open taxonomy systems with 1.2M+ codes and 320K+ crosswalk edges. NAICS, ISIC, NACE, HS, SOC, ISCO, ESCO, CPC, UNSPSC, ICD-10/11, Patent CPC, GDPR, and more - all connected. REST API + MCP server for AI agents. Open source (MIT) by Colaberry Inc.

Scraper and API built on top of data fed from https://www.naics.com/search/.

TypeScript type definitions for the SAM.gov Public Opportunities API

An R Package that downloads Paycheck Protection Program loan data and reads it in as a tidy data set

📥 Scrape GSA eLibrary data to get structured government contracting details for streamlined market research and informed decision-making.

A lightweight Node.js/TypeScript utility that uses the naics npm package to pull the full 2022 NAICS hierarchy and emit a CSV containing every 6‑digit code along with its 2‑digit sector, 3‑digit subsector, 4‑digit industry‑group, and 5‑digit industry titles. Perfect for building lookup tables, data enrichment pipelines, or BI integrations.

Parses the "Classification of Economic Activities" (wz2008) issued by the Statistisches Bundesamt to build multiple hierarchically structured trees.

Industry-level AI adoption metrics across European economies (2016–2024), derived from LLM-based analysis of firm websites. Covers Belgium, France, Germany, and Luxembourg in NACE Rev. 2 and NAICS 2022 classifications.

TypeScript SDK for the SAM.gov Federal Opportunities API — search, filter, paginate, and score federal contracts. Zero dependencies.

Government contract search and federal procurement data for AI agents — SAM.gov opportunities + USASpending awards, via MCP (x402).

Federal contract viability scoring engine — NAICS matching, certification alignment, capability analysis. No AI required.

Hierarchical Contrastive Learning for NAICS Industry Classification Codes

GSA eLibrary contract intelligence scraper

Free, openly-licensed (CC BY 4.0) US government-contracting datasets — state procurement portals (with platform vendor), NAICS codes, and per-state contract stats. By GovSentry (govsentry.ai).

Various programming language classes & structures for working with NAICS codes.

MCP server for MoltAwards: agent-native federal + state contract opportunities. Drop-in for Claude Desktop, Cursor, Continue. uvx moltawards-mcp

Tool that takes input in the form of a store name or industry and returns whether they were considered essential during the coronavirus pandemic. Not currently supported.