hs-codes

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.

Python tool for bilateral trade analysis with CEPII's BACI and the UN COMTRADE API, for all partners or one partner country. Each query becomes an Excel workbook, report-ready charts, a Word report and a summary, with the data used exactly as the databases give it, nothing estimated. Run it step by step, from the command line or in batches.

LLM HS-code classification for cross-border commerce: grounded codes (0% fabrication), a confidence + high-stakes trust boundary, and an honest eval reporting automation precision.

One API call: Thai HS code + import duty + 13 FTA rates + OGA permits + Halal status (21 countries). Accepts Thai & English. MCP + GPT Actions + LangChain ready.

Small, tested building blocks for international-trade analytics on public data (HS/SITC, concentration, balance, growth decomposition).

Documented import-export datasets, samples, schemas, and tools for MSMEs, researchers, developers, and analysts.

Lightweight HS code classifier using multilingual embeddings - POC for customs digitization

Open-source tools and traceable public data for Mexico’s LIGIE, NICO, and tariff analysis

Japan's MJEPA (2006) tariff schedule parsed to HS6: staging category of every HS 2002 code, as CSV and Excel