ParceLabs AI Engine
AI platform · Cross-border logistics
One platform for cross-border logistics: customs classification in production, and four more engines on the same contract — behind one API and over MCP.
- Role
- Design, architecture & engineering
- Classification
- TARIC pipeline
- REST + MCP
- Catalogue AI
Explore system
Capabilities
- HS / TARIC classification with evidence: ranked codes, a confidence score and the notes behind them.
- Monthly EU TARIC releases ingested in stages and switched over with no downtime.
- Every engine is exposed over REST and as MCP tools for AI agents.
- Catalogue analysis: a spreadsheet, PDF or photo in; HS codes, origin and duties out.
Engineering
- Hybrid lexical + semantic retrieval over the official multilingual TARIC — no third-party classifier.
- Quality work gated by a labelled dataset and automatic top-1 / top-5 scoring.
- Degraded stages reported in every response; confidence lowered when a stage degrades.
- Engines mount themselves with their REST routes and MCP server.
Ecosystem
EasyParcel's customs classification and its Drop catalogue analysis run on it; identity comes from ParceLabs Auth.
Python · FastAPI · OpenSearch · Hybrid search · MCP · OAuth2 / OIDC · Docker