hvac-rag

🔀 Ork checking… ⎇ git Pi 0.80.2

ACTIVE REPO

DESCRIBE THE TASK

REVIEW AND INSTRUCT

CONSOLE

Fired Run Log

Select a run above to view.

idle.

Built for schedulers and sales -- get part numbers and pricing fast.

•Ask for a part number by equipment model -- e.g. "What capacitor does a Trane XR15 take?"
•Get OEM vs aftermarket options with part numbers ready to paste into a quote
•Ask for pricing ranges by equipment tier for sales calls
•Upload manuals and parts catalogs using the Documents panel (left sidebar)
•Save part numbers and job notes using the Notes panel
•Use the search button for live pricing and current availability

Local LLM

Qwen3.6 35B running on dedicated GPU inference server via llama.cpp

pdfplumber

Extracts text from digital PDF manuals and catalogs

Tesseract OCR

Reads scanned and image-based PDFs automatically

ChromaDB

Vector database for semantic search across all ingested documents

SearXNG

Private web search for live pricing and availability

sentence-transformers

GPU-accelerated document embeddings (all-MiniLM-L6-v2)

Cline / Pi Agent

AI coding agents for admin tasks via the Ork panel

PIN-Protected Admin

Secure orchestration panel for document and system management

FastAPI

Backend API server (24/7 uptime)

NAS Storage

Documents stored on network-attached storage (OMV)

System design by Robert Estuar