DocMirror

The open-source Commercial Document Trust Layer for RAG, agents, audit, and structured extraction. Parse. Prove. Trust.

DocMirror turns commercial documents into verifiable, audit-ready, machine-usable signals. It is built for documents that move money, create obligations, prove identity, support compliance, or feed risk systems.

What Makes It Different

DocMirror does not stop at OCR, raw text, or Markdown. It produces evidence-backed outputs that help downstream systems decide whether to act, review, or reject.

Layer	Purpose
Community JSON	default 6+1 routed structured output for application use
Mirror JSON	optional canonical diagnostic facts, structure, pages, blocks, entities
Evidence Bundle	source refs, page numbers, bounding boxes, raw values
Quality Report	quality status, confidence, warnings, review signals
Markdown / Chunks	RAG-ready reading-order content and retrievable chunks
Diagnostics	visible failure, partial-result context, artifact manifest

Start Here

pip install docmirror
docmirror doctor

Run the public trust quickstart from a local checkout:

python3 examples/trust_quickstart.py

Parse your own document:

pip install "docmirror[pdf,ocr,office]"
docmirror statement.pdf --output-dir ./output
docmirror statement.pdf --profile quickstart

Product Promise

Every important field should be traceable to source text, page, geometry, confidence, and review status.

That means the first successful parse should answer:

What was extracted?
Where did it come from?
How confident is DocMirror?
Does a human need to review it?
Can it enter a downstream system?

Documentation Map

• Installation
• Quick Start
• Development Manual (zh-CN)
• Deployment
• API Authentication

Editions

Edition	Purpose
Community	Open-source trust layer, public domains, Mirror JSON, evidence, quality, CLI/API
Enterprise	Production batch processing, operations, private deployment, support, governance
Finance	Deep financial document extraction, cash-flow features, counterparty normalization, audit evidence

Community remains strong because Mirror, Evidence, Quality Report, and visible failure behavior are the open standard DocMirror is trying to establish.