FlexOrch MCP
@flexorch
FlexOrch MCP converts unstructured documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets via 6 async tools. Covers the full pipeline: classify → extract fields → mask PII → export JSONL or RAG chunks, with PII detection across 10+ locales (TR, DE
Overview
What is FlexOrch MCP?
FlexOrch gives AI agents a native way to process business documents end-to-end — no custom parsing code needed.
How to use FlexOrch MCP?
Install with pip install flexorch-mcp, then configure an MCP server entry with your API key in the FLEXORCH_API_KEY environment variable. Invoke any of the six tools (e.g., process_document, extract_fields) from your AI client.
Key features of FlexOrch MCP
- Submit a document URL and receive a job ID.
- Poll job status with
poll_job. - Get document classification and quality scores.
- Extract structured fields from documents.
- Detect and mask PII in 10+ locales.
- Export results as JSONL or RAG chunks.
Use cases of FlexOrch MCP
- Process invoices, contracts, or forms end-to-end without manual parsing.
- Classify incoming documents and assess their quality.
- Extract specific fields (e.g., dates, amounts) from scanned documents.
- Mask personally identifiable information before sharing documents.
- Export processed data for downstream systems or vector database ingestion.
FAQ from FlexOrch MCP
What does FlexOrch MCP do for AI agents?
It lets AI agents process business documents end-to-end, including submission, classification, field extraction, PII masking, and export — without writing custom parsing code.
How do I install FlexOrch MCP?
Run pip install flexorch-mcp in your Python environment.
How do I configure the server?
Add a flexorch entry under mcpServers in your MCP configuration, set the command to flexorch-mcp, and provide your API key via the FLEXORCH_API_KEY environment variable.
What tools are available?
Six tools: process_document, poll_job, get_document_info, extract_fields, mask_pii, and export_dataset.
Where do I get an API key?
Get your API key at app.flexorch.com.
