Unstract
VerifiedExtract structured JSON from documents using LLMs via MCP.
What is the Unstract MCP server?
Unstract lets users define extraction schemas in natural language through Prompt Studio. It connects to providers including OpenAI, Anthropic, and Ollama, then outputs structured data ready for databases or downstream systems.
The platform can be run locally with Docker or deployed to managed cloud. Its MCP integration allows Claude and similar agents to invoke document processing without custom code.
Install & connect
Set up this server, then add it to your MCP client.
Full setup instructions are in the GitHub repository.
Example prompts
Once connected, try asking your AI client:
Security & permissions
Runs locally via stdio and Docker; requires access to document files and LLM API keys stored in the environment.
What you can do with Unstract
Invoice Processing
Extract line items, totals, and vendor details from invoices into JSON for accounting systems.
KYC Document Analysis
Pull identity and address fields from scanned IDs and forms for compliance workflows.
Insurance Claims Intake
Convert claim forms and supporting documents into structured records for claims platforms.
How to use Unstract
- 1Clone the Unstract repository and ensure Docker is installed.
- 2Run ./run-platform.sh to start all services.
- 3Log in at the local frontend with default credentials.
- 4Create a prompt in Prompt Studio and deploy it.
- 5Connect your AI client to the MCP server over stdio.
Unstract: pros & cons
Pros
- +Natural language schema definition speeds up new document types
- +Supports multiple LLM providers and deployment modes
- +MCP integration brings extraction into agent workflows
- +Clean JSON output reduces post-processing effort
Cons
- –Requires Docker and at least 8 GB RAM to run locally
- –Enterprise features need separate licensing
- –No built-in OCR accuracy guarantees for poor scans
Frequently asked questions
It uses stdio for local communication with AI clients.
User reviews
Verified reviews from the community shape this listing's rating.
Loading reviews…
Similar MCP servers
Other cloud & devops connectors worth a look.
