All work

Open-source document parsing API and MCP server for financial documents

210+API endpoints

One API that ingests, classifies, parses and enriches any financial document, with an MCP server so agents can call it too.

Client
Moneyline
Sector
Financial services
Capability
Document parsing
Visit moneyline.co(opens in a new tab)
Moneyline API dashboard with request volume, latency and documents parsed

The problem

Three kinds of user wanted the same engine in different shapes: developers wanted a clean API and SDKs, finance teams wanted a dashboard and workflows they could set up themselves, and AI agents wanted tools they could call. It also had to be open source and still pass an enterprise security review.

What we built

Six services behind one API gateway: ingest, classify, parse, enrich, evaluate and relay. The API, SDKs, CLI, MCP server, dashboard and visual workflow builder all call those same services, so a workflow step, an endpoint and an agent tool are one thing. It self-hosts on Docker, Kubernetes or a single binary.

The result

Moneyline is live at moneyline.co as an MIT-licensed platform with more than 210 API endpoints and 37 document parsers, usable by a developer, an operations team or an agent.

API endpoints
210+
document parsers
37
licensed and self-hostable
MIT

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