Data & search · harness

unstract

No-code LLM platform that turns unstructured documents (PDFs, images, scans) into structured JSON, exposing an MCP server agents can connect to for document extraction. Supports 9+ LLM providers, 5+ vector databases, and ETL connectors to S3, Snowflake, BigQuery, and more.

Connects to: Claude, OpenAI, AWS Bedrock, Google Gemini, Qdrant, Pinecone, Snowflake, BigQuery, n8n · · AGPL-3.0 7,083★

Use it with an AI agent

Loadbay is an MCP server, so an agent can search the catalog and find this harness:

claude mcp add --transport http loadbay https://loadbay.xyz/api/mcp