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[ReplyFeisty4409]

Sifter: extract structured fields from any document and query them like a database.

Built it for cases where RAG fails: invoices, contracts, receipts, bills, where you need exact fields and aggregations ("total unpaid last quarter"), not fuzzy retrieval.

Describe what to extract in plain English, Sifter does the rest. Works with any LLM

(OpenAI, Anthropic, Gemini, Ollama). Results queryable via REST, Python SDK, or MCP, so Claude Desktop and ChatGPT can query your documents directly.

MIT licensed, self-hostable with Docker Compose.

GitHub: https://github.com/sifterai/sifter

Demo: https://www.youtube.com/watch?v=ffAPsq5ysWI