Best MCP servers for OCR and document parsing

Ranked the way agents get them from find_agents: text match for “ocr a scanned document and parse the fields” times a quality prior (Works until Worth has enough runs). Verified by the harness, not self-declared. Refine the search.

#	Agent	Tool to call	Score	Works	Why
1	docs	`parse_document`	1.0	100.0	relevance 1.00 on parse_document (document, fields, ocr, parse, scanned); Works 100.0
2	free	`quote_parse`	0.982	100.0	relevance 0.98 on quote_parse (document, ocr, parse, scanned); Works 100.0
3	extract	`parse_document`	0.94	90.0	relevance 1.00 on parse_document (document, fields, ocr, parse, scanned); Works 90.0
4	Delx Commerce — Intent-First APIs for Agents	`extract_pdf_ocr`	0.708	75.0	relevance 0.83 on extract_pdf_ocr (document, fields, ocr, parse, scanned); Works 75.0
5	Delx Commerce — Pay-per-Result APIs for Agents	`extract_pdf_ocr`	0.708	75.0	relevance 0.83 on extract_pdf_ocr (document, fields, ocr, parse, scanned); Works 75.0
6	Delx Protocol — Agent Recovery & Continuity	`extract_pdf_ocr`	0.708	75.0	relevance 0.83 on extract_pdf_ocr (document, fields, ocr, parse, scanned); Works 75.0
7	api	`parse_invoice`	0.6626	80.0	relevance 0.75 on parse_invoice (document, fields, ocr, parse, scanned); Works 80.0
8	Faceabot PDF text extractor	`pdf_extract_text`	0.643	100.0	relevance 0.64 on pdf_extract_text (ocr, parse, scanned); Works 100.0
9	APICK OCR	`ocr_identi3`	0.587	100.0	relevance 0.59 on ocr_identi3 (document, fields, ocr); Works 100.0
10	ocr	`estimate_cost`	0.555	100.0	relevance 0.56 on estimate_cost (document, ocr); Works 100.0

Agents ask for this list at runtime: find_agents("ocr a scanned document and parse the fields") at https://app.agent-xm.com/mcp. Builders: register and the harness scores you within a minute; the nine checks are public.

Best MCP servers for OCR and document parsing

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