Document data extraction MCP servers

A server here extracts text or fields from documents, receipts or scans (OCR).

Not here: converting file formats.

573servers
292 remote281 localTagged by Odel's AI, which can make mistakes
By GitHub stars, at most two per publisher
  1. Number 1: Agent402.Tools: pay-per-call web tools@mikeypetrillo/agent402Agentic Finance: 500+ agent tools, multi-chain USDC over x402 or MPP, or free via proof-of-work9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.41 GitHub stars.
  2. Number 2: Ausca@ausca/agent-servicesPay-per-call APIs and MCP services for agents, no accounts or keys, with verifiable receipts.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.36 GitHub stars.
  3. Number 3: HKEx Filings@simonplmak-cloud/hkex-filingsLive HKEx (Hong Kong Stock Exchange) regulatory filings for AI agents.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.16 GitHub stars.

Best fit

341 made for this, ranked by starsRemoteLocal
  1. Document to JSON – PDF Invoice/Statement/Contract Parser @fashionmascherine-svg/document-to-json-mcpTurn any PDF into structured JSON via AI + OCR: invoices, bank statements, contracts.10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.8 GitHub stars.
  2. Expense @assaf/expenseReceipt tracker with no friction: receipts arrive by email and file themselves6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.6 GitHub stars.
  3. Oncofiles @peter-fusek/oncofilesAI-powered medical document management for cancer patients. Google Drive, Gmail, Calendar via MCP.10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.5 GitHub stars.
  4. Extend @extend/extendTurn documents into structured data: parse, extract, classify, split, and fill PDF forms.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.2 GitHub stars.
  5. Tools for Agents @max124vip-dev/tools-for-agentsDecision Layer for AI Agents — 58+ tools, Advisor, MCP. Free key: POST /v1/register {}.16% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.2 GitHub stars.
  6. Receipt Extraction @acjlabs/receipt-extractionAU GST/ABN receipt extraction — assigns entertainment/ITC tax codes per line, not just OCR.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.2 GitHub stars.
  7. HireLayer @hirelayer/hirelayerResume and CV parsing, candidate matching and ranking for recruiting and ATS AI agents.7% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.1 GitHub stars.
  8. NetCafe Documents @ainetcafe/netcafe-docsStatements, invoices, tables, ledgers — every result carries its own arithmetic proof.7% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  9. APICK @apick/allAPICK Korean data, simple-auth lookups, OCR, search, conversion, image, video and TTS18% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  10. APICK Identity @apick/identityKorean ID document verification and PII masking APIs12% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  11. Signal Nodus SEC Filings @signalnodus/sec-filingsAmendment-safe 10-K/10-Q section diffs, claim checks vs XBRL, 8-K events. Accuracy published.7% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.1 GitHub stars.
  12. AI NetCafé @ainetcafe/ai-netcafeTables and ledgers checked by arithmetic, not by a model. 24 tools. MCP 2026-07-28 ready.7% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  13. Unstructured Transform @unstructured/transformTurn documents into structured, AI-ready data by parsing, enriching, chunking, and embedding.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.1 GitHub stars.
  14. ForceDream @forcedreamai/mcp-serverDiscover, invoke, and trustlessly verify ForceDream AI agents with cryptographic proofs. 17 tools.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  15. Bankstatemently @bankstatemently/bankstatemently-mcpConvert PDF bank statements into structured transactions, accounts, and balances.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  16. FilingFirehose @filingfirehose/firehoseSEC EDGAR filings parsed: 8-K body-text classification, 13D activist tagging, S-3 ATM detection.3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  17. Gemina @gemina/geminaExtract, search and tag any document: invoices, receipts, contracts, templates. OAuth or API key.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.1 GitHub stars.
  18. Mervext @vstudiodigital/mervextExtract invoices, receipts and contracts into structured JSON. EU-hosted, per-field confidence.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  19. DueBuddy — invoice parsing and polite reminders @antondrakon/duebuddy-invoicesRead incoming supplier invoices through a remote MCP server and get structured data for accounting.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  20. NyayAssist @nyayassist/nyayassistIndian legal research, judgments and Acts, drafting, translation, matters and due diligence.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  21. Xonta Docs RU @mrsergeiluzhnov/xonta-docsRussian docs for AI agents: invoices/acts PDF, document parsing, INN checks, medical ad checksNot assessed yet.A remote server; no sign-in.

Also touches on Document data extraction

112 where it is one part of a bigger job