Document & FinTech Parser MCP
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Document & FinTech Parser MCP extract the multi-page revenue table from annual_report.pdf as JSON"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Document & FinTech Parser MCP
Resilient streaming PDF table extraction, high-res page rasterization, AcroForm flattening, and OCR bounding box dewarp repair.
Built specifically for FinTech developers, legal AI agents, PDF ingestion pipelines, and enterprise automation bots.
⚡ Quickstart
Smithery Install
smithery skill add whambammy/document-fintech-parser-mcpClaude Desktop / Cursor (claude_desktop_config.json)
{
"mcpServers": {
"document-fintech-parser-mcp": {
"command": "npx",
"args": ["-y", "@whambammy/document-fintech-parser-mcp"],
"env": {
"PAYMENT_WALLET": "0x9793E7269b3301893318dEa8338576Ba612F39B3",
"BASE_RPC_URL": "https://mainnet.base.org"
}
}
}
}Related MCP server: document-to-json-mcp
🛠️ Included Tools
Tool Name | Price (USDC) | Capability |
| $0.040 | Extracts multi-page financial tables from complex PDFs with merged cells, ruled/unruled borders, and wrapped column baselines without misaligning cells. |
| $0.035 | Rasterizes complex vector PDF pages into crisp, 300 DPI antialiased WebP/PNG images optimized for multi-modal vision LLMs with zero text clipping. |
| $0.035 | Performs geometric perspective dewarping for photographed and scanned paper documents, correcting camera skew, tilt, and binding curvature. |
| $0.035 | Flattens interactive AcroForms and dynamic XML XFA forms into static, immutable PDF pages with 100% field content preservation for optical validation. |
🔄 End-to-End Workflow
A financial agent receives a scanned loan agreement -> rasterizes pages at 300 DPI -> repairs warped OCR bounding boxes -> extracts financial tables into structured JSON -> flattens any interactive signature forms.
💰 The x402 Base L2 Micropayment Protocol
When an agent invokes a tool without payment, the server responds with a deterministic HTTP 402 Payment Required challenge containing:
Target tool price in USDC
Base Native USDC Contract:
0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913Recipient payout wallet address
Single-use cryptographic nonce
Once broadcasted on Base L2, resubmitting with paymentSignature unlocks deterministic execution.
📄 License
MIT License. Created by Whambammy.
Available Tools
4 toolsocr_bounding_box_dewarp_repairA
Performs geometric perspective dewarping for photographed and scanned paper documents, correcting camera skew, tilt, and binding curvature. (0.035 USDC on Base L2)
Inputs: payload (required), paymentSignature.
pdf_form_xfa_acroform_flattenerA
Flattens interactive AcroForms and dynamic XML XFA forms into static, immutable PDF pages with 100% field content preservation for optical validation. (0.035 USDC on Base L2)
Inputs: payload (required), paymentSignature.
pdf_page_rasterizer_highresA
Rasterizes complex vector PDF pages into crisp, 300 DPI antialiased WebP/PNG images optimized for multi-modal vision LLMs with zero text clipping. (0.035 USDC on Base L2)
Inputs: payload (required), paymentSignature.
pdf_table_stream_extractor_resilientA
Extracts multi-page financial tables from complex PDFs with merged cells, ruled/unruled borders, and wrapped column baselines without misaligning cells. (0.040 USDC on Base L2)
Inputs: payload (required), paymentSignature.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
TDQS
Scored across 4 tools
Each tool performs a distinct operation on documents: table extraction, page rasterization, dewarping/repair, and form flattening. Boundaries are clear from the descriptions, though the rasterizer vs. table extractor split (both PDF-reading, output-different) requires reading descriptions to pick correctly.
All four names are snake_case with a consistent pattern of domain prefix + operation + qualifier (pdf_table_stream_extractor_resilient, pdf_page_rasterizer_highres). Minor deviation: one uses an 'ocr_' prefix instead of 'pdf_', and names are unusually verbose.
Four tools is lean but reasonable for a specialized document-parsing pipeline where each tool handles a distinct transformation. It sits at the low end, leaving little room for composition flexibility.
Covers table extraction, rasterization, dewarping, and form flattening, but a 'Document & FinTech Parser' would be expected to also offer plain text/content extraction, metadata or key-value parsing, and format conversion. Agents needing raw text or structured JSON output would hit a dead end.
Related MCP Connectors
Pay-per-call document and web tools for AI agents: PDF parsing and OCR (Japanese-strong), web and structured extraction, invoice verification, company profiles and PDF utilities. x402 (USDC on Base), no API key; failed calls are never charged.
Extract tables from a PDF. x402 $0.01 USDC, Base. As is, no warranty.
Extract tables from a PDF. x402 $0.01 USDC, Base. As is, no warranty.
Pay-per-call tools for AI agents: product photos, documents, web pages, data. USDC via x402.
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- AlicenseAqualityDmaintenanceConvert PDFs to structured JSON. Extract invoices, bank statements, contracts, and more. Pay per call via x402 USDC.58MIT
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