Document understanding

Everything here was classified as document understanding by keyword match against the maintainer's own description, so treat the grouping as a starting point rather than a verdict.

The list is ordered by the most recent commit, not by stars. A popular project that stopped in 2024 is not a better answer than a smaller one shipped last week.

Listed, not yet verified by us (60)

Published to the registry, but we have not yet checked its repository. Treat the entry as the maintainer’s claim only.

• UCAI — v0.1.0
  UCAI — The ABI-to-MCP Server Generator. Convert any smart contract ABI into an AI-ready MCP server.
• three.ws Billing — v0.1.1
  An agent's account economics — plan quotas, metered usage, invoices, receipts, and earnings.
• Documentation Extractor — v1.0.0
  Extract llms.txt from any docs site - Mintlify Docusaurus GitBook parser
• Solidity Compiler IDE — v1.0.0
  Browser Solidity compiler IDE - smart contract development testing deploy
• three.ws Tutor — v0.1.0
  Read a Pay-As-You-Learn tutoring session's itemized tab and close it for an attested invoice.
• io.github.Nizoka/pdfnative-mcp — v1.5.0
  PDF native MCP server: generate, validate, sign PAdES, embed, extract. AI-powered.
• io.github.nkpar/coda — v0.2.1
  Interact with Coda.io documents, tables, and rows via the Coda API
• SchemaSure — structured extraction — v0.3.0
  Extract schema-valid JSON from text/HTML or document images. Pay per call via x402 V2.
• URLs-LE — v2.2.2
  Extract URLs from documentation, configuration and code, with their protocol and position.
• Local FAISS MCP Server — v0.2.0-rc.3
  Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.
• io.github.NonicaTeam/ai-connector-for-revit — v1.0.19
  +50 tools to inspect, select, edit and document elements in live Revit models.
• Contractor License Verification (TradesAPI) — v0.8.0
  Verify contractor licenses: 50 states + DC + 8 cities — status, expiration, disciplinary history.
• tieline — v0.1.4
  Static FE-BE contract-drift checker: finds frontend calls the backend does not expose. CLI + MCP.
• GitLab Documentation MCP Server — v0.1.1
  Searchable access to GitLab documentation from multiple repositories with full-text search.
• io.github.nvlang/verso — v0.4.2
  MCP server to read Verso-generated documentation sites (e.g., the Lean Language Reference).
• io.github.NyxToolsDev/quickbooks-mcp-server — v0.1.1
  Connect Claude to QuickBooks Online — query finances, create invoices, run reports
• io.github.oborchers/tablestakes — v1.1.0
  Read and edit HTML/Markdown tables in GitBook-synced documents via MCP tools.
• io.github.ObscuritySRL/umbriel — v1.14.0
  See and drive a whole Windows machine from Bun — apps, input, screen, OCR, registry, OS — via MCP.
• HORIZON SHIELD YAKUMO (verified contractor directory) — v2.1.0
  Neutral, verification-gated MCP directory of Japan construction contractors (KIRA-audited).
• Document Integrity Validator — v1.0.20
  AI reasoning checks any document against known international standards before your agent acts on it.
• io.github.oktopeak/clio-mcp — v2.0.1
  Connect Claude to Clio: 26 tools for matters, contacts, documents, tasks, billing, audit logs.
• io.github.oktopeak/mycase-mcp — v1.0.4
  Connect Claude to MyCase: cases, contacts, documents, tasks, calendar, calls, time, billing, staff.
• io.github.Omnipotent6/inkmotion — v1.0.0
  Turn a topic, URL, or document into a narrated, animated explainer video.
• Open Agreements — v0.8.0
  Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment) as DOCX files.
• MinerU Open MCP — v1.0.20
  Parse PDFs, images, doc, docx, ppt, pptx, xls, xlsx, html into Markdown using MinerU API.
• OpenHeritage Public Search — v2.9.6
  Search Ukraine's largest public collection of memorial, grave, and archival document data.
• io.github.opspawn/bazaar-mcp — v1.0.2
  x402 micropayment-powered developer tools: screenshots, AI analysis, PDFs, code scanning
• io.github.OrderlyNetwork/orderly-mcp — v1.1.1
  MCP Server for Orderly Network - Documentation and SDK patterns
• io.github.oro-intel/oro-intel-mcp — v1.0.0
  UK public procurement data for AI agents: tenders, contracts, buyer and supplier profiles.
• io.github.oscal-compass/compliance-trestle-mcp — v0.1.2
  An MCP server that provides tools to author OSCAL security compliance documentation
• io.github.OwenMaine/dockase-legal-mcp — v1.0.0
  Nigerian & Commonwealth legal reasoning, RAG search, contract analysis, and citation verification.
• Tolk MCP Server — v1.0.0
  MCP server for the Tolk smart contract compiler. Compile, validate, and explore TON contracts.
• io.github.ozanmutlu/gitlab-docs — v1.0.1
  GitLab documentation search for AI assistants via Model Context Protocol (MCP)
• NIRA Screen Vision MCP — v1.0.1
  Real-time screen capture + AI vision for Claude — see, analyze, and OCR your screen
• io.github.Pantheon-LadderWorks/omni-scanner — v0.7.3
  Codebase observatory with 56+ scanners for git health, architecture, and documentation.
• io.github.paperandbeyond23-gif/propzapi — v0.2.0
  Image generation API: render HTML/CSS templates to PNG, JPEG, WebP or PDF, plus URL screenshots.
• ParseRelay — v0.1.1
  Parse a document into structured, confidence-scored fields. Bring your own model, pay per scan.
• Parseur — v1.6.0
  Manage Parseur.com mailboxes, parser fields, documents, exports and webhooks.
• io.github.ParthJadhav/telegram-notify-mcp — v1.0.1
  Send Telegram notifications from AI agents — text, photos, and documents.
• io.github.pathmodeio/mcp-server — v1.6.0
  Build intent specs via Socratic AI conversation. Connect to your Intent Layer for context.
• EU Compliance Tools (pay-per-call, x402) — v1.1.0
  Agent bookkeeping, sanctions, KYB, VAT and e-invoice checks - pay per call in USDC
• Pine Script v6 Documentation — v0.6.17
  Pine Script v6 documentation lookup, function validation, and linting for AI code generation
• io.github.PavelGuzenfeld/media-forge — v0.2.0
  MCP server for generating diagrams, charts, presentations, and animations for Markdown documentation
• PDF4me — v1.0.0
  PDF & document automation via the PDF4me API — convert, OCR, extract, edit, secure.
• PDFCrowd PDF Export — v1.2.2
  Create polished, professional PDFs from a single prompt. Documentation, reports, charts, and more.
• io.github.penny4nonsense/mcp-pymupdf — v0.1.1
  MCP server for reading PDFs using PyMuPDF. Supports local files and URLs.
• Oncofiles — v4.9.0
  AI-powered medical document management for cancer patients. Google Drive, Gmail, Calendar via MCP.
• mkdshare.DEV — v1.0.0
  Publish and share access-controlled Markdown documents from any MCP-enabled AI tool.
• io.github.philrox/ris — v1.0.2
  Access Austrian laws, court decisions & legal documents via the RIS API.
• io.github.phoenice-labs/universal-test-framework — v1.0.2
  Polyglot MCP test generation with 8-section contract enforcement across Python, TS, Java, Go, C++.
• io.github.pictify-io/mcp — v1.3.0
  Generate images, GIFs, and PDFs from HTML, URLs, or templates — from your AI agent.
• io.github.piiinpiiins/zotero-mcp-local — v0.1.4
  Search, read PDFs, and find related papers in your local Zotero library. Read-only, 100% local.
• Bts — v0.1.0
  U.S. Bureau of Transportation Statistics (BTS) — data.bts.gov open-data portal (Socrata platform).
• Ca Procurement — v0.1.0
  California state contract awards & purchase orders: search, top vendors, agency spend — keyless
• Cdc — v0.1.0
  CDC MCP — wraps CDC open data via Socrata API (data.cdc.gov)
• Colombia Secop — v0.1.0
  Colombia SECOP MCP — Colombian government procurement (public contracting).
• Committee Releases — v0.1.0
  Committee Releases — documents congressional committees publish on their OWN
• Congressional Documents — v0.1.0
  Congressional Documents — full-text search and retrieval over the official
• Data Austin — v0.1.0
  DataAustin MCP — Austin, TX open data (data.austintexas.gov, Socrata SODA API).
• Data Batonrouge — v0.1.0
  Baton Rouge Open Data (data.brla.gov) Socrata MCP.

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How this page is ordered

Entries are grouped by whether anyone is still working on them, using the date of the most recent push to the repository. They are not ordered by stars, because a star is a bookmark somebody left once and never took back.

Where we have not checked an entry yet, it says so rather than being mixed in with the verified ones.