"Understanding Structured Thinking" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Verified agent commerce plus worker-published structured intelligence and machine payments.
Deterministic validation, parsing, and conversion of regulated B2B payloads over MCP — IBAN/BIC, ANSI X12 healthcare EDI (837P/835/270/271/834), ISO 20022, GS1 barcodes, VAT/VIES, LEI, UDI, DSCSA, and CBAM. Returns typed JSON with structured validation errors.
Preflight FactoryTalk View import CSV files before import. Detects deterministic schema, row, field, and compatibility issues and returns structured exceptions for review.
Unstructured document processing for LLM pipelines. Upload as PDF/DOCX/TXT any supported files, extract structured data (PII-redacted), build LLM-ready datasets, and search/export results — all via MCP tools (document.process, job.status, job.result, dataset.build, dataset.search, dataset.export).
Independent owner-side QA for structured-cabling certification evidence. Reconciles expected cable IDs against contractor CSV exports and identifies missing, unexpected, retest, and test-limit issues for human review.
Structured analysis API and remote MCP tool for text, JSON records and numeric series.
Parse invoice text into structured JSON with line items, totals, tax, validation. Detects arithmetic errors, extracts bank details.
Extract structured JSON from any document: invoices, receipts, contracts, purchase orders, bills. Auto-detects type and returns vendor, customer, line items, totals.
Parse unstructured insurance claim text into structured JSON: claim number, type, policy holder, incident, amounts, status, adjuster, next actions, risk flags.
AI-powered document extraction infrastructure. Convert PDFs, Excel spreadsheets, images, and scanned documents into structured JSON.
APIs and MCP for structured public data, web research, CAPTCHA, and source-bound data cleanup.
A high-performance, edge-native Data Refinery Engine built on Cloudflare's serverless AI stack (Workers, Workers AI, D1, KV, Vectorize) designed to continuously ingest unstructured data, refine it into pristine machine-readable structured intelligence, compute semantic diffs, and serve it directly to AI agents via the Model Context Protocol (MCP) and REST APIs.
Company-specific regulatory assessments for concrete business questions, as structured data or PDF.
Extract structured data from Bills of Lading: parties, ports, containers, incoterms. EU-hosted.
AI web extraction: send URLs + a JSON Schema, get clean structured data. Pay-per-use via x402.
AI takeoff for construction: turn PDF blueprints into structured, traceable quantities.
Extract structured, schema-validated data from any document, including PDFs, scans, images, spreadsheets, and forms, directly inside the chat.
- KamaiOAuthio.kamai.mcp
Kamai is an AI-powered construction blueprint intelligence platform that automatically extracts quantities, measurements, objects, rooms, walls, and other structured data from construction drawings. Through MCP, you can connect Kamai directly to AI assistants and ask questions about your plans in natural language, generate takeoffs and tables, analyze relationships between building elements, and use blueprint data inside broader estimating, procurement, and construction workflows. Kamai turns
Access ScraperAPI tools for web scraping, crawling and structured data from major sites
RChilli MCP Hub is a production-grade MCP server that exposes RChilli's full HR data intelligence platform as 17 AI-callable tools across 4 categories. Built on 15+ years of HR data intelligence, it is trusted by ATS vendors, HR technology platforms, staffing agencies, and enterprise recruiting teams worldwide. Every tool is read-only and returns a consistent, structured JSON response — no raw exceptions, no inconsistent formats.
