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"Understanding the Concept of LLM Context" matching MCP connectors:

GET /v1/connectors – MCP directory API reference

Matching Connector Tools:

  • Get better answers from business data. Serve data from CRMs, databases, ERPs or SaaS apps via Dataddo MCP, which adds needed context and descriptions to improve correctness and reduce confidently wrong answers.

  • Taokeh is accounting software for Malaysian SMEs — double-entry books, LHDN e-Invoice (MyInvois), SST, and full statutory payroll — and this connector opens a company's live books to the AI its owner already uses. 59 tools. The reads answer real questions from the ledger: P&L and balance sheet with server-computed comparisons, cash position, A/R and A/P aging, per-channel marketplace sales, an 8-week cash-flow forecast, tax position, document search with e-Invoice standing, and a one-call daily brief. The writes are drafts only — expenses, invoices, bills, quotes, purchase orders, receipts, credit and debit notes, adjusting journals, bank-statement imports and bank-row suggestions — every figure re-checked by the server, every draft waiting for a human tap in Taokeh. The AI can also work the Shoebox: staff snap paper on free phone logins, and the connector lists the pile, reads each photo, and files the draft with the original attached — the server maps its own stored copy, so the document trail stays byte-perfect. One connection is bound to one company at consent; no tool takes a company argument. Migrating from another system? The same connector stages the chart of accounts, opening balances, contacts, products, historical documents and workspace settings onto the owner's own review screens. Bring your own AI subscription — no per-call fees.

  • Find the cash trapped in your inventory, then size reorder points, safety stock and EOQ.

  • How Office of the CFO software really works: cited findings on AP, ERP, procurement and more.

  • Free to compete: testnet faucet funds everything. Audit an AP queue for overpayments.

  • ConnectPlug (CPlug) POS and ERP for restaurants, food service and retail, with the full official RES

  • Olist Tiny e-commerce ERP (formerly Tiny ERP) with the full official REST API v3, products, stock, o

  • Bling ERP (SMB and e-commerce management, by Locaweb) via the official v3 API, sales orders, product

  • Microvix retail ERP (Linx, part of the Stone group) for store chains and franchises, via the officia

  • Looks up the electronic invoice numbering voidings for a company from the CNPJ and year. Platform-ho

  • Tiny (Olist Tiny) e-commerce ERP, one of the most used by online stores and marketplace sellers in B

  • Structure-only reference for the vanilla Ross ERP 8.0 schema, UI menu tree, and program catalog.

  • Sales force and rep ERP on Mercos via the official API. List orders, customers, products, price tabl

  • GestãoClick ERP (business management for SMBs) via the official API: customers, suppliers, products

  • Read-only access to business data from Exact Online, Twinfield, AFAS, Nmbrs, Moneybird, HubSpot and 30+ other sources for ChatGPT, Claude and other MCP clients. DigiData syncs each source into a dedicated PostgreSQL database per customer; the MCP server exposes bounded tools (list_sources, list_tables, describe_table, query_table, aggregate_table, get_sync_status) over admin-approved tables and columns only. OAuth 2.1, no write tools, no arbitrary SQL.

  • Farm management for Brazilian farms: pest scouting, rainfall, work orders, inventory, fleet, post-harvest and cost per field. Reads and records, with OAuth on the user's own upCampo account. Nothing is ever deleted.

  • syn.tax connects AI assistants to authorized client data, deadlines, assignments, documents and time tracking for German tax advisory firms. DATEV features use the firm's configured connection. Remote MCP over HTTPS with OAuth 2.1 and dynamic client registration; access follows the signed-in user's permissions. A syn.tax account and firm access are required. Official MCP Registry: de.syn-tax/syn-tax. Website and setup: https://syn-tax.de/integrationen.

  • Loan and lease schedules: payment, interest, early settlement and the journal, to the minor unit.

  • [A4B](https://a4b.ai/) is a flat-rate CMMS (asset & maintenance management) that ships a native MCP server — an integration still uncommon in the CMMS category. AI assistants like Claude and ChatGPT can query asset inventory, create and update assets and maintenance tasks, search history, and generate reports. Secured with OAuth sign-in, audit logging, and per-organization isolation. Docs: https://docs.a4b.ai/mcp/

  • DataGrout is an enterprise MCP gateway that connects AI agents to Salesforce (700+ tools), QuickBooks Online (550+ tools), Oracle Fusion Cloud (1,000+ tools), and any MCP-compatible system through a single endpoint. Semantic tool discovery surfaces the right tools from plain language goals without flooding the agent context with hundreds of schemas. Every workflow is verified with a Cognitive Trust Certificate before execution. Warden scans every tool output for prompt injection before it reache