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CLI vs MCP: when a direct query beats an MCP call

CLI vs MCP - token cost per operation, roughly 200 versus 50,000

CLI vs MCP is the wrong fight to pick as “which is better” – they win in different places. A direct CLI or SQL call is cheaper per operation and better for high-volume automated pipelines. MCP wins for authentication, multi-user access, governance and letting non-technical people use AI on data. This post shows the real […]

MCP security: what to actually configure in production

MCP security - the production checklist for AI agents on business data

MCP security means five practical things: give the AI a limited key you can switch off, control what it can see at the database level, assume it might read a malicious instruction, require a human to approve important changes, and keep a log that shows which question caused which change. This post explains each one […]

Context layer comparison: Fabric IQ, Cortex Sense & more

Context layer comparison - Fabric IQ vs Cortex Sense vs Airbyte Context Store vs warehouse-first MCP

Three vendors launched a “context layer” within eight weeks: Microsoft’s Fabric IQ, Snowflake’s Cortex Sense and Airbyte’s Context Store. A fourth pattern – warehouse-first MCP – was already doing the same job under a different name. This context layer comparison explains what each one actually is, how they differ in architecture, and who each option […]

Data pipelines in Claude Code: a real walkthrough

Data pipelines in Claude Code - a terminal session checking syncs and reading failure logs over MCP

Claude Code can connect to your data platform over MCP and manage pipelines from the terminal: check what synced overnight, read failure logs, trace lineage before a risky change, and build transformation tables from a prompt. This is a real walkthrough of data pipelines in Claude Code – setup, daily workflow, and the honest limits. […]

AI new

MCP Server

The data foundation for AI agents Build AI agents and chatbots that actually know your business. Peliqan unifies your ERP, CRM, accounting and files into one governed layer, with Text-to-SQL, RAG and an MCP server built in. Request a demo Text-to-SQL, RAG and MCP SOC 2 Type II ISO 27001 certified Everything your agents need […]

The Complete MCP Server Landscape 2026: 5 Families

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The best MCP servers in 2026 don’t share a single shape. There are more than 10,000 active public MCP servers now, and they fall into five very different families, each with genuine strengths and honest constraints. This is the complete MCP server landscape, organized as a buyer’s map. Where your data lives, what you need […]

NIS2 + MCP: Ship AI Agents Without Breaching Article 21

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Around 160,000 organisations across the EU now fall inside the scope of the NIS2 Directive (Directive (EU) 2022/2555), up from roughly 15,000 under the original 2016 NIS Directive. Every one of them that wires an AI agent into an operational system has just added a piece of ICT supply-chain risk that Article 21 turns into […]

AdminPulse MCP server | Connect to Claude

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MCP Server AdminPulse Query and update AdminPulse with AI Connect AdminPulse to Claude, ChatGPT, or any MCP client through Peliqan. Ask practice-wide questions in plain English, join AdminPulse with Silverfin, Yuki, Billit, AFAS, Exact Online, and 300+ other sources, and update client files, deadlines, and time entries with audited writeback. Start for free Book a […]

Visma E-conomic MCP server | Connect to Claude

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MCP Server Visma E-conomic Query Visma E-conomic with AI and write back to your books Connect Visma E-conomic to Claude, ChatGPT, or any MCP client through Peliqan. Ask questions across your Danish and Norwegian books in plain English, join e-conomic with HubSpot or any Visma sibling (Yuki, Silverfin, Teamleader), and post audited journal entries back […]

Fortnox MCP Server | Connect AI Agents to Fortnox Data

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MCP Server Fortnox Query Fortnox with AI and write back to your books Connect Fortnox to Claude, ChatGPT, or any MCP client through Peliqan. Ask questions across your Swedish accounting data in plain English, join Fortnox with HubSpot, Visma E-conomic, or any of 300+ apps, and post audited journal entries back to your books with […]