ChatGPT MCP: plans, setup and what breaks in 2026
ChatGPT MCP means connecting ChatGPT to your own systems through the Model Context Protocol, so it can query your ledger, your CRM or your data warehouse instead of guessing. The protocol started at Anthropic and OpenAI adopted it during 2025, which means a server built once serves both assistants. What differs is everything around the […]
How to build an MCP server for EU accounting software
Most guides on how to build an MCP server stop at a weather API and a stdio transport. That is enough to see the protocol work, and nowhere near enough to point Claude at Exact Online, Yuki or AFAS. European accounting systems bring per-tenant OAuth, per-division rate limits, country-specific ledger structures and a regulator who […]
CLI vs MCP: when a direct query beats an MCP call
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 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
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
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. […]
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The Complete MCP Server Landscape 2026: 5 Families
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
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
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 […]