{"id":11253,"date":"2026-07-12T00:21:24","date_gmt":"2026-07-11T22:21:24","guid":{"rendered":"https:\/\/gvision.be\/?page_id=11253"},"modified":"2026-08-13T16:10:03","modified_gmt":"2026-08-13T14:10:03","slug":"ai-agent-mcp-gvision","status":"publish","type":"page","link":"https:\/\/gvision.be\/en\/agent-ia-mcp-gvision\/","title":{"rendered":"Agent IA MCP GVISION"},"content":{"rendered":"
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AI Agents & MCP<\/div>

Discover AI agents and<\/span><\/span> MCP in a practical workshop\n<\/span><\/span><\/h1><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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GVISION designs and deploys AI agents capable of executing complete business processes across your CRM, ERP, and internal tools, thanks to the Model Context Protocol (MCP) \u2014 the standard now adopted by Anthropic, OpenAI, Google, and Microsoft to connect AI to your business data.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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<\/i> Secure MCP integration, multi-system<\/span><\/i> Proof of concept in 2 to 4 weeks<\/span><\/i> AI Act Governance & Compliance<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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<\/path><\/svg><\/span><\/span>Discuss my project<\/span><\/div><\/a>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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$<\/span> agent.connect(mcp_server=\"crm-belgium\"<\/span>)<\/div>\r\n
\u2192<\/span> Authentication & Permissions... Right then<\/span><\/div>\r\n
\u2192<\/span> Discovering the available tools... 4 found<\/span><\/div>\r\n
\u2192<\/span> Execution: \"Qualify the 12 new leads\"<\/span><\/div>\r\n
<\/i>Task executed \u2013 human validation required before sending<\/div>\r\n <\/div>\r\n\r\n

\r\n Every sensitive action remains subject to human validation and full logging.\r\n <\/p>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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What is an AI agent and the MCP protocol?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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An AI agent is a system capable of understanding a goal and executing a sequence of actions within your tools (CRM, email, ERP, databases) rather than simply answering a question. The Model Context Protocol (MCP) is the open standard, introduced by Anthropic in late 2024 and now supported by OpenAI, Google, and Microsoft, which allows this agent to be securely and standardly connected to your systems \u2013 often compared to a USB-C port for AI.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Why now<\/div>

The MCP has become the de facto standard \n<\/span><\/span>in just over a year<\/span><\/span><\/h2>

Since its launch in late 2024, the protocol has been adopted by almost all major AI providers \u2013 a rare consensus in the tech industry.<\/p><\/div>

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40<\/span>0<\/span><\/div>%<\/span><\/div><\/div>

business applications will integrate an AI agent by the end of 2026, compared to < 5 % in 2025 (Gartner)<\/h3><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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97<\/span>0<\/span><\/div>M+<\/span><\/div><\/div>

Monthly downloads of the MCP Python & TypeScript SDKs<\/h3><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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28.959<\/span>0<\/span><\/div><\/div><\/div>

Servers and MCP versions listed in the official register (May 2026)<\/h3><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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41<\/span>0<\/span><\/div>%<\/span><\/div><\/div>

companies surveyed already have AI agents in production<\/h3><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Sources: Anthropic (Dec 2025), Official MCP Register (May 2026), Stacklok 2026 Enterprise Software Adoption Survey, Gartner (2026 forecasts).<\/p><\/div><\/section><\/div><\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Anthropic Claude<\/span>\n<\/span>OpenAI \/ ChatGPT<\/span>\n<\/span>Google Gemini & Vertex AI<\/span>\n<\/span>Microsoft Copilot Studio<\/span>\n<\/span>GitHub<\/span><\/span>\n<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Copilot ou agent sur mesure ?<\/div>

Two complementary approaches, <\/span><\/span>non-competing\n<\/span><\/span><\/h2>

You are already using or considering\u00a0<\/span>Microsoft Copilot<\/a>\u00a0<\/span>This is how a bespoke AI agent via MCP distinguishes itself and complements it.<\/p><\/div>

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\u00a0<\/th>Microsoft Copilot<\/th>Bespoke AI Agent (MCP)<\/th><\/tr><\/thead>
Scope<\/strong><\/td>Applications Microsoft 365<\/a> (Word, Excel, Outlook, Teams)<\/td>Your entire ecosystem: CRM, ERP, databases, third-party tools<\/td><\/tr>
How it works<\/strong><\/td>Assists a user with a task, in real-time<\/td>Executes an end-to-end business process, with or without continuous oversight<\/td><\/tr>
Access method<\/strong><\/td>Per-user licence, immediate activation<\/td>Bespoke project, framed according to your internal processes<\/td><\/tr>
Typical use case<\/strong><\/td>Write an email, summarise a meeting, analyse an Excel spreadsheet<\/td>Automatically qualify 200 leads per hour, reconcile financial data between 3 systems<\/td><\/tr>
Ideal for<\/strong><\/td>Rapid and large-scale individual productivity gains<\/td>Automation of repetitive, high-volume processes<\/td><\/tr><\/tbody><\/table><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Sources: Anthropic (Dec 2025), Official MCP Register (May 2026), Stacklok 2026 Enterprise Software Adoption Survey, Gartner (2026 forecasts).<\/p><\/div><\/section><\/div><\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Where to start<\/div>

according to your department<\/span><\/span><\/h2>

Every profession has its highest-value use cases. Here's where to start.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Sales and prospecting<\/span><\/span><\/h3><\/div>

Automatic qualification and enrichment of incoming leads, generation of personalised messages.<\/p><\/div><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Customer service<\/span><\/span><\/h3><\/div>

Resolving first-level requests, detecting signs of dissatisfaction before escalation.<\/p><\/div><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Finance<\/span><\/span><\/h3><\/div>

Automated bank reconciliation, data aggregation, and annotated report generation.<\/p><\/div><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Human resources<\/span><\/span><\/h3><\/div>

CV pre-selection, automated technical tests, multi-week onboarding tracking.<\/p><\/div><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Legal<\/span><\/span><\/h3><\/div>

Contract analysis, detection of non-compliant clauses, proposal of counter-proposals.<\/p><\/div><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Operations & IT<\/span><\/span><\/h3><\/div>

Stock monitoring, code and test generation, IT supervision task automation.<\/p><\/div><\/div><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Our method<\/div>

From idea to agent<\/span><\/span>In production, in 5 steps<\/span><\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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1<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Framing workshop<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Identification of the priority use case based on volume, risk, and business value.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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2<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Proof of concept<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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A pilot agent tested within a limited perimeter, to validate feasibility and value.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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3<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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MCP integration<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Secure connection to existing systems: CRM, ERP, messaging, databases.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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4<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Deployment & training<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Staged deployment and training of teams to collaborate with the agent.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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5<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Supervision and governance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Performance monitoring, adjustments and ongoing compliance of the agent in production.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Security & Governance<\/div>

The MCP opens up possibilities,<\/span><\/span> mais exige de la rigueur\n<\/span><\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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\r\n Identified risk<\/span>\r\n

Prompt injection<\/h3>\r\n

Malicious content can attempt to hijack the agent's instructions via the data it consults \u2014 the number 1 cause of production incidents.<\/p>\r\n <\/i>Our response<\/span>\r\n

Filtering of inputs, human validation on sensitive actions, isolation of untrusted sources.<\/p>\r\n <\/div>\r\n\r\n \r\n

\r\n Identified risk<\/span>\r\n

Excessive access<\/h3>\r\n

An incorrectly configured agent may have broader permissions than necessary on your systems.<\/p>\r\n <\/i>Our response<\/span>\r\n

Strict application of the principle of least privilege and regular review of granted permissions.<\/p>\r\n <\/div>\r\n\r\n \r\n

\r\n Identified risk<\/span>\r\n

Lack of traceability<\/h3>\r\n

Without supervision, it becomes difficult to know what actions an agent has actually performed.<\/p>\r\n <\/i>Our response<\/span>\r\n

Complete logging of actions and supervision dashboards for your IT teams.<\/p>\r\n <\/div>\r\n\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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References: OWASP MCP Top 10, NSA security recommendations on the Model Context Protocol, agentic AI security analyses (2026).<\/p><\/div><\/section><\/div><\/section><\/div><\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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An AI that complies, not just performs<\/span><\/span><\/h3>

Your AI agents must respect the GDPR<\/a> and anticipate the European AI Act. A political agreement on the \"Digital Omnibus\" (May 2026) pushed back the main obligations for high-risk systems from August 2026 to December 2027 GVISION is closely monitoring these developments and integrating these requirements from the design of your agents.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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<\/path><\/svg><\/span><\/span>See what's changing with the European AI Act<\/span><\/div><\/a>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t
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Our offers<\/div>

Three formats, depending on your <\/span><\/span>maturity level\n<\/span><\/span><\/h2><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Each project starts small and expands once its value is demonstrated.<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Discovery & PoC<\/h6><\/div>

On request<\/h4><\/div>
Package \u2014 2 to 4 weeks<\/span><\/div><\/div>
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