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What is Model Context Protocol (MCP)?

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What is Model Context Protocol (MCP)?

Last updated on November 16, 2025

  • An open, model‑agnostic protocol introduced by Anthropic in November 2024, designed to standardize how AI systems (huge language models, LLMs) connect with external data sources and tools via a JSON‑RPC interface.

  • Often likened to a “USB‑C port for AI,” offering a universal interface rather than bespoke integrations per system.

model context protocol mcp architecture

Key Benefits of MCP

  • Provides a standardized interface so LLMs can easily connect to multiple tools and data sources without custom adapters.

  • Solves the “N×M” problem, removing the need to build a unique connector for every AI–tool combination.

  • Ensures structured and validated exchanges, supporting better debugging, version control, and reliability in multi-agent systems.

  • Gives developers access to a growing set of pre-built servers (e.g., GitHub, Slack, Google Drive) that can be reused across AI apps.

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  • Enables secure, offline-capable MCP servers, allowing agents to run locally without exposing sensitive data.

  • Supports OAuth 2.1 and authorization safeguards, ensuring secure communication and controlled resource access.

  • Allows LLMs to autonomously orchestrate multi-step tasks, deciding which tools to use and chaining actions together.

Examples

  • Pre-built servers: GitHub, Google Drive, Slack, PostgreSQL, Puppeteer.

  • Enterprise adoption: Block (Square), Replit, Codeium, Sourcegraph.

  • Platform support:

    • OpenAI → ChatGPT desktop app, Agents SDK, Responses API.

    • Google DeepMind → Gemini models.

    • Microsoft → Windows AI Foundry, Copilot Studio.

  • Claude Desktop → Can browse local files via MCP.

Use Cases

  • Replit/Zed assistants read project context.

  • Pull CRM, docs, and knowledge bases into workflows.

  • Natural-language queries → SQL → results.

  • Search docs → query DB → send Slack message.

  • LLMs plan & execute resource functions.

References

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Written by: Ace Kenneth Batacandulo

Ace is AWS Certified, AWS Community Builder, and Cloud Consultant at Tutorials Dojo Pte. Ltd. He is also the Co-Lead Organizer of K8SUG Philippines and a member of the Content Committee for Google Developer Groups Cloud Manila. Ace actively contributes to the tech community through his volunteer work with AWS User Group PH, GDG Cloud Manila, K8SUG Philippines, and Devcon PH. He is deeply passionate about technology and is dedicated to exploring and advancing his expertise in the field.

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