Model Context Protocol (MCP) LLM Gateway Server

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A Model Context Protocol (MCP) LLM Gateway Server is an LLM gateway server that enables LLM integration with external data sources and tool systems through Model Context Protocol (MCP) interfaces using the Model Context Protocol (MCP).



References

2025-05-19

  1. Citations Section - Expanded and Verified
    • Citations:
[1] Anthropic, "Introducing the Model Context Protocol (MCP)" - Open standard for connecting AI assistants to data/tools. https://www.anthropic.com/news/model-context-protocol (Released November 2024)
[2] Anthropic MCP Specification (2025-03-26) - Official technical specification document with architecture details. https://modelcontextprotocol.io/specification/2025-03-26
[3] Anthropic MCP Tools Documentation - Explains tool definitions, calling mechanisms, and differences from read-only resources. https://modelcontextprotocol.io/docs/concepts/tools
[4] K2View, "What is Model Context Protocol? (Practical Guide)" - USB-C analogy, MCP for enterprise data in real-time with compliance considerations. https://www.k2view.com/model-context-protocol/
[5] K2View, "RAG vs MCP" - Comparison of retrieval augmentation vs model-driven context calls. https://www.k2view.com/model-context-protocol/ (Section within the guide)
[6] LangChain Blog, "MCP: Flash in the Pan or Future Standard?" (Nov 2024) - Dialogue on MCP vs LangChain tools, noting MCP's strength in adding tools to agents without modifying code. https://blog.langchain.dev/mcp-fad-or-fixture/
[7] Ashraff Hathibelagal, "Understanding Model Context Protocol (MCP)" - Medium article emphasizing MCP as a standardized adapter for LLMs. https://medium.com/predict/understanding-model-context-protocol-mcp-771f1cfb3c0a (March 2025)
[8] Unified.to Blog, "When to use (and not use) MCP" - Describes MCP as a standard for LLMs to reason, plan, and act with tools, memory, and APIs. https://unified.to/blog/when_to_use_and_not_use_model_context_protocol
[9] Janakiram MSV, "MCP: A Primer for Developers" (TheNewStack/LinkedIn, Apr 2025) - Positions MCP as a gold-standard, "REST-equivalent" for AI integration. https://www.linkedin.com/pulse/model-context-protocol-primer-developers-janakiram-msv-uedlc
[10] Boomi, "How to Use Model Context Protocol the Right Way" (Oct 2024) - Discusses the need for an agent-oriented integration layer and MCP's role, plus enterprise considerations. https://boomi.com/blog/model-context-protocol-how-to-use/
[11] LangChain Changelog, "MCP Adapters for LangChain and LangGraph" - Details on LangChain's integration with MCP. https://changelog.langchain.com/announcements/mcp-adapters-for-langchain-and-langgraph
[12] PydanticAI Documentation, "Model Context Protocol (MCP)" - Information on PydanticAI's support for MCP. https://ai.pydantic.dev/mcp/