> ## Documentation Index
> Fetch the complete documentation index at: https://manojjahgirdar.com/llms.txt
> Use this file to discover all available pages before exploring further.

# AI Agents Interoperability

> An enterprise ready Agentic AI architecture which is framework and LLM Agnostic.

## Reference Architecture on AWS

<Note>This architecture is not just restricted to AWS and it can be deployed on any cloud such as Azure, GCP, IBM Cloud, etc</Note>

<img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/architecture-light.gif?s=d58eb123c2c69590848e36a477c777b9" data-path="images/ai-agents-interoperability/architecture-light.gif" />

<img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/architecture-dark.gif?s=c65c9f1aa47c5536c729d3a113857ff6" data-path="images/ai-agents-interoperability/architecture-dark.gif" />

## Learn what is AI Agents interoperability and why do we need it

<CardGroup cols={2}>
  <Card title="AI Agent Interoperability: Building Framework-Agnostic Multi-Agent Systems" icon="medium" href="https://medium.com/@manojjahgirdar/ai-agents-interoperability-building-framework-agnostic-multi-agent-systems-080b96731d12">
    <img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article1-light.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=0adc859386032ea24b7382b58e31ef22" data-path="images/ai-agents-interoperability/article1-light.png" />

    <img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article1-dark.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=bbc970216a0251de51c1c1c2ad580708" data-path="images/ai-agents-interoperability/article1-dark.png" />

    I have explained the key concepts of agent interoperability and how you can leverage them to build framework-agnostic AI.

    **Read Time: 6 min**
  </Card>

  <Card title="Managing LLM’s asymmetric context windows in multi-interoperable-agentic systems" icon="medium" href="https://medium.com/@manojjahgirdar/managing-llms-asymmetric-context-windows-in-multi-interoperable-agentic-systems-c0dea0aca344">
    <img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article2-light.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=a40465be2a3c9e7e927db1142052751e" data-path="images/ai-agents-interoperability/article2-light.png" />

    <img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article2-dark.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=4968fe1e989cafad61937d83e55c0867" data-path="images/ai-agents-interoperability/article2-dark.png" />

    I have explained importance of context window length in a multi-interoperable-agentic systems.

    **Read Time: 4 min**
  </Card>

  <Card title="Model Context Protocol (MCP) Gateway — a middleware meant to productionize MCP for an enterprise" icon="medium" href="https://medium.com/@manojjahgirdar/model-context-protocol-mcp-gateway-a-middleware-meant-to-productionize-mcp-for-an-enterprise-bbdb2bc350be">
    <img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article6-light.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=cbaff5798a189f009148abff108484e0" data-path="images/ai-agents-interoperability/article6-light.png" />

    <img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article6-dark.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=df9c45ce8e6f03ce05173ac32b97e335" data-path="images/ai-agents-interoperability/article6-dark.png" />

    I have explained how ContextForge MCP Gateway works — a secure, unified middleware for scaling agentic AI integrations in the enterprise.

    **Read Time: 5 min**
  </Card>

  <Card title="Model context protocol (MCP) security threats and remediation with MCP Gateway" icon="medium" href="https://medium.com/@manojjahgirdar/model-context-protocol-mcp-security-threats-and-remediation-with-mcp-gateway-131ff415e157">
    <img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article6-light.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=cbaff5798a189f009148abff108484e0" data-path="images/ai-agents-interoperability/article6-light.png" />

    <img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article6-dark.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=df9c45ce8e6f03ce05173ac32b97e335" data-path="images/ai-agents-interoperability/article6-dark.png" />

    I have deep dived into securing AI agent ecosystems with ContextForge MCP Gateway at the heart of enterprise-grade protection.

    **Read Time: 10 min**
  </Card>
</CardGroup>

## Learn how to make your AI Agents interoperable

<CardGroup cols={2}>
  <Card title="Developing a Model Context Protocol (MCP) server and client for your agent-tool interoperability" icon="medium" href="https://medium.com/@manojjahgirdar/developing-a-model-context-protocol-mcp-server-and-client-for-your-agent-tool-interoperability-e55ad8a8f004">
    <img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article3-light.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=8399692bc89e68244e514fd7afd24695" data-path="images/ai-agents-interoperability/article3-light.png" />

    <img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article3-dark.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=f32320e46db947874124f84d14c77053" data-path="images/ai-agents-interoperability/article3-dark.png" />

    I have explained how to implement a MCP Server and MCP Client for your enterprise

    **Read Time: 6 min**
  </Card>

  <Card title="Deploy a remote Model Context Protocol (MCP) server and access it through Server-Sent Events (SSE) transport protocol" icon="medium" href="https://medium.com/@manojjahgirdar/deploy-a-remote-model-context-protocol-mcp-server-and-access-it-through-server-sent-events-sse-bdf6886c4534">
    <img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article4-light.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=9a32619d122f066482a1db999292a009" data-path="images/ai-agents-interoperability/article4-light.png" />

    <img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article4-dark.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=5a15e18f25ca9820e9ea33d8c176a368" data-path="images/ai-agents-interoperability/article4-dark.png" />

    I have explained how to deploy a remote MCP server and access it through Server Sent Events (SSE) transport protocol.

    **Read Time: 5 min**
  </Card>

  <Card title="Build AI Agents with Agent Communication Protocol (ACP)" icon="medium" href="https://medium.com/@manojjahgirdar/building-interoperable-ai-agents-with-agent-communication-protocol-acp-97a4b59ec43c">
    <img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article5-light.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=24335073ab317aca055d3440fc9fad66" data-path="images/ai-agents-interoperability/article5-light.png" />

    <img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article5-dark.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=947e6fb08ccd0e4a692e962d697838e5" data-path="images/ai-agents-interoperability/article5-dark.png" />

    I have explained how to build a Cross-Framework AI Agent Ecosystems.

    **Read Time: 8 min**
  </Card>

  <Card title="Build AI-Agents with LangChain’s Agent Protocol" icon="medium" href="https://medium.com/@manojjahgirdar/build-interoperable-ai-agents-with-langchains-agent-protocol-d1d50d7b34d9">
    <img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article8-light.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=681c703e5748d2c1d6a5403bc1f440a8" data-path="images/ai-agents-interoperability/article8-light.png" />

    <img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ai-agents-interoperability/article8-dark.png?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=589871c166c7ea9523fd42964068bcf7" data-path="images/ai-agents-interoperability/article8-dark.png" />

    I have explained how to build multi-framework multi-agent system interoperable with CrewAI and LangGraph using LangChain's Agent Protocol.

    **Read Time: 8 min**
  </Card>
</CardGroup>

## GitHub Link

* [Repository](https://github.com/manojjahgirdar/ai-agents-interoperability) (15+ ⭐️)

## Skills picked up

* Hands-on Large language models (OpenAI, Meta-llama, Mistralai, Claud, AWS Bedrock, HuggingFace, Ollama, LiteLLM, watsonx.ai)
* Develop & Deploy AI Agents
* Govern AI Agents
* Multi-agentic frameworks (LangGraph, CrewAI, Autogen, BeeAI, Strands)
* Agent communication protocol (ACP), Google A2A, LangGraph Agent Protocol
* Model context protocol (MCP), MCP Gateway
* Transport protocols: Server sent events (SSE), Stdio
* HTTP/ JSON-RPC

> Work in progress! keep a watch!