Showcase: ApeRAG - Production GraphRAG Platform Built with mcp-agent

[earayu]

Hi mcp-agent team!

We built ApeRAG using mcp-agent as our core agent framework.

🚀 Live demo: https://rag.apecloud.com/

About ApeRAG

Production-ready RAG platform with Graph RAG, vector search, and intelligent AI agents.

How We Use mcp-agent

Agent Sessions:

from mcp_agent.agents.agent import Agent
from mcp_agent.workflows.llm.augmented_llm_openai import OpenAIAugmentedLLM

# Per-chat agent sessions with memory
self.agent = Agent(name="aperag_agent", server_names=["aperag"])
self.llm = await self.agent.attach_llm(OpenAIAugmentedLLM)

MCP App Factory:

from mcp_agent.app import MCPApp
from mcp_agent.config import Settings, MCPSettings

mcp_app = MCPApp(name="aperag_agent", settings=Settings(
    mcp=MCPSettings(servers={"aperag": MCPServerSettings(...)})
))

Event Processing:

from mcp_agent.logging.listeners import EventListener

class AgentEventListener(EventListener):
    async def handle_event(self, event: Event):
        # Route tool results to chat sessions by trace_id

Production Features

• Multi-tenant sessions with isolated memory
• Custom MCP server for knowledge base operations
• Real-time tool processing with event routing
• Internationalization (English/Chinese)
• Enterprise error handling and retry logic

Scale

Currently serving thousands of users in production with mcp-agent powering our intelligent chat system.

Would love to be featured as an example! The project is open source (Apache 2.0).

Thanks for the amazing framework! 🙏

[saqadri]

Whoaaaa, @earayu this is incredible! Congrats on the launch! Can you reach out to me on discord or twitter, let's coordinate helping you promote this. cc @Haniehz1

[Haniehz1]

Hey @earayu! Nice to meet you. Would love to collab. What's the best way to get in touch with you?

[earayu]

Hi @saqadri and @Haniehz1 , thanks so much for the kind words and support! Really appreciate it 🙏

I’ve been on a long vacation recently (back on Oct 10), but I’d love to coordinate and explore ways we can collaborate once I’m back. In the meantime, feel free to DM me on Twitter (@earayu) — that might be the easiest way to stay in touch.