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Agentic AI on BTP: a Multi‑Agent App with Pydantic AI

Splits a single CAP/TypeScript agent that had grown to juggle five BTP MCP servers behind one bloated tool list into btp-multiagent-app, a Python and Pydantic AI rewrite where the Cloud Foundry and BTP Core MCP servers each get a dedicated specialist agent, with an audit log specialist scaffolded but left disabled, behind an orchestrator whose only tools are delegation calls to those specialists, which is the agent-tooling pattern the piece works through. Each specialist authenticates to its MCP server over Streamable HTTP with OAuth 2.1, and a shared module centralises the SAP AI Core GenAI Hub model setup behind two credential layouts, one for local runs and one for the Cloud Foundry service binding, the LLM integration side of the rewrite. Tool lists per agent drop from well over a hundred to a dozen or two, and routing failures become separable from tool-misuse failures by reading the trace.

Where it sits

Explains
Serve your application over MCPCAPBTPServe your application over MCPcapabilityExposing selected application data and business operations to an AI agent through the Model Context Protocol. An application may also integrate remote services through [service integration](capability:service-integration), connecting its exposed contract with [agent access to your systems](capability:agent-systems-access). Development assistance belongs to [agent access to your code](capability:agent-code-access).Agent toolingCAPBTPAgent toolingcapabilityBuilding an agent into your own application — the tools it may call, the state it keeps between turns, and the framework it runs in. Distinct from MCP servers, which expose an application to somebody else's agent, and from agent guidance, which is knowledge handed to a coding agent.LLM integrationCAPBTPLLM integrationcapabilityCalling a language model from application code with the tenant, destination and credential handling already solved instead using an SDK call with a hand-rolled key.
Since then
Serve your application over MCP changed in @cap-js/mcp 1.1.0, 2026-07-03
Source
reachable

Who is behind it

Wouter LemaireWouter LemairePersonWrote this
In the atlas: maintains 25, contributes to 39, wrote 12
@lemaiwo
author

Before you read it

ApplicabilityCore changedServe your application over MCP changed in @cap-js/mcp 1.1.0, 2026-07-03.

This is a derived prompt to re-check the work, not a claim that the work is wrong. Exact stale statements are recorded separately after editorial review.

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For mcp-servers

on the edge
Applies in
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btpcap

For agent-tooling

on the edge
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btpcap

For llm-integration

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btpcap

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Core changed

Details

Graph7 edges
← POINTS HERE
POINTS OUT →
explainsServe your application over MCPcapability, core and community
explainsAgent toolingcapability, core and community
explainsLLM integrationcapability, core and community
published onSAP Communitypublishing source
discovered viaSAP Communityagentic-ai-tag
discovered viaSAP Communitycloud-foundry-tag
Source
Type
blog
Published on
Host
community.sap.com
First seen
History2
  • explains → applies_to on capability:mcp-servers (cap, btp); capability:agent-tooling (cap, btp); capability:llm-integration (cap, btp)Door scope proposed from the title and summary, so a door page lists the piece only where it holds (docs/concepts/content-on-doors.md).
  • Entered the atlasDiscovered via SAP Community · agentic-ai-tag, SAP Community · cloud-foundry-tag.
For your agent
Ref
content:agentic-ai-on-btp-a-multi-agent-app-with-pydantic-ai
JSON
/content/agentic-ai-on-btp-a-multi-agent-app-with-pydantic-ai.json
MCP
Connecting an agent