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Agent Ops

Demos, reference architectures, and tooling for deploying AI agents on OpenShift with Kagenti.

Part of Red Hat's Agents & AI Engineering Tools organization, the Agent Ops team builds the infrastructure for agent deployment, identity, and token exchange on OpenShift AI.

Repository Structure

agent-ops/
├── demos/
│   └── redbank-demo/       Multi-agent banking demo (MCP + A2A + RLS)
└── README.md

Demos

A multi-agent banking application that demonstrates the Kagenti platform's core capabilities: agent enrollment, JWT-based identity propagation, AuthBridge sidecar injection, and A2A agent discovery.

What it shows:

  • MCP server with auth-aware tools (FastMCP + PostgreSQL + Row-Level Security)
  • A2A agents — Orchestrator, Knowledge (RAG), and Banking Operations agents built with LangGraph
  • Kagenti integration — AgentRuntime CRs, AuthBridge sidecar, AgentCard-based peer discovery
  • RAG pipeline — LangChain + PGVector with role-scoped document collections (KFP pipeline)
  • Playground UI — Chat interface with Keycloak OIDC authentication
  • Role-based access control at three tiers: AuthBridge (network), application (@admin_only), and database (RLS)

Stack: Python, LangGraph, FastMCP, PostgreSQL 16, PGVector, Keycloak, Helm, OpenShift

See the RedBank Demo README for architecture details and deployment instructions.

Related Projects

Project Description
kagenti Kagenti platform — Helm charts, AuthBridge, SPIFFE IdP setup
kagenti-operator Kubernetes operator for AgentRuntime and AgentCard CRDs
kagenti-extensions Extensions and integrations for the Kagenti platform

Contributing

  1. Fork the repository
  2. Create a feature branch: git checkout -b feat/your-feature
  3. Make your changes and commit with conventional commit messages
  4. Open a pull request against main

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