redplanetlabs/agent-o-rama

Agent framework for the JVM. Pronounced Em-BAY-bel /ɛmˈbeɪbəl/

Enterprise-grade Next-Generation AI Agent Infrastructure

🟪 Open-source runtime that ships any LangGraph or Google ADK agent as a production-ready FastAPI service. Bundled , AG-UI copilotkit API, chat UI, 15+ guardrails, MCP, OpenTelemetry, OIDC. One pip install. Self-hosted, no vendor lock-in.

A Rails agent framework for RubyLLM — define AI agents with prompts, schemas, caching, logging, cost tracking, and a built-in dashboard for monitoring LLM usage in production.

Controllable, Reproducible, Evaluable Agent Platform

A framework for object-oriented agents. A minimalist agent framework with maximal expressivity.

LLM and agent evaluation for Java & Kotlin. Runs in JUnit and CI. Spring AI, LangChain4j, Koog, Embabel, and any LLM client.

The open-source agent harness - the runtime layer that turns an LLM into a working agent.

Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.