AMAP

Foundations

Observability, Safety & Governance

Tracing, inspection, safety, and governance tools that cover multi-agent execution.

3 projectsevaluationobservabilityself-hostedtestingtracing
AgentOps

Observability, Safety & Governance

infrastructure

An observability and evaluation toolkit for tracing agent sessions, including runs composed of multiple collaborating agents.

tracingevaluationobservability
Python MIT Self-hosted
RagaAI Catalyst

Observability, Safety & Governance

infrastructure

An open-source testing and observability platform for evaluating agentic systems, including multi-agent traces and failures.

testingtracingevaluation
Python Apache-2.0 Self-hosted
Langfuse

Observability, Safety & Governance

infrastructure

An open-source LLM engineering platform whose tracing and evaluation model can inspect nested, multi-agent executions.

tracingevaluationself-hosted
TypeScript MIT Self-hosted