PandaProbe is an open-source AI agent engineering platform by Chirpz AI that helps teams collaboratively trace, evaluate, monitor, and debug AI agents. It works by capturing full agent execution workflows—including LLM calls, tool usage, and custom logic—as granular traces. Featuring an asynchronous architecture backed by Redis and LiteLLM, it facilitates robust LLM-as-a-judge evaluations to track quality regressions. Offering both a freemium cloud tier and self-hosted Docker deployment, it integrates seamlessly with major agentic frameworks.
Octogent is an open-source orchestration dashboard built for Claude Code. It addresses the chaos of running multiple terminal agents by introducing 'tentacles'—scoped job containers providing each AI session with its own durable context and a todo.md task list. Instead of relying on a broad chat history, agents work within these isolated file environments. The tool features a local API and web UI enabling developers to coordinate parallel coding sessions. Furthermore, it allows primary Claude Code agents to spawn child agents from task lists and supports inter-agent messaging.