KORA Doctor
An open-source CLI tool for inspecting AI agent execution traces. It analyzes traces to identify execution inefficiencies such as redundant model calls, cache misses, and over-provisioned model usage, addressing a gap in agent observability tooling at the root-cause analysis level.
Timeline (last 90 days)
KORA Doctor is an open-source CLI tool specifically designed to inspect the execution traces of AI Agents.
The KORA Doctor project address is https://github.com/Krako-Labs/kora-doctor.
KORA Doctor's detection logic focuses on several categories of execution waste: redundant model calls, missing caching or reuse, deterministic work being delegated to an LLM, using expensive models for simple tasks, and excessive planning and orchestration.
KORA Doctor is an open-source CLI tool for inspecting an Agent's execution traces to identify sources of waste.
KORA Doctor's open-source code is hosted on GitHub at Krako-Labs/kora-doctor, and AUDR-related resources are at openaudr.dev.
A production environment user reported that the largest source of waste was not redundant inference but re-fetching the same tool data across multiple execution steps.
KORA Doctor was built by a Reddit developer after the release of AUDR.
All Facts (7)
KORA Doctor is an open-source CLI tool specifically designed to inspect the execution traces of AI Agents.
50%UnverifiedThe KORA Doctor project address is https://github.com/Krako-Labs/kora-doctor.
50%UnverifiedKORA Doctor's detection logic focuses on several categories of execution waste: redundant model calls, missing caching or reuse, deterministic work being delegated to an LLM, using expensive models for simple tasks, and excessive planning and orchestration.
50%UnverifiedKORA Doctor is an open-source CLI tool for inspecting an Agent's execution traces to identify sources of waste.
50%UnverifiedKORA Doctor's open-source code is hosted on GitHub at Krako-Labs/kora-doctor, and AUDR-related resources are at openaudr.dev.
50%UnverifiedA production environment user reported that the largest source of waste was not redundant inference but re-fetching the same tool data across multiple execution steps.
50%UnverifiedKORA Doctor was built by a Reddit developer after the release of AUDR.
50%