cirdanops is an open-source CLI daemon that fingerprints, graphs, and monitors live infrastructure such as Docker, Kubernetes, AWS, and IaC for AI agents. It integrates with MCP and supports advanced infrastructure observability for AI operations.
cirdanops is an Observability & monitoring product. It focuses on mapping and monitoring live infrastructure for AI agents across cloud and container environments. It is built as an open-source project for devops and AI infrastructure engineers. cirdanops is open source under the Apache Software License. cirdanops is available on the command line.
Behind cirdanops is adanb13, and the product first shipped in 2026. PulseGate's similarity index finds few close equivalents — cirdanops occupies a relatively distinct niche. Key capabilities include infrastructure fingerprinting, live graphing, and docker/Kubernetes monitoring. It exposes integrations via an MCP server.
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