Agen Observability vs Aiceberg Guardian Agent: Side-by-Side Comparison (2026)

Agen Observability: Discovers, monitors, and governs AI agent & MCP access to enterprise systems. built by Agen.co. Core capabilities include Automated discovery and inventory of all AI agents, copilots, and MCP connections, User monitoring to track which employees are using which AI agents, MCP observability to detect unauthorized or homegrown MCP servers..

Aiceberg Guardian Agent: Provides real-time monitoring and oversight for agentic AI systems. built by Aiceberg. Core capabilities include Real-time monitoring of agentic AI workflows, Tracking of LLM calls, tool executions, and memory access, Input-to-output linking across agent workflows..

Both serve the Agentic AI Security market but differ in approach, feature depth, and target audience.

Agen Observability differentiates with Automated discovery and inventory of all AI agents, copilots, and MCP connections, User monitoring to track which employees are using which AI agents, MCP observability to detect unauthorized or homegrown MCP servers. Aiceberg Guardian Agent differentiates with Real-time monitoring of agentic AI workflows, Tracking of LLM calls, tool executions, and memory access, Input-to-output linking across agent workflows.

Agen Observability is developed by Agen.co. Aiceberg Guardian Agent is developed by Aiceberg. The vendor behind a product decides its roadmap, support, and longevity, so check each company's profile before you commit.

Agen Observability and Aiceberg Guardian Agent serve similar Agentic AI Security use cases: both are Agentic AI Security tools, both cover Visibility. Review the feature comparison above to determine which fits your requirements.