Aiceberg Guardian Agent vs Archestra Enterprise MCP Platform: Side-by-Side Comparison (2026)

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..

Archestra Enterprise MCP Platform: Enterprise platform for securing, governing, and orchestrating MCP servers and AI agents. built by Archestra. Core capabilities include Deterministic guardrails to block prompt injection and data exfiltration by AI agents, Private MCP server registry with version control and access management, ChatGPT-style UI with company-wide prompt library and one-click MCP access..

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

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. Archestra Enterprise MCP Platform differentiates with Deterministic guardrails to block prompt injection and data exfiltration by AI agents, Private MCP server registry with version control and access management, ChatGPT-style UI with company-wide prompt library and one-click MCP access.

Aiceberg Guardian Agent is developed by Aiceberg. Archestra Enterprise MCP Platform is developed by Archestra. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Aiceberg Guardian Agent and Archestra Enterprise MCP Platform serve similar Agentic AI Security use cases: both are Agentic AI Security tools. Review the feature comparison above to determine which fits your requirements.