What is the difference between Aiceberg Guardian Agent vs Lunar.dev MCP Gateway (MCPX)?

**Aiceberg Guardian Agent**: Provides real-time monitoring and oversight for agentic AI systems. built by Aiceberg. headquartered in United States. 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.. **Lunar.dev MCP Gateway (MCPX)**: Gateway for securing, governing, and auditing AI agent access to MCP servers. built by Lunar.dev. headquartered in Israel. Core capabilities include Centralized MCP server registry with service discovery for local and remote servers, Role-based access control (RBAC) with per-agent tool restrictions and on-behalf-of attribution, Authentication to MCP servers via API keys or OAuth.. Both serve the Agentic AI Security market but differ in approach, feature depth, and target audience.

What features do Aiceberg Guardian Agent vs Lunar.dev MCP Gateway (MCPX) offer?

**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. **Lunar.dev MCP Gateway (MCPX)** differentiates with Centralized MCP server registry with service discovery for local and remote servers, Role-based access control (RBAC) with per-agent tool restrictions and on-behalf-of attribution, Authentication to MCP servers via API keys or OAuth.

Who makes Aiceberg Guardian Agent vs Lunar.dev MCP Gateway (MCPX)?

**Aiceberg Guardian Agent** is developed by Aiceberg. **Lunar.dev MCP Gateway (MCPX)** is developed by Lunar.dev. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Is Aiceberg Guardian Agent a good alternative to Lunar.dev MCP Gateway (MCPX)?

Aiceberg Guardian Agent and Lunar.dev MCP Gateway (MCPX) serve similar Agentic AI Security use cases: both are Agentic AI Security tools. Review the feature comparison above to determine which fits your requirements.

Aiceberg Guardian Agent vs Lunar.dev MCP Gateway (MCPX) (2026)

Aiceberg Guardian Agent vs Lunar.dev MCP Gateway (MCPX) (2026) | Compare Agentic AI Security Tools

Aiceberg Guardian Agent

Provides real-time monitoring and oversight for agentic AI systems

Agentic AI Security

Commercial

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Lunar.dev MCP Gateway (MCPX)

Gateway for securing, governing, and auditing AI agent access to MCP servers.

Agentic AI Security

Commercial

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Side-by-Side Comparison

Feature

Aiceberg Guardian Agent

Lunar.dev MCP Gateway (MCPX)

Pricing Model

Commercial

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Core Features

Real-time monitoring of agentic AI workflows
Tracking of LLM calls, tool executions, and memory access
Input-to-output linking across agent workflows
Millisecond latency monitoring
Patented explainable AI technology
Deterministic oversight for AI decisions
Complete visibility into agent decision-making processes

Centralized MCP server registry with service discovery for local and remote servers
Role-based access control (RBAC) with per-agent tool restrictions and on-behalf-of attribution
Authentication to MCP servers via API keys or OAuth
SSO and IAM integration for centralized identity management
Policy enforcement including rate limits, budget constraints, and approval workflows
Tool customization: override definitions, prevent collisions, restrict behavior
Real-time telemetry and dashboards for all MCP and tool invocations
Immutable audit logs capturing prompt payloads, tool responses, and usage attribution

Integrations

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Okta

Azure AD

Lunar.dev AI Gateway

Community

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Aiceberg Guardian Agent vs Lunar.dev MCP Gateway (MCPX): 2026 Comparison

Aiceberg Guardian Agent

Lunar.dev MCP Gateway (MCPX)

Side-by-Side Comparison

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