Features, pricing, ratings, and pros and cons, compared head to head.
Pebblo (Safe Agent/Safe Infer) is a commercial agentic ai security tool by Daxa.ai. Repello AI Agent Wiz is a free agentic ai security tool by Repello AI. Compare features, ratings, integrations, and community reviews side by side to find the best agentic ai security fit for your security stack. Independent and vendor-neutral: we never sell rankings.
Based on our analysis of NIST CSF 2.0 coverage, core features, integrations, company size fit, here is our conclusion:
Pebblo (Safe Agent/Safe Infer)
Security teams deploying AI agents across engineering and operations need Pebblo's Safe Agent/Safe Infer to block prompt injection and data exfiltration before they happen, not after; the inline inspection model catches sensitive content in real time rather than logging violations in retrospect. The platform's MCP Gateway sandboxing and centralized policy enforcement across user, document, and application context directly address NIST PR.AA and PR.DS, the two identity and data controls most teams botch in agent deployments. Skip this if your organization runs a handful of internal chatbots with minimal tool integration; Pebblo's complexity justifies itself only when you have heterogeneous agent workloads, third-party MCP servers, and compliance obligations that demand audit trails.
Security teams building AI agent systems in Python will find immediate value in Repello AI Agent Wiz because it's the only free tool that maps threat paths across the entire agent-to-tool-to-LLM chain without requiring configuration. The MAESTRO framework covers 12 documented agentic failure modes,privilege escalation, prompt confusion, ghost agents, infinite recursion,that traditional threat modeling misses entirely. Not suited for organizations running agents across multiple languages or those needing runtime enforcement rather than design-phase analysis; Repello is a pre-deployment mapping tool, not a monitoring system.
AI agent governance platform securing MCP traffic, prompts, and data access.
Open-source CLI tool to map, threat-model, and secure AI agent workflows.
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Common questions about comparing Pebblo (Safe Agent/Safe Infer) vs Repello AI Agent Wiz for your agentic ai security needs.
Pebblo (Safe Agent/Safe Infer): AI agent governance platform securing MCP traffic, prompts, and data access. built by Daxa.ai. Core capabilities include Safe Infer: inline inspection of IDE-to-model traffic, blocking and redacting sensitive content in prompts and completions, Safe MCP: MCP Gateway with vetting, sandboxing, runtime permissions, and supply-chain containment for MCP servers, Prompt and command injection detection and stripping before reaching agents or tools..
Repello AI Agent Wiz: Open-source CLI tool to map, threat-model, and secure AI agent workflows. built by Repello AI. Core capabilities include AST-based flow extraction from Python orchestrator files to generate agent-to-tool-to-LLM graphs, MAESTRO threat modeling across 12 known agentic failure modes, Real-time graph visualization with export to .png, .dot, or interactive formats..
Both serve the Agentic AI Security market but differ in approach, feature depth, and target audience.
Pebblo (Safe Agent/Safe Infer) differentiates with Safe Infer: inline inspection of IDE-to-model traffic, blocking and redacting sensitive content in prompts and completions, Safe MCP: MCP Gateway with vetting, sandboxing, runtime permissions, and supply-chain containment for MCP servers, Prompt and command injection detection and stripping before reaching agents or tools. Repello AI Agent Wiz differentiates with AST-based flow extraction from Python orchestrator files to generate agent-to-tool-to-LLM graphs, MAESTRO threat modeling across 12 known agentic failure modes, Real-time graph visualization with export to .png, .dot, or interactive formats.
Pebblo (Safe Agent/Safe Infer) is developed by Daxa.ai. Repello AI Agent Wiz is developed by Repello AI. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.
Pebblo (Safe Agent/Safe Infer) integrates with Jira, Asana. Repello AI Agent Wiz integrates with Autogen, LangGraph, CrewAI, LlamaIndex, OpenAI SDK and 1 more. Check integration compatibility with your existing security stack before deciding.
Pebblo (Safe Agent/Safe Infer) and Repello AI Agent Wiz serve similar Agentic AI Security use cases: both are Agentic AI Security tools, both cover Generative AI. Key differences: Pebblo (Safe Agent/Safe Infer) is Commercial while Repello AI Agent Wiz is Free. Review the feature comparison above to determine which fits your requirements.
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