Features, pricing, ratings, and pros and cons, compared head to head.
Pebblo 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:
Enterprise security teams building RAG applications and AI agents need Pebblo to enforce data access controls at the model layer, where traditional DLP and identity tools can't reach. The platform's permissions-aware connectors and Safe Retriever enforce policy compliance across vector databases and LLM calls, addressing the PR.AA and PR.DS gaps that emerge when AI apps bypass your existing governance stack. Skip this if your AI workloads are isolated experiments; Pebblo's value compounds only when you're operationalizing generative AI across sensitive data at scale.
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 security platform enforcing access control & governance for AI apps/agents.
Open-source CLI tool to map, threat-model, and secure AI agent workflows.
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Common questions about comparing Pebblo vs Repello AI Agent Wiz for your agentic ai security needs.
Pebblo: AI security platform enforcing access control & governance for AI apps/agents. built by Daxa.ai. Core capabilities include Permissions-aware data connectors with classification for enterprise data sources (Safe Connectors), Role-appropriate and compliant data retrieval from vector databases (Safe Retriever), Secure MCP agent data access with identity and policy control, including prompt injection protection (Safe MCP)..
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 differentiates with Permissions-aware data connectors with classification for enterprise data sources (Safe Connectors), Role-appropriate and compliant data retrieval from vector databases (Safe Retriever), Secure MCP agent data access with identity and policy control, including prompt injection protection (Safe MCP). 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 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 integrates with OpenAI, MCP (Model Context Protocol). 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 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 is Commercial while Repello AI Agent Wiz is Free. Review the feature comparison above to determine which fits your requirements.
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