Features, pricing, ratings, and pros & cons — compared head-to-head.
Lumeus Secure Vibe Coding is a commercial agentic ai security tool by Lumeus. Pebblo is a commercial agentic ai security tool by Daxa.ai. Compare features, ratings, integrations, and community reviews side by side to find the best agentic ai security fit for your security stack.
Based on our analysis of NIST CSF 2.0 coverage, core features, integrations, company size fit, here is our conclusion:
Development teams shipping code through ChatGPT and other LLMs need to stop credentials and sensitive data from leaking into AI prompts, and Lumeus Secure Vibe Coding blocks that inline while mapping which AI tools developers are actually using. The tool covers ID.AM and PR.DS strongly with shadow AI discovery and MCP server data access mapping that most LLM guardrails skip entirely. Skip this if you need post-generation code scanning or SAST integration; Lumeus focuses on input/output filtering and access control, not vulnerability detection in the generated code itself.
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.
Secures AI-assisted dev environments from prompt injection, DLP, & shadow AI.
AI security platform enforcing access control & governance for AI apps/agents.
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Common questions about comparing Lumeus Secure Vibe Coding vs Pebblo for your agentic ai security needs.
Lumeus Secure Vibe Coding: Secures AI-assisted dev environments from prompt injection, DLP, & shadow AI. built by Lumeus. Core capabilities include Shadow AI discovery and inventory of AI tools on developer machines, MCP server discovery and data access mapping, Inline DLP to block credentials and sensitive data in prompts and generated code..
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)..
Both serve the Agentic AI Security market but differ in approach, feature depth, and target audience.
Lumeus Secure Vibe Coding differentiates with Shadow AI discovery and inventory of AI tools on developer machines, MCP server discovery and data access mapping, Inline DLP to block credentials and sensitive data in prompts and generated code. 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).
Lumeus Secure Vibe Coding is developed by Lumeus. Pebblo is developed by Daxa.ai. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.
Lumeus Secure Vibe Coding integrates with GitHub, Kubernetes, SSH, Jupyter Notebooks, ChatGPT. Pebblo integrates with OpenAI, MCP (Model Context Protocol). Check integration compatibility with your existing security stack before deciding.
Lumeus Secure Vibe Coding and Pebblo serve similar Agentic AI Security use cases: both are Agentic AI Security tools. Review the feature comparison above to determine which fits your requirements.
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