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Models generate text — but security risks come from what agents execute.
BlueRock inspects and governs agentic actions across three boundaries:
agent → tool (function calls, parameters, drift)
agent → data (read/write scope, exfil attempts)
agent → code execution (commands, file ops, shells, RCE paths)
Guardrails run before execution, directly in the runtime — stopping unsafe actions even when prompts are manipulated.
Baseline → Guardrails Flow
Baseline
BlueRock learns what “normal” execution looks like for each workflow.
Compare & Drift
You see where behavior deviates: new tools, odd parameters, unusual data access, new processes.
Flip On Guardrails
Once baselined, you can turn on pre-execution guardrails that:
allow
modify
block unsafe actions — before they run.
This is how you prevent prompt-injection-to-execution chains in practice.
The agent may generate malicious text, but BlueRock blocks the harmful action before it runs.
BlueRock MCP Server Protection FAQ
Q: What do you mean by “pre-execution guardrails for agentic actions”?
A: Agentic systems don’t just generate text — they take actions through tools, MCP servers, and runtime code paths. Our pre-execution guardrails sit inside the node image and evaluate each action before it runs. That lets you block risky tool calls, mass data exfiltration, and runtime exploits instead of just logging them after the fact.
Q: How is this different from a traditional agent or runtime security tool?
A: Most security tools either sit at the network edge or bolt on as agents that observe and react. BlueRock is baked into the node image, with enforcement atomic to the action. That means we can stop reverse shells, unsafe interpreters, and destructive tool invocations right at execution time, with a small set of high-value policies.
Q: What kinds of agentic attacks can you help mitigate?
A: We focus on the stages where real damage happens: runtime CVE exploits, tool misuse, mass data exfiltration, path traversal, SSRF, remote shells, and “delete or mutate” actions driven by misaligned agents. Our controls map directly to OWASP agentic/LLM risks, especially excessive agency, tool abuse, and data exfil paths.
Q: Will this break my existing agents or MCP servers?
A: You can start in observe-only mode to baseline behavior and confirm nothing breaks. From there, you turn on a few guardrails for the highest-risk actions (e.g., reverse shells, destructive DB operations, high-volume exports). Guardrails are designed to be low-noise and reversible, so teams can move from visibility to enforcement without stalling projects.
Q: Where does BlueRock run in my stack?
A: BlueRock is built into the compute layer (node image, container/VM) under your agentic workloads. We look “up” into agent→tool, agent→data, and agent→runtime paths and enforce policies there, rather than trying to infer everything from prompts or network flows alone.
