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Tools.
That show the risk.

Client-side safety demos and calculators that make agent risk, prompt risk, and cost risk easier to see before they become production problems.

Security demo

Prompt Injection Test

Paste your agent prompt. Simulate common injections and see what tools would fire, without calling an LLM.

Risk score Blast radius
Budget tool

AI Agent Cost Calculator

Estimate burn rate, compare model costs, and turn token volume into budgets you can actually enforce.

Cost breakdown Model compare
Privacy-first

Prompt Anonymizer

Remove personal data from prompts locally in your browser, with stable mapping and one-click restore.

No backend Local only
Observatory

Blackbox

Daily public metrics for LLM reliability: empty responses, format drift, and instruction-following failures.

Daily Public data