Security demo
Prompt Injection Test
Paste your agent prompt. Simulate common injections and see what tools would fire, without calling an LLM.
Budget toolAI Agent Cost Calculator
Estimate burn rate, compare model costs, and turn token volume into budgets you can actually enforce.
Privacy-firstPrompt Anonymizer
Remove personal data from prompts locally in your browser, with stable mapping and one-click restore.
ObservatoryBlackbox
Daily public metrics for LLM reliability: empty responses, format drift, and instruction-following failures.