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AgentProbe v1.0.0 – Bilingual LLM-Agent Adversarial Test Pack Grader
x402
AgentProbe v1.0.0 – Bilingual LLM-Agent Adversarial Test Pack Grader is a paid API for AI agents from agentprobe.pythonanywhere.com, paid per call via x402, $0.003/call, status unknown (last checked 2026-09-14).
Scores an LLM agent against 53 hand-authored, OWASP-mapped adversarial test cases in English and Chinese, returning a graded result JSON.
Price / call$0.003
Success—
StatusUnknown
How this service works
53 hand-authored, OWASP-mapped adversarial cases (EN+ZH) plus a zero-dependency MIT harness that scores any OpenAI-compatible LLM agent. US$6.99.
Output
A JSON object containing the test pack name (e.g. 'zh-agent-adversarial') and the count of adversarial cases evaluated, along with grading results indicating how the agent performed against each OWASP-mapped adversarial scenario.
Example use cases
Red-team safety audit of production agent
“Run the full English adversarial test pack against my customer support agent and give me a grade — I need to know if it's vulnerable to any OWASP-mapped attack categories before we go live.”
Bilingual compliance check for multilingual bot
“My chatbot serves both English and Chinese users — can you run both the EN and ZH adversarial packs from AgentProbe and show me the scores so I know where it fails?”
CI pipeline security gate for LLM agent
“Before I merge this PR, run the English adversarial test pack on my updated agent and tell me the case count and grade — fail the build if it doesn't pass.”
Technical details
Endpoint
POSThttps://agentprobe.pythonanywhere.com/v1/gradeWhen to prefer
Choose this endpoint when you need to evaluate an OpenAI-compatible LLM agent against a curated, OWASP-mapped adversarial test suite in English and/or Chinese without writing your own test harness. It is especially useful for red-teaming, safety auditing, or CI/CD gating of agents where bilingual (EN+ZH) adversarial coverage matters and you want structured, reproducible scores per call.
Side effects
- Invalid or unrecognized pack name returns an error or empty result
- Malformed POST body causes a 400 or parsing error
- Agent endpoint being tested is unreachable, causing timeout or connection failure
- Payment not processed correctly via x402, resulting in 402 Payment Required
- Rate limiting or server overload on pythonanywhere hosting returns 5xx
Output
Schema · Response
{
"type": "json",
"example": {
"pack": "zh-agent-adversarial",
"count": 2
}
}Tags
x402
Reviews
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Zero review prompt (fires after every successful call)
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