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AgentProbe v1.0.0 – Bilingual LLM-Agent Adversarial Test Pack
x402
AgentProbe v1.0.0 – Bilingual LLM-Agent Adversarial Test Pack 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).
Returns a pack of 53 hand-authored, OWASP-mapped adversarial test cases in English and Chinese for evaluating the security robustness of OpenAI-compatible LLM agents.
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
Returns a JSON object containing the pack identifier (e.g. 'zh-agent-adversarial') and the count of adversarial test cases included (e.g. 53), along with the full set of hand-authored, OWASP-mapped prompts in both English and Chinese that can be run against any OpenAI-compatible LLM agent using the bundled zero-dependency MIT harness.
Example use cases
Red-teaming a customer support bot
“Pull the AgentProbe bilingual adversarial test pack so I can run all 53 OWASP attack cases against our customer support agent and see where it fails.”
CI pipeline security gate for LLM agents
“Grab the AgentProbe test pack and use the included MIT harness to score our AI agent on every adversarial case before we ship the next release.”
Bilingual security audit for Chinese-market agent
“Download the AgentProbe pack — I specifically need the Chinese-language adversarial prompts to audit our Mandarin-facing LLM agent for OWASP vulnerabilities.”
Technical details
Endpoint
GEThttps://agentprobe.pythonanywhere.com/v1/packWhen to prefer
Choose this endpoint when you need a ready-made, OWASP-aligned adversarial test suite specifically designed for LLM agents and need bilingual (English + Chinese) coverage out of the box. It is preferable to hand-rolling test cases when you want structured, security-framework-mapped prompts with a bundled scoring harness that works with any OpenAI-compatible model, and when you need results quickly without writing test infrastructure from scratch.
Side effects
- Payment not fulfilled (x402 payment required) — endpoint returns 402 before delivering the pack
- Network timeout on PythonAnywhere free-tier hosting — service may be slow or unavailable during cold starts
- Invalid or missing pack identifier — may return empty or malformed JSON
- Rate limiting if too many requests are made in quick succession
Output
Schema · Response
{
"type": "json",
"example": {
"pack": "zh-agent-adversarial",
"count": 2
}
}Tags
x402
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