Promptbastion
A CI-oriented security test service for authorized AI endpoints and MCP servers that binds an attack suite to an exact release and environment, records observable behavior and coverage, and routes findings, remediation, exceptions, retest, expiry, and correction.
The research confirms a direct pre-deploy AI scanner with CI integration, additional generic scanners, an isolated execution service, and a free signing transparency interface. It reports that reviewed competitors do not mention MCP-specific tests. No structural incumbent copying cost is evidenced.
Promptbastion cannot prove an endpoint or server secure, safe, non-malicious, compliant, or free from prompt injection, data leakage, jailbreaks, permission abuse, vulnerabilities, or future regressions. Test results depend on authorization, target, release, environment, model and provider versions, policies, tools, permissions, data, fixtures, randomness, repetition, evaluator, and time. A named taxonomy is coverage guidance, not certification.
Tests must never target systems without owner and provider authority, use real secrets or customer data by default, escape the approved environment, or execute consequential tools. Findings are observed reproducible cases with uncertainty. Signed bundles establish integrity and signer attribution, not truth, completeness, acquisition readiness, or due-diligence acceptance.
Solo founders and small engineering teams shipping AI endpoints or MCP servers who need a repeatable authorized pre-deploy test gate.
Rapid AI and tool-server deployment makes pre-release testing timely.
Small teams shipping AI endpoints are clear.
Several scanners and security primitives support the category.
A direct competitor validates demand, the MCP coverage gap is specific, the small-team buyer is clear, and release-bound suites, reproducible cases, CI gates, remediation, retest, and expiry form a buildable wedge.
The market already has scanners, test coverage is incomplete, dynamic targets are nondeterministic, authorization and sandboxing matter, false confidence is dangerous, and incumbents can add MCP cases.
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