Scan your AI agents for dangerous capabilities
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Want to reach these readers? Sponsor an issue.
HN · launched Jul 6, 2026 · 44 upvotes (top 17%) · 0 views
Niche: ai agent security and monitoring tools · 297 launches, 14 in the last 7 days ▼ -44% · Explore this niche →
Category and tags
- Security
- Observability & eval
- B2B
- AI-native
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 297 launches in ai agent security and monitoring tools →
Could you build this?
Partial The scanner runner and test framework are basic CRUD/CLI tasks, but creating reliable benchmark suites and red-teaming evaluations for dangerous model capabilities requires specialized safety research.
What it would actually take: Involves building an evaluation harness that subjects AI agent APIs to multi-turn adversarial red-teaming scenarios (e.g., prompt injection, SSRF, unauthorized tool execution, data exfiltration). The hard part is constructing comprehensive, high-fidelity security benchmarks that accurately evaluate capability boundaries rather than superficial keyword matching. Requires AI safety and prompt security domain expertise.
Discussion
19 comments analyzed.
Competitors mentioned: DashClaw, SELinux, AppArmor, Tomoyo, mitmproxy, gvisor, chroot jail
Concerns raised: OS-level controls insufficient for application/business logic constraints, Works better for host security than governing AI agent behavior, Scanner alone insufficient without runtime enforcement, Limited exposure in serverless/sandboxed container environments
Feature requests: Parameter-aware rules to block unsafe operations (e.g., trades over $1M), Contextual access control inspection before tool calls, not just RBAC, Multi-party and role-based access control modeling, Web traffic parsing for remote API calls to determine safety
Competitors
Other products that read as similar to this one : 3972 launches clear the similarity bar, closest 8 shown.
Attention rank: #843 of 3973 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 250 days after the earliest competitor.
- A security scanner for AI Agent Skills · hn · 2026-04-10 · 5 upvotes · similarity 0.77
- Watch all the AI agents on your machine · hn · 2026-09-22 · 7 upvotes · similarity 0.71
- awesome-agent-hardening · github · 2026-09-29 · 8 upvotes · similarity 0.69
- Agent_Ai · github · 2026-09-16 · 9 upvotes · similarity 0.67
- heimdall-pentest · github · 2026-09-14 · 67 upvotes · similarity 0.66
- ai-pentest-agent · github · 2026-10-15 · 15 upvotes · similarity 0.66
- agent-honeypot · github · 2026-10-23 · 42 upvotes · similarity 0.65
- Security Scanner for Agent Skills and MCP · hn · 2026-05-03 · 7 upvotes · similarity 0.64
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.