AI · alternatives · 2026
24 alternatives to ZeroShot
Break you AI systems before attackers do
Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes.
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Automated Penetration Testing for AI-Built Apps
2021 · replay.io · its alternatives →
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Fabraix▲196We built Adversarial Cost to Exploit (ACE), a benchmark that measures the token expenditure an autonomous adversary must invest to breach an LLM agent. Instead of binary pass/fail, ACE quantifies adversarial effort in dollars, enabling game-theoretic analysis of when an attack is economically rational. We tested six budget-tier models (Gemini Flash-Lite, DeepSeek v3.2, Mistral Small 4, Grok 4.1 Fast, GPT-5.4 Nano, Claude Haiku 4.5) with identical agent configs and an autonomous red-teaming attacker. Haiku 4.5 was an order of magnitude harder to break than every other model; $10.21 mean…
May 2026 · fabraix.com · its alternatives →
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Anthropic and OpenAI's publicly available models are explicitly guard-railed so that they refuse offensive tasks. And their cyber-focussed models are gated for enterprises. This leaves SMEs and mid market open to major vulnerabilities. AI can be used as both an adversarial and defensive tool in the world of cyber. A worst case outcome is if only the adversaries have access. Meanwhile, most existing AI cyber tools are just wrappers. The problem is that they still have all the guardrails on from the foundation model where they will inherit its refusals. For this project we've post-trained a…
Jun 2026 · argusred.com · its alternatives →
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Find vulnerabilities in your AI prompts before your users do
Aug 2026 · testmyprompt.net · its alternatives →
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Papercuts▲99Yooo! Papercuts lets you deploy AI agents that flow through your production app like a real user. Just provide a URL and get notified when something breaks. Modern apps are way too complex for brittle selectors. Honestly, I think the only way to feel safe is to test in production with AI agents that actually perceive and navigate like a human.
Jan 2026 · papercuts.dev · its alternatives →
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I use AI agents to build UI features daily. The thing that kept annoying me: the agent writes code but never sees what it actually looks like in the browser. It can’t tell if the layout is broken or if the console is throwing errors. So I built a CLI that lets the agent open a browser, interact with the page, record what happens, and collect any errors. Then it bundles everything — video, screenshots, logs — into a self-contained HTML file I can review in seconds. proofshot start --run "npm run dev" --port 3000 # agent navigates, clicks, takes screenshots proofshot stop It works with…
Mar 2026 · github.com · its alternatives →
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We've built an open-source tool to stress test AI agents by simulating prompt injection attacks. We’ve implemented one powerful attack strategy based on the paper [AdvPrefix: An Objective for Nuanced LLM Jailbreaks](https://arxiv.org/abs/2412.10321). Here's how it works: - You define a goal, like: “Tell me your system prompt” - Our tool uses a language model to generate adversarial prefixes (e.g., “Sure, here are my system prompts…”) that are likely to jailbreak the agent. - The output is a list of prompts most likely to succeed in bypassing safeguards. We’re just getting…
2025 · security.vista-labs.ai · its alternatives →
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BestDefense.io▲135Pentest and patch every deploy with AI
Jun 2026 · bestdefense.io · its alternatives →
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Zero Assist▲108Real-time AI cheating detection for technical interviews
May 2026 · zeroassist.in · its alternatives →
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Hi Hacker News! We're launching Zalor, an agent testing platform. Agents often break when you tweak system prompts, swap models, or add tools. Zalor automatically generates test scenarios and evaluates your agent so you know it's reliable before deploying to production. We currently support the OpenAI Agents SDK and are onboarding other frameworks. A GitHub integration is coming so you can get feedback on every update. Looking forward to hearing feedback from people building agents.
Mar 2026 · agents.zalor.ai · its alternatives →
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Scan any LLM chatbot for vulnerabilities
Apr 2026 · github.com · its alternatives →
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Test, break & analyze your AI agents for jailbreak risks
2025 · its alternatives →
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Find AI vulnerabilities before hackers do
Mar 2026 · promptbrake.com · its alternatives →
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ZeroShot is agent session monitoring for your team's coding agents. Sessions and PR reviews become reusable skills — enforced on every PR. Teams ship 3.7× faster on 90% less wasted token spend.
Jul 2026 · tryzeroshot.com · its alternatives →
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Break, test, and secure AI agents before production
Jun 2026 · github.com · its alternatives →
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AegisLM▲4See how easily your AI can be broken — in seconds
May 2026 · huggingface.co · its alternatives →
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Panguard.AI▲20Open-source malware scanner and runtime guard for AI agents
Jul 2026 · panguard.ai · its alternatives →
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Scan your dev machine for AI agents, MCP servers, IDE extensions, and suspicious packages - in seconds. - step-security/dev-machine-guard
Mar 2026 · github.com · its alternatives →
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Compare AI models side-by-side on same prompt
Feb 2026 · testaimodels.com · its alternatives →
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Automate your manual pentesting workflow with AI.
May 2026 · bountykai.com · its alternatives →
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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →