Mindgard 记录了 153,455 月访问量，月度环比增长为 +1.3%，定价为定价请咨询。Raindrop 记录了 42,807 月访问量，增长率为 -18.4%，定价为免费试用，付费，定价请咨询。
Mindgard is an AI security platform that performs attacker-style reconnaissance, automated red teaming, and continuous testing of AI models, agents, and applications to find and fix exploitable vulnerabilities.
在用户之前发现并修复 AI Agent 的问题
| 维度 / 指标 | | |
|---|---|---|
| 官方域名 | mindgard.ai | raindrop.ai |
| 定价模式 | 定价请咨询 | 免费试用，付费，定价请咨询 |
| 月访问量 | 15.35万 (153,455) | 4.28万 (42,807) |
| 月度环比流量变化 | +1959 (+1.3%) | -9630 (-18.4%) |
| 主要市场与份额 | 🇺🇸 美国 (38.4%) | 🇺🇸 美国 (77.1%) |
| 直接访问 / 月 | 2.16万 | 2.36万 |
| 用户评分 | 4.3 | 4.4 |
| 支持的平台 | 网站 | 网站 |
Mindgard is an AI security platform that performs attacker-style reconnaissance, automated red teaming, and continuous testing of AI models, agents, and applications to find and fix exploitable vulnerabilities.
Agent-native reconnaissance maps models, agents, tools, instructions, permissions and behaviours the way an attacker would before launching attacks.
Continuous, adaptive testing of AI agents and systems against evolving attack techniques, rather than one-off audits.
Findings are backed by a knowledge base built from more than 175 publicly disclosed AI vulnerabilities across major AI systems.
Runtime protections and remediation guidance help close defensive gaps and verify that fixes actually hold.
在用户之前发现并修复 AI Agent 的问题
查看一次运行中的每条消息、工具调用与决策，包含输入、输出与耗时，精确锁定问题环节。
把反复出现的故障归并成 issue，附带严重级别、受影响用户、最后出现时间与置信度，取代零散告警。
由 Agent 负责调查并提供后续自动化，覆盖 Slack、网页端与 MCP，让调试发生在团队本已使用的地方。
在 pull request 上针对改动运行场景，并与真实流量比对，合并前拦截回归。
免费 / 开源面向生产级 AI 的智能体可观测性、评估与持续改进平台
免费 / 开源构建、模拟、评估并监控可自我改进的 AI 智能体
免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
专项更强AI 工程团队的协作层
在整个组织内统一 LLM 评估、可观测性与红队测试标准
免费 / 开源开源可观测性：发现 AI Agent 的故障，并直接修复
专项更强Delivers enterprise-grade AI observability and model governance, but provides less automated vulnerability red teaming.
专项更强Delivers enterprise-grade AI observability and model governance, but provides less automated vulnerability red teaming.
