「AI 可观测与评测」工具排行榜第 3 页

TraceRoot is represented by traceroot.ai. Open-source observability for AI agents. Capture traces, debug with AI, and ship fixes automatically. Backed by Y Combinator.

实时防护安全平台AI完整性错觉缓解提示注入防护脱题检测数据泄漏防护SQL安全执行亵渎预防会话浏览器成本跟踪仪表板监控直接数据连接器根本原因分析解释定制集成表格模型支持

Backplanes 是 Backplanes 旗下与 backplanes.com 对应的产品官网，主要提供：Automatic reports for Claude Code and Codex sessions. See files touched, commands run, external tools reached, scope drift, and what deserves review. Free at launch.

Voker 是 Voker 旗下与 voker.ai 对应的产品官网，主要提供：The Agent Analytics Platform for monitoring and improving your AI agents in the wild. No more digging through logs, fix agents before users complain.

Describe your idea to build AI apps that actually work

专为 macOS 设计的并行 AI 编程智能体调度与协作工具。

Evaluate, Optimize, and Ship AI Agents

探索全面的性能测试工具集合，帮助开发者、工程师和技术爱好者优化软件与硬件性能

Prismo 是 Prismo 旗下与 getprismo.dev 对应的产品官网，主要提供：Prismo helps engineering teams control coding-agent spend before bad Claude Code, Codex, Cursor, or Copilot sessions get expensive.

生产就绪工作流程提示播放区域测试和评估数据管理监控和分析

Smart incident summaries powered by Magistral small

模型和数据运行状况监控持续监控模型输入和输出的漂移识别培训服务偏差通过识别最佳模型候选和可靠的功能来提高AI性能可追溯性有助于模型性能并引入有偏见的人群主动解决功能管道和功能存储中的数据质量问题LLM (语言和学习模型) 自我安全托管和专有LLM api内联操作防止恶意意图和滥用风险防止OWASP 10漏洞，如提示注入和数据泄漏持续评估LLM提示和响应，以确保积极的用户体验企业级功能，包括RBAC，SAML SSO，API控制和高级触发器和通知配置安全合规性 (SOC 2类型2) 高度机密模型混合SaaS部署模型问题调查用于智能基线和季节性监控的根本原因分析工具强大的监控算法可与现有管道和工具无缝集成

Integrate AI in your product in seconds

LLM & AI agent testing platform for teams 对应 rhesis.ai。Open-source platform for testing LLM and AI agent applications as a team. Generate tests, simulate real users, and spot regressions before they reach production.

专注于构建可验证与可复用工作流的桌面智能体开发平台。

一站式应用AI模型全生命周期服务商

Infinium 是 Infinium 旗下与 i42m.ai 对应的产品官网，主要提供：Unified observability and optimization for autonomous AI agents. Monitor, analyze, and continuously improve every AI interaction across your stack.

FloTorch – Enterprise Platform to Build & Scale Agentic AI 是 FloTorch – Enterprise Platform to Build & Scale Agentic AI 旗下与 flotorch.ai 对应的产品官网，主要提供：Build, deploy, and scale agentic AI workflows with FloTorch. LLMOps, RAG pipelines, smart LLM routing, and real-time observability — enterprise-ready from day one.

Trismik 是 Trismik 旗下与 trismik.com 对应的产品官网，主要提供：Trismik helps teams choose the best AI model for their use case using real data – no complex setup, no guesswork. Compare models with QuickCompare.

DataGrout 是 DataGrout 旗下与 datagrout.ai 对应的产品官网，主要提供：DataGrout gives your AI agents memory, reliability, and cost control. Most agent frameworks fall apart at scale, context windows explode, workflows fail silently, and token costs spiral before you notice. DataGrout fixes the plumbing: connect to any system, remember across sessions, and run continuously without burning your budget. Built for teams shipping production agents, not just demos.

Error discovery & evaluation for AI Agents

Relyable is represented by relyable.ai. Evals For AI Voice Agents. Relyable let's you ship high performing AI Phone Agents quick.

Lucidic AI 对应 lucidic.ai。Lucidic AI builds the training and optimization layer for AI agents—so enterprises can measure, improve, and safely deploy agents that actually work.

AI scores tickets to your SOPs with 90% precision

用于AI定制的混合云平台无需代码和数据Remyx代理的逐步支持定制的计算机视觉模型简化的AI基础架构设置

AILatency 是 Independent AI API Performance Benchmarks 旗下与 ailatency.com 对应的产品官网，主要提供：Track independently collected AI API latency, throughput, and availability data across major providers. Compare 24H, 7D, and 30D trends with detailed daily reports.

Telemetry is represented by telemetry.sh. Give your coding agent a prompt, an API key, and skill.md. It can instrument structured logs fast, while humans stay aligned with dashboards, charts, tables, and alerts.

Foundry is represented by thefoundryai.com. Produce high-quality enterprise data, evaluate reliably, and optimize performance at scale—without web drift, IP bans, or rate limits. Foundry provides deterministic web snapshots, structured error classification, and unlimited reinforcement learning for browser agents.

访问各种生成的AI模型类似笔记本的环境，用于启动具有AI工作参数模板的AI工作簿，用于简化跨模式链接的开发，创建由工作流团队开发的协作和组织功能的模板库，并快速开始将非结构化笔记转换为见解，保音翻译编码助手，稳定扩散提示，拥抱脸模型库，面试音频汇总

Elixir Observability is represented by tryelixir.ai. Elixir Observability

用于处理不同数字材料的统一界面减少提示工程具有自动分析和格式化的丰富编辑器无缝聊天集成支持Chrome的AI扩展

Syrin 是 Syrin 旗下与 syrin.ai 对应的产品官网，主要提供：Know when your AI agents fail, before your customers do. Real-time monitoring, drift detection, and one-click config changes for any agent framework. Free tier available, open-source SDK.

给 Vibe Coder 的微信运动排行榜：看你烧了多少 token

Northbeams 是 Northbeams 旗下与 northbeams.com 对应的产品官网，主要提供：Detect, classify, and block shadow AI across browser, desktop, CLI, and MCP. No proxy, no agent on your network. Signed Evidence Packs for the EU AI Act, ISO 42001, NIST AI RMF, and SOC 2. The AI System of Record.

KubeHA is represented by kubeha.com. GenAI-Powered Monitoring & Observability Built for Kubernetes at Scale KubeHA is the first-of-its-kind GenAI-powered SaaS platform offering everything you need for Monitoring, Observability, Remediation, and Exploration (MORE) - all in one place Schedule Meeting https://youtu.be/PyzTQPLGaD0 Core Value Proposition All-in-One Kubernetes Intelligence Platform - Powered by GenAI. KubeHA delivers MORE. Monitoring ● Real-time, high-fidelity Kubernetes metrics

Argonix Sovereign Agentic AI Platform 是 Argonix 旗下与 argonix.io 对应的产品官网，主要提供：Argonix — Sovereign, Agentic, All-in-One: Monitoring, Security (CSPM, ISO 27001 / SOC 2 / NIS2 / CIS, MITRE ATT&CK), FinOps (Kubernetes cost allocation, chargeback PDF, budgets, rightsizing) and AI Ops. 43 connectors, 310+ tools. Self-hostable. GitOps-native.

管理多个 AI Coding Agent 额度的 macOS 菜单栏应用。

Archiet 是 Archiet 旗下与 archiet.com 对应的产品官网，主要提供：Archiet builds a living model of your systems — and turns it into consulting-grade audits, compliance evidence (SOC 2, ISO 27001, GDPR, HIPAA, DORA), and production-ready code. One intelligence, spanning SaaS, cloud, healthcare, finance, government, and robotics. Free sample audit, no signup.

Maximus 是 Maximus 旗下与 usemaximus.com 对应的产品官网，主要提供：Get automatic scoring, feedback, and more on every single call with Maximus, our AI coach.

A 10x better benchmark for AI browser agents

快速原型制作LLM工具

Grepture 是 Grepture 旗下与 grepture.com 对应的产品官网，主要提供：Trace, evaluate, and protect every LLM call your app makes. Drop-in TypeScript SDK for OpenAI, Anthropic, and Gemini. Evals, PII redaction, cost tracking. Open-source. EU-hosted.

Who Codes Best? 对应 whocodesbest.com。Navigate the fast-changing landscape of AI coding assistants. We track, test, and compare every major coding AI so you don't have to.

Claude Usage Monitor 是 Digital Advanced Solutions 旗下与 claude-monitor.com 对应的产品官网，主要提供：Never hit your Claude limits unexpectedly. Track your 5-hour session, weekly limit, and per-model caps for Fable, Opus & Sonnet in real time — with desktop alerts at 80% and 95%.

Calcis 是 Calcis 旗下与 calcis.dev 对应的产品官网，主要提供：Stop your agent before it spends what you can't afford. Predict cost across 28 models. Block PRs that blow your budget. CI, VS Code, CLI, and framework integrations for OpenAI, Anthropic, and Google.

Kite 是 Kite ML 旗下与 kiteml.com 对应的产品官网，主要提供：A robotics IDE that lets researchers focus on behavior, rather than set up.

RootBrief 是 RootBrief 旗下与 rootbrief.com 对应的产品官网，主要提供：One dashboard for n8n, Zapier, Make, and AI agent workflows in production. Get alerted before your clients notice — Email, Slack, Discord, Teams, PagerDuty, and custom webhooks.