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llm-monitoring

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A curated list of the best AgentOps tools for 2026 — observability, tracing, evaluation, cost monitoring, and guardrails for LLM agents. Covering open-source and SaaS tools with feature benchmarks and architecture guidance.

  • Updated May 21, 2026
  • Python

Open-source AI visibility monitoring and analytics. Track how your brand appears across ChatGPT, Perplexity, Google AI Overviews, and other LLMs. BYOK. Self-hosted. Free alternative to Profound and Peec AI.

  • Updated Mar 27, 2026
  • TypeScript

Self-hosted LLM API benchmark, monitoring & playground. Compare latency, TTFT, throughput across OpenAI, Anthropic, Gemini & any OpenAI-compatible endpoint. Deploy with one command via Docker. | 自托管 LLM API 性能测试、监控与调试平台,一键 Docker 部署,支持多家服务商对比。

  • Updated May 15, 2026
  • TypeScript

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