{"schema":"cloudm0n.agent-handoff.v1","generatedAt":"2026-09-01T19:32:11.393Z","software":{"slug":"AgentOps-AI/agentops","name":"agentops","source":"https://github.com/AgentOps-AI/agentops","tagline":"Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI Agents SDK, Langchain, Autogen, AG2, and CamelAI","summary":"Provisional external discovery candidate. Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI Agents SDK, Langchain, Autogen, AG2, and CamelAI","topics":["agent","agentops","agents-sdk","ai","anthropic","autogen","cost-estimation","crewai","evals","evaluation-metrics","groq","langchain"]},"decision":{"fitScore":61,"verdict":"NICHE","analysisState":"ANALYZED","whatItDoes":"Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI Agents SDK, Langchain, Autogen, AG2, and CamelAI","whyFound":"CLOUDM0N matched this repository through its capability signals: agent, agentops, agents-sdk, ai, anthropic.","bestFor":"Provisional external discovery candidate. Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. Integrates with most LLMs and agent frameworks including CrewAI, Agno, OpenAI Agents SDK, Langchain, Autogen, AG2, and CamelAI","tradeOff":"No explicit trade-off is documented in the current CLOUDM0N analysis. Review the source, trust evidence, and target environment before adoption.","adoption":"VERIFY_FIRST"},"trust":{"security":{"status":"REVIEW","score":80,"commitSha":"f8e907b92dabe47232978023fdcb01e2a7d4b752","scannedAt":"2026-08-31T04:30:24.880Z"}},"architecture":{"evidenceLevel":"CODE_EVIDENCE","source":"ARCHITECTURE_SCAN","commitSha":"f8e907b92dabe47232978023fdcb01e2a7d4b752","strategy":null,"runtimeImage":null,"workdir":null,"protocol":null,"capabilities":["agent","agentops","agents-sdk","ai","anthropic","autogen","cost-estimation","crewai","evals","evaluation-metrics","groq","langchain"],"note":"Architecture context comes from static code and repository evidence. CLOUDM0N does not execute the repository before adoption."},"install":{"evidenceLevel":"AGENT_VERIFICATION_REQUIRED","source":null,"installCommand":null,"startCommand":null,"healthCommand":null,"networkDuringInstall":null,"protocolProbe":null,"caution":"Installation is intentionally deferred to the user’s coding agent. The agent must inspect official documentation and the target environment before proposing or making changes."},"alternatives":[{"slug":"hoangsonww/Claude-Code-Agent-Monitor","name":"Claude-Code-Agent-Monitor","fitScore":54,"verdict":"NICHE","security":{"status":"REVIEW","score":20},"focus":"🚀 A real-time monitoring dashboard for Claude Code & Codex, built with SQLite3, Node.js, Express, React, Vite, TailwindCSS, & WebSockets. It tracks sessions, agent activity, tool usage, and subagent orchestration, providing live analytics, a Kanban status board, status notifications, a cute buddy, & an interactive web UI/MacOS/Windows native app."},{"slug":"coze-dev/coze-loop","name":"coze-loop","fitScore":61,"verdict":"NICHE","security":{"status":"REVIEW","score":80},"focus":"Next-generation AI Agent Optimization Platform: Cozeloop addresses challenges in AI agent development by providing full-lifecycle management capabilities from development, debugging, and evaluation to monitoring.  "},{"slug":"SigNoz/signoz","name":"signoz","fitScore":62,"verdict":"NICHE","security":{"status":"REVIEW","score":90},"focus":"SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps."}],"nextAction":"Review or complete Security evidence before adoption. Do not install based on Fit alone.","policy":{"sponsoredRanking":false,"cloudm0nExecutesInstall":false,"approvalRequiredBeforeChanges":true,"fitDoesNotOverrideTrust":true}}