{"schema":"cloudm0n.agent-handoff.v1","generatedAt":"2026-09-01T19:35:50.184Z","software":{"slug":"SigNoz/signoz","name":"signoz","source":"https://github.com/SigNoz/signoz","tagline":"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.","summary":"Provisional external discovery candidate. 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.","topics":["apm","application-monitoring","distributed-tracing","go","good-first-issue","jaeger","log","logs","metrics","monitoring","nextjs","observability"]},"decision":{"fitScore":62,"verdict":"NICHE","analysisState":"ANALYZED","whatItDoes":"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.","whyFound":"CLOUDM0N matched this repository through its capability signals: apm, application-monitoring, distributed-tracing, go, good-first-issue.","bestFor":"Provisional external discovery candidate. 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.","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":90,"commitSha":"da9b4644dfc26e4bf81658edd3bc015df8897c4a","scannedAt":"2026-08-30T11:49:18.674Z"}},"architecture":{"evidenceLevel":"CODE_EVIDENCE","source":"ARCHITECTURE_SCAN","commitSha":"da9b4644dfc26e4bf81658edd3bc015df8897c4a","strategy":null,"runtimeImage":null,"workdir":null,"protocol":null,"capabilities":["apm","application-monitoring","distributed-tracing","go","good-first-issue","jaeger","log","logs","metrics","monitoring","nextjs","observability"],"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":"aws-observability/helm-charts","name":"helm-charts","fitScore":58,"verdict":"NICHE","security":{"status":"PASS","score":100},"focus":"The AWS Observability Helm Charts repository contains Helm charts to provide easy mechanisms to setup the CloudWatch Agent and other collection agents to collect telemetry data such as metrics, logs and traces to send to AWS monitoring services."},{"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":"kubeshark/kubeshark","name":"kubeshark","fitScore":70,"verdict":"WATCH","security":{"status":"REVIEW","score":90},"focus":"eBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard."}],"nextAction":"Review or complete Security evidence before adoption. Do not install based on Fit alone.","policy":{"sponsoredRanking":false,"cloudm0nExecutesInstall":false,"approvalRequiredBeforeChanges":true,"fitDoesNotOverrideTrust":true}}