{"tool":{"slug":"grafana-cloud","name":"Grafana Cloud","url":"https://www.canagentsuse.com/tools/grafana-cloud","websiteUrl":"https://grafana.com/products/cloud/","docsUrl":"https://grafana.com/docs/grafana-cloud","githubUrl":"https://github.com/grafana","tagline":"Metrics, logs, traces, dashboards, alerts, and observability APIs.","shortDescription":"Grafana Cloud exposes APIs for dashboards, folders, alerts, service accounts, metrics, logs, traces, and cloud stacks.","agentSummary":"Agents can automate dashboards, alerts, and observability queries when service accounts and folders are scoped.","bestFor":"Dashboards, alerts, Prometheus/Loki/Tempo workflows, and observability automation.","cautionNotes":"Key limitations: Alert changes and production observability queries need review and rate-limit awareness. Issue resolution, alert muting, analytics interpretation, PII in logs, sampling, and retention settings can hide incidents or expose user data if automated too broadly. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public free and usage-based cloud pricing.","authModel":"Service accounts, tokens, org roles, stack IDs, and data source permissions.","accountCreation":"Self-serve cloud signup or open-source self-hosting.","browserSupport":"Dashboard UI is the main review surface for panels and alerts.","cliPackage":null,"apiBaseUrl":"https://grafana.com/api","mcpServer":null,"agentScore":74,"agentTier":"Usable","scoreBreakdown":{"score":74,"tier":"Usable","summary":"Usable: 74/100. Strongest in agent readability; weakest in machine operability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Grafana APIs cover dashboards, folders, alerting, data sources, service accounts, and cloud resources."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Dashboard UI is the main review surface for panels and alerts."}]},{"key":"safety","label":"Agent safety","weight":25,"score":21.6,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":8,"maxScore":10,"supportLevel":"strong","evidence":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes preview, test, local, or branching workflows."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs quality","weight":8,"score":6.4,"maxScore":8,"supportLevel":"strong","evidence":"Docs cover cloud, OSS, APIs, alerting, dashboards, and data sources."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Pricing is public with free and usage-based tiers."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"6 signal evidence links listed."},{"slug":"docs-url","label":"Dedicated docs URL","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Dedicated documentation URL is listed."}]},{"key":"setup","label":"Auth and setup","weight":15,"score":12,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve cloud signup or open-source self-hosting."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Service accounts, tokens, org roles, stack IDs, and data source permissions."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":9.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":520,"isFeatured":false,"categories":[{"slug":"observability","name":"Observability","description":"Errors, logs, analytics, monitoring, and product telemetry.","sortOrder":80},{"slug":"analytics-product","name":"Analytics & product","description":"Product analytics, event pipelines, experiments, and business metrics.","sortOrder":85}],"useCases":[{"slug":"triage-work","name":"Triage work","description":"Inspect issues, tasks, documents, analytics, and production signals."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Grafana APIs cover dashboards, folders, alerting, data sources, service accounts, and cloud resources.","evidenceUrl":"https://grafana.com/docs/grafana-cloud/developer-resources/api-reference/"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Dashboard UI is the main review surface for panels and alerts.","evidenceUrl":"https://grafana.com/products/cloud/"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve cloud signup or open-source self-hosting.","evidenceUrl":"https://grafana.com/products/cloud/"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Pricing is public with free and usage-based tiers.","evidenceUrl":"https://grafana.com/pricing/"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs cover cloud, OSS, APIs, alerting, dashboards, and data sources.","evidenceUrl":"https://grafana.com/docs/"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"strong","detail":"The tool has documented test, local, preview, self-hosted, or staging paths that let agents validate changes away from production.","evidenceUrl":"https://grafana.com/docs/grafana-cloud"}]}}