{"tool":{"slug":"google-cloud","name":"Google Cloud","url":"https://www.canagentsuse.com/tools/google-cloud","websiteUrl":"https://cloud.google.com","docsUrl":"https://cloud.google.com/docs","githubUrl":"https://github.com/GoogleCloudPlatform","tagline":"Cloud APIs, gcloud CLI, IAM, BigQuery, GKE, and AI infrastructure.","shortDescription":"Google Cloud provides APIs, gcloud CLI, IAM, service accounts, BigQuery, Cloud Run, GKE, and Vertex AI.","agentSummary":"Agents can use gcloud and APIs for cloud resource management when constrained by projects, IAM, and dry-run plans.","bestFor":"Cloud Run, BigQuery, GKE, storage, analytics, and AI platform operations.","cautionNotes":"Key limitations: IAM, billing, production data, and infrastructure changes need human approval. Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. MCP servers inherit the connected account's scopes and may send prompts or data to third-party services; configure read-only or narrow scopes when available. CLI access is powerful but can run destructive local or production commands; prefer dry runs, preview environments, and non-production credentials.","pricingSummary":"Public per-service pricing and calculator, but cross-service cost can be complex.","authModel":"Service accounts, OAuth, workload identity, IAM roles, and ADC.","accountCreation":"Self-serve account/project creation with billing setup.","browserSupport":"Console is important for billing, IAM, logs, and audits.","cliPackage":"gcloud","apiBaseUrl":"https://cloud.googleapis.com","mcpServer":"https://docs.cloud.google.com/mcp","agentScore":78,"agentTier":"Strong","scoreBreakdown":{"score":78,"tier":"Strong","summary":"Strong: 78/100. Strongest in machine operability; weakest in production reliability.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":24,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Google Cloud APIs cover platform services with client libraries."},{"slug":"mcp","label":"MCP","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Google and Google Cloud provide remote MCP servers for supported Google products and cloud services."},{"slug":"cli","label":"CLI","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"gcloud CLI is scriptable and includes bq, gsutil, and kubectl tooling."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console is important for billing, IAM, logs, and audits."}]},{"key":"safety","label":"Agent safety","weight":25,"score":17.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":5,"maxScore":10,"supportLevel":"partial","evidence":"Separate projects and IAM roles support safer experimentation."},{"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":4,"maxScore":4,"supportLevel":"native","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":0,"maxScore":2,"supportLevel":"unknown","evidence":"No clear evidence found."}]},{"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 and reference pages are broad and service-specific."},{"slug":"pricing-clarity","label":"Pricing clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Public per-service pricing and calculator, but cross-service cost can be complex."},{"slug":"evidence-depth","label":"Evidence links","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"8 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":13,"maxScore":15,"signals":[{"slug":"account-creation","label":"Account setup","weight":7,"score":5.6,"maxScore":7,"supportLevel":"strong","evidence":"Self-serve account/project creation with billing setup."},{"slug":"auth-clarity","label":"Auth model clarity","weight":5,"score":5,"maxScore":5,"supportLevel":"native","evidence":"Service accounts, OAuth, workload identity, IAM roles, and ADC."},{"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":6.2,"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":3.2,"maxScore":4,"supportLevel":"strong","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":0,"maxScore":3,"supportLevel":"unknown","evidence":"No clear evidence found."},{"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":820,"isFeatured":false,"categories":[{"slug":"deployment-infra","name":"Deployment & infra","description":"Hosting, serverless, queues, workers, and cloud operations.","sortOrder":60},{"slug":"databases-storage","name":"Databases & storage","description":"Postgres, object storage, vector search, and data backends.","sortOrder":40},{"slug":"ai-models","name":"AI models","description":"Model APIs, inference gateways, embeddings, reranking, and generation.","sortOrder":15},{"slug":"analytics-product","name":"Analytics & product","description":"Product analytics, event pipelines, experiments, and business metrics.","sortOrder":85}],"useCases":[{"slug":"manage-infra","name":"Manage infra","description":"Provision, deploy, inspect, and automate cloud or platform resources."},{"slug":"ship-app","name":"Ship an app","description":"Provision infra, deploy, monitor, and iterate on production apps."},{"slug":"analyze-product","name":"Analyze product","description":"Send events, inspect funnels, query metrics, and investigate usage."}],"capabilities":[{"slug":"cli","name":"CLI","group":"Agent access","supportLevel":"native","detail":"gcloud CLI is scriptable and includes bq, gsutil, and kubectl tooling.","evidenceUrl":"https://cloud.google.com/cli"},{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Google Cloud APIs cover platform services with client libraries.","evidenceUrl":"https://cloud.google.com/apis/docs/overview"},{"slug":"mcp","name":"MCP","group":"Agent access","supportLevel":"native","detail":"Google and Google Cloud provide remote MCP servers for supported Google products and cloud services.","evidenceUrl":"https://docs.cloud.google.com/mcp"},{"slug":"browser","name":"Browser","group":"Agent access","supportLevel":"strong","detail":"Console is important for billing, IAM, logs, and audits.","evidenceUrl":"https://cloud.google.com"},{"slug":"account-creation","name":"Account creation","group":"Onboarding","supportLevel":"strong","detail":"Self-serve account/project creation with billing setup.","evidenceUrl":"https://cloud.google.com"},{"slug":"pricing-clarity","name":"Pricing clarity","group":"Buying","supportLevel":"strong","detail":"Public per-service pricing and calculator, but cross-service cost can be complex.","evidenceUrl":"https://cloud.google.com/pricing"},{"slug":"docs-quality","name":"Docs quality","group":"Understanding","supportLevel":"strong","detail":"Docs and reference pages are broad and service-specific.","evidenceUrl":"https://cloud.google.com/docs"},{"slug":"sandbox","name":"Sandbox","group":"Safety","supportLevel":"partial","detail":"Separate projects and IAM roles support safer experimentation.","evidenceUrl":"https://cloud.google.com/docs"}]}}