cost-anomaly-to-verified-savingslisted
Install: claude install-skill manishiitg/coding-agent-loop
# Cost Anomaly to Verified Savings
## Outcome
Create an auditable FinOps workflow that detects and explains cost anomalies, proposes safe rightsizing, prepares exact infrastructure-as-code changes, obtains configured approval, and verifies realized savings and service health after rollout.
## When to use
Use for authorized cloud accounts and services with trustworthy billing, inventory, utilization, ownership, and IaC sources. Use investigation-only mode when changes or sufficient telemetry are unavailable.
## Discovery and user direction
Inspect the current workflow, goals, metrics, configuration, capabilities, stores, reports, and triggers before proposing changes. Summarize reusable design and gaps, then ask focused questions for unresolved customer choices such as scope, success, approvals, thresholds, ownership, and budgets. Record the answers as customer direction. Installation alone does not approve workflow changes or execution. Default to one small-team workflow; split only for incompatible access or lifecycle boundaries.
## Required inputs
Resolve accounts/projects/subscriptions, environments, billing basis/currency, attribution and owner mapping, budgets/baselines, utilization and service-health signals, IaC repositories/state, allowed resource/change types, risk/SLO limits, approval/deployment/rollback policy, and verification window.
## Plan and AgentWorks tools
Use scripted steps for cost ingestion, normalization, anomaly scoring, candidate calculation