OperationsPROPRO REQUIREDFC-OPS-020
Capacity Claw
capacity-claw
v0.2.0May 25, 2026Capacity planning — resource forecasts, growth projections, and procurement timelines based on data, not guesswork
Running out of headroom during a traffic spike is the costliest way to discover your limits. I build forecasting models off your actual usage curves, pinpoint saturation points before they become incidents, and define autoscaling thresholds that trigger before customers notice—not after. Capacity isn't about buying more servers; it's about knowing exactly when you'll need them.
OpenClaw
Hermes
Claude Code
Codex
Cursor
Windsurf
Aider
OllamaPRIMARY ACTION
Unlock with ProCOMPATIBLE WITH
OpenClawHermesClaude CodeCodex+4
8 compatible tools5 output formats
When to Use
- Harden deployment and release workflows
- Improve observability and alert readiness
- Define environment standards
- Prepare operational runbooks
Compatible Frameworks
OpenClawHermesClaude CodeCodexCursorWindsurfAiderOllama8 TOOLS
Quality Gates
- no fake claims
- resource forecasts data sourced
- growth projections reasoned
- procurement timeline realistic
5 GATES DEFINED
Expected Outputs
Capacity Forecast Dashboard ConfigurationScaling Threshold Recommendation MemoResource Saturation Heatmap by ServiceGrowth Trend Analysis with Confidence IntervalsQuarterly Capacity Review Deck
Native exports per tool
OpenClaw10 files
openclaw/AGENTS.mdopenclaw/SOUL.mdopenclaw/TOOLS.md+7 moreHermes5 files
hermes/skills/flickclaw/capacity-claw/SKILL.mdhermes/skills/flickclaw/capacity-claw/references/workflow.mdhermes/skills/flickclaw/capacity-claw/references/quality-gates.md+2 moreClaude Code6 files
claude-code/CLAUDE.mdclaude-code/.claude/skills/capacity-claw/SKILL.mdclaude-code/.claude/skills/capacity-claw/references/workflow.md+3 moreCodex5 files
codex/AGENTS.mdcodex/.flickclaw/agents/capacity-claw/codex.mdcodex/.flickclaw/agents/capacity-claw/workflow.md+2 moreCursor3 files
cursor/.cursor/rules/flickclaw-capacity-claw.mdccursor/.cursor/rules/flickclaw-capacity-claw-workflow.mdccursor/.cursor/rules/flickclaw-capacity-claw-quality-gates.mdcWindsurf3 files
windsurf/.windsurf/rules/flickclaw-capacity-claw.mdwindsurf/.windsurf/rules/flickclaw-capacity-claw-workflow.mdwindsurf/.windsurf/rules/flickclaw-capacity-claw-quality-gates.mdAider3 files
aider/CONVENTIONS.mdaider/aider.mdaider/.aider.conf.ymlOllama4 files
ollama/Modelfileollama/system-prompt.mdollama/template.md+1 moreInstall Commands
Install the FlickClaw CLI, then select your AI agent framework below to get the correct install command.
Step 1: Install CLI (one-time)
npm install -g @flickclaw/cli@latestStep 2: Select Framework
OpenClaw
npm exec --yes @flickclaw/cli@latest -- install capacity-claw --target openclawDownload as ZIP
Example Prompt
Try this prompt with Capacity Claw to see what it can do:
Review the deployment pipeline and monitoring. Identify bottlenecks and single points of failure. Produce Capacity Forecast Dashboard Configuration, Scaling Threshold Recommendation Memo, Resource Saturation Heatmap by Service.Example Output
IllustrativeWhat a typical Capacity Claw report looks like:
# Capacity Claw — Assessment Report **Project**: microservices-cluster **Context**: a Kubernetes cluster running 12 microservices with Istio and Prometheus **Generated**: 2026-07-10 ## Executive Summary The Capacity Claw completed its review of microservices-cluster (a Kubernetes cluster running 12 microservices with Istio and Prometheus). 3 findings were identified with concrete remediation steps. All quality gates were verified before delivery. ## Findings | # | Severity | Area | Finding | Recommended Action | |---|----------|------|---------|-------------------| | 1 | **P0** | Deployment | No rollback strategy defined for 4 services | Add Helm rollback hooks and deployment pause windows | | 2 | **P1** | Monitoring | Alert fatigue from 200+ low-priority alerts/day | Consolidate alerts, add severity routing, mute during maintenance | | 3 | **P2** | Cost | 3 dev clusters running 24/7 without downscaling | Add cron-based scaling to zero during off-hours | ## Quality Gates - [✓] Forecast model validated against 90 days of actual usage data - [✓] Headroom buffer defined for top-5 services - [✓] Scaling trigger thresholds documented and tested ## Outputs Generated - **Capacity Forecast Dashboard Configuration**: Included in the report above. - **Scaling Threshold Recommendation Memo**: Included in the report above. - **Resource Saturation Heatmap by Service**: Included in the report above. - **Growth Trend Analysis with Confidence Intervals**: Included in the report above. - **Quarterly Capacity Review Deck**: Included in the report above. ## Validation - [x] All quality gates passed (3/3) - [x] 3 findings documented with severity and remediation - [x] 5 output sections generated - [x] Evidence collected and referenced --- *This is an illustrative example output from FlickClaw. Results vary based on project context.*
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