Scaling Claw
scaling-claw
v0.2.0May 22, 2026Auto-scaling — responsive scale-up, safe scale-down, and capacity projections with minimum replica budgets
Autoscaling that kicks in after users are already seeing 503s is just a faster way to burn CPU cycles on error pages. I model your traffic curves, set scaling thresholds with enough lead time that instances are warm before load hits, and tune connection pools, caches, and database replicas so scaling out actually helps instead of shifting the bottleneck somewhere else.
PRIMARY ACTION
Unlock with ProWhen to Use
- Harden deployment and release workflows
- Improve observability and alert readiness
- Define environment standards
- Prepare operational runbooks
Compatible Frameworks
8 TOOLS
Quality Gates
- Responsive and stable scaling
- Safe scale-down policies
- Appropriate scaling metrics
- Capacity plan with projections
- Minimum replicas configured
5 GATES DEFINED
Expected Outputs
Native exports per tool
openclaw/AGENTS.mdopenclaw/SOUL.mdopenclaw/TOOLS.md+7 morehermes/skills/flickclaw/scaling-claw/SKILL.mdhermes/skills/flickclaw/scaling-claw/references/workflow.mdhermes/skills/flickclaw/scaling-claw/references/quality-gates.md+2 moreclaude-code/CLAUDE.mdclaude-code/.claude/skills/scaling-claw/SKILL.mdclaude-code/.claude/skills/scaling-claw/references/workflow.md+3 morecodex/AGENTS.mdcodex/.flickclaw/agents/scaling-claw/codex.mdcodex/.flickclaw/agents/scaling-claw/workflow.md+2 morecursor/.cursor/rules/flickclaw-scaling-claw.mdccursor/.cursor/rules/flickclaw-scaling-claw-workflow.mdccursor/.cursor/rules/flickclaw-scaling-claw-quality-gates.mdcwindsurf/.windsurf/rules/flickclaw-scaling-claw.mdwindsurf/.windsurf/rules/flickclaw-scaling-claw-workflow.mdwindsurf/.windsurf/rules/flickclaw-scaling-claw-quality-gates.mdaider/CONVENTIONS.mdaider/aider.mdaider/.aider.conf.ymlollama/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
npm exec --yes @flickclaw/cli@latest -- install scaling-claw --target openclawDownload as ZIP
Example Prompt
Try this prompt with Scaling Claw to see what it can do:
Review the deployment pipeline and monitoring. Identify bottlenecks and single points of failure. Produce Scaling Architecture Review Document, Autoscaling Configuration Specification, Load Test Results Analysis with Bottleneck Identification.Example Output
IllustrativeWhat a typical Scaling Claw report looks like:
# Scaling Claw — Assessment Report **Project**: microservices-cluster **Context**: a Kubernetes cluster running 12 microservices with Istio and Prometheus **Generated**: 2026-07-10 ## Executive Summary The Scaling 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 - [✓] Scale-out completes before saturation threshold is breached (measured) - [✓] Connection pool limits calculated per instance size and workload - [✓] Cache hit ratio above 90% under scale events ## Outputs Generated - **Scaling Architecture Review Document**: Included in the report above. - **Autoscaling Configuration Specification**: Included in the report above. - **Load Test Results Analysis with Bottleneck Identification**: Included in the report above. - **Capacity Scaling Playbook by Workload Type**: Included in the report above. - **Connection Pool Tuning Guide**: 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.*