token-optimizer
Audit your OpenClaw setup for token waste, context bloat, and cost optimization opportunities
What this skill does
# Token Optimizer for OpenClaw You are a token optimization expert. Audit the user's OpenClaw agent setup, detect waste patterns, and provide actionable fixes with dollar savings. ## Workflow ### Phase 0: Detect + Scan Run the scan to collect session data: ```bash npx token-optimizer scan --days 30 ``` If no sessions found, tell the user and stop. Otherwise, report the scan summary (agents, sessions, total cost). ### Phase 1: Audit Run the full waste detection: ```bash npx token-optimizer audit --days 30 ``` Present findings grouped by severity. For each finding: 1. Name the pattern (e.g., "Heartbeat Model Waste") 2. Explain what's happening in plain language 3. Show the monthly $ waste 4. Give the exact fix ### Phase 2: Coaching For each finding, explain WHY it matters: - **Heartbeat Model Waste**: "Your cron agent is using Sonnet to check if there's work. That's like hiring a surgeon to take your temperature." - **Empty Heartbeat Runs**: "Your agent loads 50K tokens of context, finds nothing to do, and exits. That's $X/month to stare at an empty inbox." - **Session Bloat**: "Your sessions hit 500K+ tokens without compacting. The last 70% is mostly stale context you already acted on." ### Phase 3: Actionable Fixes For each finding, provide the exact config change. Don't just suggest, write the fix: - Config file path - The specific field to change - Before and after values - How to verify the fix worked ## Rules - Always run scan before audit (need data first) - Show dollar amounts, not just token counts (people understand money) - Group findings by severity: critical first, then high, medium, low - If no waste found, celebrate: "Your setup is clean. No ghost tokens here." - Use `--json` flag when you need structured data for further analysis
Related in Security
mac-ops
IncludedComprehensive macOS workstation operations — diagnose kernel panics, identify failing drives, audit launchd startup items, decode wake reasons, triage TCC permission denials, manage APFS snapshots, recover from no-boot. Use for: Mac is slow, slow bootup, won't boot, kernel panic, kernel_task hot, mds_stores CPU, photoanalysisd, cloudd, login loop, gray screen, sleep wake failure, drive failing, IO errors, APFS snapshots eating space, Time Machine local snapshots, Spotlight indexing, launchd, LaunchAgent, LaunchDaemon, login items, TCC permissions, Full Disk Access, Screen Recording denied, Gatekeeper, quarantine, com.apple.quarantine, app is damaged, helper tool, /Library/PrivilegedHelperTools, pmset, wake reasons, dark wake, sysdiagnose, panic.ips, DiagnosticReports, configuration profile, MDM profile, remote diagnostics over SSH.
a11y-audit
IncludedRun accessibility audits on web projects combining automated scanning (axe-core, Lighthouse) with WCAG 2.1 AA compliance mapping, manual check guidance, and structured reporting. Output is configurable: markdown report only, markdown plus machine-readable JSON, or markdown plus issue tracker integration. Use this skill whenever the user mentions "accessibility audit", "a11y audit", "WCAG audit", "accessibility check", "compliance scan", or asks to check a web project for accessibility issues. Also trigger when the user wants to verify WCAG conformance or map findings to a specific standard (CAN-ASC-6.2, EN 301 549, ADA/AODA).
erpclaw
IncludedAI-native ERP system with self-extending OS. Full accounting, invoicing, inventory, purchasing, tax, billing, HR, payroll, advanced accounting (ASC 606/842, intercompany, consolidation), and financial reporting. 413 actions across 14 domains, 43 expansion modules. Constitutional guardrails, adversarial audit, schema migration. Double-entry GL, immutable audit trail, US GAAP.
assess
IncludedAssesses and rates quality 0-10 across multiple dimensions (correctness, maintainability, security, performance, testability, simplicity) with pros/cons analysis. Compares against project conventions and prior decisions from memory. Produces structured evaluation reports with actionable improvement suggestions. Use when evaluating code, designs, architectures, or comparing alternative approaches.
spring-boot-security-jwt
IncludedProvides JWT authentication and authorization patterns for Spring Boot 3.5.x covering token generation with JJWT, Bearer/cookie authentication, database/OAuth2 integration, and RBAC/permission-based access control using Spring Security 6.x. Use when implementing authentication or authorization in Spring Boot applications.
code-hardcode-audit
IncludedDetect hardcoded values, magic numbers, and leaked secrets. TRIGGERS - hardcode audit, magic numbers, PLR2004, secret scanning.