
Token Optimizer
- 514 installs
- 1.8k repo stars
- Updated August 3, 2026
- alexgreensh/token-optimizer
Token Optimizer is a Claude Code skill that audits an agent setup, finds context-window token waste, applies config fixes, and measures the recovered context.
About
Token Optimizer audits a Claude Code or Codex setup, identifies where context-window tokens are wasted, implements config fixes, and measures the resulting savings. A developer runs it when a session's context feels tight and they want to recover room. It supports multiple runtimes (Claude Code, Codex, OpenCode, Copilot) via a runtime gate that picks the correct workflow.
- Audits Claude Code/Codex config to find context-window waste
- Implements fixes and measures the token savings
- Targets 5-15% context recovery, up to 25%+ with autocompact management
Token Optimizer by the numbers
- 514 all-time installs (skills.sh)
- Ranked #754 of 3,282 Productivity & Planning skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
token-optimizer capabilities & compatibility
- Capabilities
- token optimization · config audit
- Use cases
- token optimization
- Platforms
- macOS
- Pricing
- Free
npx skills add https://github.com/alexgreensh/token-optimizer --skill token-optimizerAdd your badge
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| Installs | 514 |
|---|---|
| repo stars | ★ 1.8k |
| Last updated | August 3, 2026 |
| Repository | alexgreensh/token-optimizer ↗ |
What it does
Audit a Claude Code or Codex setup to find and remove context-window waste, then measure the token savings.
Who is it for?
Claude Code or Codex users who want to recover context-window space and cut token cost
Skip if: one-off scripting tasks or runtimes it does not support
When should I use this skill?
when context feels tight or you want to see where an agent's context window is going
What you get
A cleaned-up config that recovers 5-15% of the context window, up to 25%+ with autocompact management, with measured before/after savings.
- context-waste audit findings
- config fixes
- measured before/after token savings
By the numbers
- Target 5-15% context recovery through config cleanup
- up to 25%+ with autocompact management
- 5-phase audit workflow (Quick Audit, Analysis, Present Findings, Implementation, Verification)
Files
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<title id="title">Active Compression — nine features, all automatic</title>
<desc id="desc">Nine compression features, all on by default and handled automatically by hooks: delta mode, structure map, bash compression, search compression, lean-output nudges, quality nudges, loop detection, activity mode, decision extraction.</desc>
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<text x="84" y="170" fill="#60a5fa" font-size="17" font-weight="800">$ git status</text>
<text x="856" y="170" fill="#60a5fa" font-size="15" font-weight="800" text-anchor="end">SAVED 67% (114 → 37 tokens)</text>
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<text x="116" y="234" fill="#94a3b8" class="mono" font-size="12">On branch main</text>
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<text x="116" y="444" fill="#585b70" class="mono" font-size="11">===== test session starts =====</text>
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<title id="ba-title">Your Context Stack, Every Message</title>
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<text x="600" y="426" class="muted" font-size="13" font-weight="600" text-anchor="end">6,000</text>
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<text x="600" y="454" class="muted" font-size="13" font-weight="600" text-anchor="end">3,000</text>
<text x="840" y="454" fill="#34d399" font-size="13" font-weight="800" text-anchor="end">-3,000 (-50%)</text>
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<text x="600" y="482" class="muted" font-size="13" font-weight="600" text-anchor="end">800</text>
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<text x="470" y="510" class="muted" font-size="13" font-weight="600" text-anchor="end">3,500</text>
<text x="600" y="510" class="muted" font-size="13" font-weight="600" text-anchor="end">1,000</text>
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<text x="600" y="538" class="muted" font-size="13" font-weight="600" text-anchor="end">2,200</text>
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<text x="96" y="394" class="muted" font-size="14" font-weight="700">Total Context Added:</text>
<text x="454" y="396" fill="#f87171" font-size="20" font-weight="900" text-anchor="end">4,200 tokens</text>
</g>
<!-- RIGHT CARD: With Delta Mode -->
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<rect x="530" y="140" width="430" height="52" rx="20" fill="url(#dm-greenFill)" opacity="0.18"/>
<text x="554" y="174" fill="#34d399" font-size="15" font-weight="800">WITH DELTA MODE (OPTIMIZED)</text>
<!-- Turn 1 -->
<rect x="550" y="202" width="390" height="56" rx="12" fill="#202635" stroke="#334155"/>
<text x="566" y="226" class="strong" font-size="15" font-weight="800">Turn 1: Read auth.py</text>
<text x="566" y="246" class="quiet" font-size="13">287 lines read into context (cached)</text>
<text x="924" y="236" fill="#34d399" font-size="18" font-weight="900" text-anchor="end">+2,100</text>
<!-- Edit indicator -->
<path d="M735 270 L755 270" stroke="#10b981" stroke-width="2" fill="none"/>
<path d="M749 264 L755 270 L749 276" stroke="#10b981" stroke-width="2" fill="none" stroke-linecap="round" stroke-linejoin="round"/>
<text x="770" y="274" class="quiet" font-size="12" font-style="italic">Edit: 2 lines changed</text>
<!-- Turn 2 -->
<rect x="550" y="292" width="390" height="56" rx="12" fill="#202635" stroke="#10b981" stroke-width="1.5"/>
<text x="566" y="312" fill="#34d399" font-size="14" font-weight="800">Turn 2: Smart Re-read</text>
<!-- Code diff visual -->
<rect x="566" y="320" width="220" height="28" rx="4" fill="#0f172a"/>
<text x="572" y="333" fill="#a7f3d0" class="mono" font-size="9">- return jwt(user)</text>
<text x="572" y="344" fill="#a7f3d0" class="mono" font-size="9">+ return jwt(user, exp=ttl)</text>
<text x="924" y="328" fill="#34d399" font-size="18" font-weight="900" text-anchor="end">+45</text>
<!-- Total -->
<rect x="550" y="368" width="390" height="42" rx="10" fill="#111827"/>
<text x="566" y="394" class="muted" font-size="14" font-weight="700">Total Context Added:</text>
<text x="924" y="396" fill="#34d399" font-size="20" font-weight="900" text-anchor="end">2,145 tokens</text>
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<text x="84" y="494" fill="#60a5fa" font-size="20" font-weight="900">SAVINGS ON RE-READ:</text>
<text x="334" y="494" class="strong" font-size="22" font-weight="900">2,055 tokens saved (97.9%)</text>
<text x="84" y="518" class="quiet" font-size="13" font-weight="560">Auto-falls back to full read if the diff exceeds 1,500 chars or the file is over 2,000 lines.</text>
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<html lang="en">
<head>
<meta charset="UTF-8">
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}
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</head>
<body>
<div class="layout">
<!-- NAV -->
<nav class="nav-col">
<div>
<div class="brand"><span></span> Fleet Auditor</div>
<div class="nav-menu">
<a class="nav-item active" data-view="overview">Overview</a>
<a class="nav-item" data-view="waste">Waste <span class="nav-badge">4</span></a>
<a class="nav-item" data-view="systems">Systems</a>
<a class="nav-item" data-view="daily">Daily</a>
<div class="nav-separator"></div>
<a class="nav-item nav-back" href="../token-optimizer/dashboard.html">Token Optimizer</a>
</div>
</div>
<div class="user-profile">generated: <i>2026-03-17 02:30</i></div>
</nav>
<!-- MAIN -->
<main class="main-col">
<!-- Overview -->
<div class="view active" id="view-overview">
<div class="section-header">
<div class="label">Fleet Token Audit</div>
<h1>Overview</h1>
<p>Cross-platform agent token usage and waste detection.</p>
</div>
<div class="stat-row">
<div class="stat-card">
<div class="stat-card-value">847</div>
<div class="stat-card-label">Total Runs</div>
</div>
<div class="stat-card">
<div class="stat-card-value">$127.40</div>
<div class="stat-card-label">Total Cost</div>
</div>
<div class="stat-card">
<div class="stat-card-value">2</div>
<div class="stat-card-label">Systems</div>
</div>
<div class="stat-card">
<div class="stat-card-value" style="color: var(--c-success)">$31.50/mo</div>
<div class="stat-card-label">Potential Savings</div>
</div>
</div>
<div class="dashboard-grid">
<div class="card">
<div class="card-header"><span>Claude Code</span><span class="label">claude</span></div>
<div class="metric-large">$84.20</div>
<div class="metric-sub">512 runs over 21 days</div>
<div class="mini-stats">
<div class="mini-stat-item"><span class="mini-val">12m</span><span class="mini-label">avg duration</span></div>
<div class="mini-stat-item"><span class="mini-val">34%</span><span class="mini-label">compaction rate</span></div>
<div class="mini-stat-item"><span class="mini-val">18</span><span class="mini-label">abandoned</span></div>
</div>
</div>
<div class="card">
<div class="card-header"><span>OpenClaw</span><span class="label">multi</span></div>
<div class="metric-large">$43.20</div>
<div class="metric-sub">335 runs over 21 days</div>
<div class="mini-stats">
<div class="mini-stat-item"><span class="mini-val">8m</span><span class="mini-label">avg duration</span></div>
<div class="mini-stat-item"><span class="mini-val">$18.40</span><span class="mini-label">heartbeat waste</span></div>
<div class="mini-stat-item"><span class="mini-val">9</span><span class="mini-label">abandoned</span></div>
</div>
</div>
</div>
</div>
<!-- Waste -->
<div class="view" id="view-waste">
<div class="section-header">
<div class="label">Waste Detection</div>
<h1>Findings</h1>
<p>Identified waste patterns with dollar savings estimates and fix snippets.</p>
</div>
<div class="waste-card critical">
<div class="waste-header">
<div>
<span class="waste-severity critical">critical</span>
<span class="waste-system">OpenClaw</span>
</div>
<span class="waste-savings">$18.40/mo</span>
</div>
<div class="waste-desc">127 empty heartbeat runs: deploy-bot loaded 50K+ context, produced <100 tokens output</div>
<div class="waste-rec">Add guard conditions to skip runs when there's nothing to deploy. Route idle checks to Haiku.</div>
<div class="waste-fix"># Add early-exit check in heartbeat script:
if ! has_pending_deploys; then exit 0; fi
# Or switch idle polling to haiku model</div>
</div>
<div class="waste-card high">
<div class="waste-header">
<div>
<span class="waste-severity high">high</span>
<span class="waste-system">OpenClaw</span>
</div>
<span class="waste-savings">$8.20/mo</span>
</div>
<div class="waste-desc">Heartbeat model waste: triage agent using Sonnet for cron scheduling tasks</div>
<div class="waste-rec">Switch triage-inbox heartbeat from Sonnet to Haiku. Classification tasks don't need Sonnet-level reasoning.</div>
<div class="waste-fix"># In openclaw.yaml, update triage agent:
# model: sonnet -> model: haiku
# Saves ~$8.20/mo with no quality loss</div>
</div>
<div class="waste-card medium">
<div class="waste-header">
<div>
<span class="waste-severity medium">medium</span>
<span class="waste-system">Claude Code</span>
</div>
<span class="waste-savings">$3.80/mo</span>
</div>
<div class="waste-desc">14 sessions hit 500K+ tokens without compaction (session history bloat)</div>
<div class="waste-rec">Use /compact at 50-70% context fill. Set up Smart Compaction for automatic protection.</div>
<div class="waste-fix"># Install Smart Compaction:
python3 measure.py setup-smart-compact</div>
</div>
<div class="waste-card medium">
<div class="waste-header">
<div>
<span class="waste-severity medium">medium</span>
<span class="waste-system">OpenClaw</span>
</div>
<span class="waste-savings">$1.10/mo</span>
</div>
<div class="waste-desc">Heartbeat over-frequency: reviewer agent averaging 90s intervals instead of recommended 5 min</div>
<div class="waste-rec">Increase reviewer heartbeat interval from 90s to 300s. Review cadence doesn't need sub-2-min polling.</div>
<div class="waste-fix"># In openclaw.yaml, update reviewer agent:
# heartbeat_interval: 90 -> heartbeat_interval: 300</div>
</div>
</div>
<!-- Systems -->
<div class="view" id="view-systems">
<div class="section-header">
<div class="label">System Breakdown</div>
<h1>Systems</h1>
<p>Per-system usage, model mix, and top projects.</p>
</div>
<div class="dashboard-grid">
<div class="card">
<div class="card-header"><span>Claude Code</span><span class="label">claude</span></div>
<div class="metric-large">$84.20</div>
<div class="metric-sub">512 runs over 21 days</div>
<div class="mini-stats">
<div class="mini-stat-item"><span class="mini-val">12m</span><span class="mini-label">avg duration</span></div>
<div class="mini-stat-item"><span class="mini-val">34%</span><span class="mini-label">compaction rate</span></div>
<div class="mini-stat-item"><span class="mini-val">18</span><span class="mini-label">abandoned</span></div>
</div>
</div>
<div class="card">
<div class="card-header"><span>OpenClaw</span><span class="label">multi</span></div>
<div class="metric-large">$43.20</div>
<div class="metric-sub">335 runs over 21 days</div>
<div class="mini-stats">
<div class="mini-stat-item"><span class="mini-val">8m</span><span class="mini-label">avg duration</span></div>
<div class="mini-stat-item"><span class="mini-val">$18.40</span><span class="mini-label">heartbeat waste</span></div>
<div class="mini-stat-item"><span class="mini-val">9</span><span class="mini-label">abandoned</span></div>
</div>
</div>
</div>
<div class="card" id="model-mix-card" style="margin-top: var(--s-3);">
<div class="card-header"><span>Model Mix</span><span class="label">Cost distribution by model</span></div>
<div id="model-mix-content"></div>
</div>
<div class="card" style="margin-top: var(--s-3);">
<div class="card-header"><span>Top Projects</span><span class="label">By total cost</span></div>
<div class="proj-row">
<span class="proj-name">deploy-pipeline</span>
<span class="proj-stat">89 runs</span>
<span class="proj-stat">48.2M tok</span>
<span class="proj-cost">$31.20</span>
</div>
<div class="proj-row">
<span class="proj-name">code-review</span>
<span class="proj-stat">67 runs</span>
<span class="proj-stat">38.7M tok</span>
<span class="proj-cost">$24.80</span>
</div>
<div class="proj-row">
<span class="proj-name">triage-inbox</span>
<span class="proj-stat">142 runs</span>
<span class="proj-stat">22.1M tok</span>
<span class="proj-cost">$18.40</span>
</div>
<div class="proj-row">
<span class="proj-name">docs-updater</span>
<span class="proj-stat">34 runs</span>
<span class="proj-stat">12.4M tok</span>
<span class="proj-cost">$8.60</span>
</div>
</div>
</div>
<!-- Daily -->
<div class="view" id="view-daily">
<div class="section-header">
<div class="label">Time Series</div>
<h1>Daily</h1>
<p>Daily cost and run count over the scan window.</p>
</div>
<div class="card">
<div class="card-header"><span>Daily Cost</span></div>
<div class="chart-container">
<div class="bar-chart" id="daily-chart"></div>
<div class="bar-label" id="daily-labels"></div>
</div>
</div>
<div class="card" style="margin-top: var(--s-3);">
<div class="card-header"><span>Daily Runs</span></div>
<div class="chart-container">
<div class="bar-chart" id="runs-chart"></div>
<div class="bar-label" id="runs-labels"></div>
</div>
</div>
</div>
</main>
<!-- RIGHT PANEL -->
<aside class="config-col">
<div class="section-title">Fleet Summary</div>
<div class="summary-metric"><span class="num">847</span> runs</div>
<div class="summary-metric"><span class="num">$127.40</span> total</div>
<div class="summary-metric"><span class="num">21</span> active days</div>
<div class="section-title">Waste Breakdown</div>
<div class="summary-metric" style="font-size:14px;">
<div style="margin-bottom:4px;"><span style="color:var(--c-danger)">1</span> critical</div><div style="margin-bottom:4px;"><span style="color:var(--c-warning)">1</span> high</div><div style="margin-bottom:4px;"><span style="color:var(--c-accent-cyan)">2</span> medium</div>
</div>
<div class="summary-metric">
Potential savings: <span class="num">$31.50/mo</span>
</div>
<div class="section-title">Quick Commands</div>
<div style="font-family: var(--font-mono); font-size: 12px; color: var(--c-text-dim); line-height: 2;">
<div>fleet.py detect</div>
<div>fleet.py scan --days 30</div>
<div>fleet.py audit --json</div>
<div>fleet.py report</div>
<div>fleet.py dashboard</div>
</div>
<div class="version-footer">
<div>Built by <a href="https://linkedin.com/in/alexgreensh" target="_blank" rel="noopener">Alex Greenshpun</a></div>
<div class="social-icons">
<a href="https://github.com/alexgreensh/token-optimizer" target="_blank" rel="noopener" title="GitHub" class="social-link">
<svg width="18" height="18" viewBox="0 0 24 24" fill="currentColor"><path d="M12 0C5.37 0 0 5.37 0 12c0 5.31 3.435 9.795 8.205 11.385.6.105.825-.255.825-.57 0-.285-.015-1.23-.015-2.235-3.015.555-3.795-.735-4.035-1.41-.135-.345-.72-1.41-1.23-1.695-.42-.225-1.02-.78-.015-.795.945-.015 1.62.87 1.845 1.23 1.08 1.815 2.805 1.305 3.495.99.105-.78.42-1.305.765-1.605-2.67-.3-5.46-1.335-5.46-5.925 0-1.305.465-2.385 1.23-3.225-.12-.3-.54-1.53.12-3.18 0 0 1.005-.315 3.3 1.23.96-.27 1.98-.405 3-.405s2.04.135 3 .405c2.295-1.56 3.3-1.23 3.3-1.23.66 1.65.24 2.88.12 3.18.765.84 1.23 1.905 1.23 3.225 0 4.605-2.805 5.625-5.475 5.925.435.375.81 1.095.81 2.22 0 1.605-.015 2.895-.015 3.3 0 .315.225.69.825.57A12.02 12.02 0 0024 12c0-6.63-5.37-12-12-12z"/></svg>
</a>
<a href="https://linkedin.com/in/alexgreensh" target="_blank" rel="noopener" title="LinkedIn" class="social-link">
<svg width="18" height="18" viewBox="0 0 24 24" fill="currentColor"><path d="M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.337 7.433a2.062 2.062 0 01-2.063-2.065 2.064 2.064 0 112.063 2.065zm1.782 13.019H3.555V9h3.564v11.452zM22.225 0H1.771C.792 0 0 .774 0 1.729v20.542C0 23.227.792 24 1.771 24h20.451C23.2 24 24 23.227 24 22.271V1.729C24 .774 23.2 0 22.222 0h.003z"/></svg>
</a>
</div>
</div>
</aside>
</div>
<script>
var dailyData = [
{"date": "2026-03-03", "system": "claude", "runs": 28, "input": 18200, "output": 42100, "cost": 4.82, "empty_hb": 0},
{"date": "2026-03-03", "system": "openclaw", "runs": 22, "input": 12400, "output": 28300, "cost": 2.94, "empty_hb": 3},
{"date": "2026-03-04", "system": "claude", "runs": 35, "input": 24800, "output": 58400, "cost": 6.41, "empty_hb": 0},
{"date": "2026-03-04", "system": "openclaw", "runs": 18, "input": 9800, "output": 21200, "cost": 2.18, "empty_hb": 5},
{"date": "2026-03-05", "system": "claude", "runs": 42, "input": 31200, "output": 71800, "cost": 7.93, "empty_hb": 0},
{"date": "2026-03-05", "system": "openclaw", "runs": 29, "input": 16100, "output": 34600, "cost": 3.62, "empty_hb": 8},
{"date": "2026-03-06", "system": "claude", "runs": 31, "input": 22600, "output": 51400, "cost": 5.74, "empty_hb": 0},
{"date": "2026-03-06", "system": "openclaw", "runs": 24, "input": 13200, "output": 29800, "cost": 3.08, "empty_hb": 6},
{"date": "2026-03-07", "system": "claude", "runs": 48, "input": 35600, "output": 82100, "cost": 9.12, "empty_hb": 0},
{"date": "2026-03-07", "system": "openclaw", "runs": 31, "input": 17800, "output": 38200, "cost": 4.14, "empty_hb": 10},
{"date": "2026-03-08", "system": "claude", "runs": 22, "input": 15400, "output": 35800, "cost": 3.91, "empty_hb": 0},
{"date": "2026-03-08", "system": "openclaw", "runs": 16, "input": 8900, "output": 19400, "cost": 1.98, "empty_hb": 4},
{"date": "2026-03-09", "system": "claude", "runs": 19, "input": 13200, "output": 30400, "cost": 3.28, "empty_hb": 0},
{"date": "2026-03-09", "system": "openclaw", "runs": 14, "input": 7600, "output": 16800, "cost": 1.72, "empty_hb": 2},
{"date": "2026-03-10", "system": "claude", "runs": 39, "input": 28400, "output": 65200, "cost": 7.18, "empty_hb": 0},
{"date": "2026-03-10", "system": "openclaw", "runs": 27, "input": 15200, "output": 32800, "cost": 3.44, "empty_hb": 7},
{"date": "2026-03-11", "system": "claude", "runs": 44, "input": 32800, "output": 76400, "cost": 8.42, "empty_hb": 0},
{"date": "2026-03-11", "system": "openclaw", "runs": 30, "input": 16800, "output": 36200, "cost": 3.82, "empty_hb": 9},
{"date": "2026-03-12", "system": "claude", "runs": 36, "input": 26200, "output": 60800, "cost": 6.68, "empty_hb": 0},
{"date": "2026-03-12", "system": "openclaw", "runs": 25, "input": 14000, "output": 30200, "cost": 3.16, "empty_hb": 6},
{"date": "2026-03-13", "system": "claude", "runs": 51, "input": 38400, "output": 88600, "cost": 9.84, "empty_hb": 0},
{"date": "2026-03-13", "system": "openclaw", "runs": 33, "input": 18600, "output": 40200, "cost": 4.28, "empty_hb": 11},
{"date": "2026-03-14", "system": "claude", "runs": 38, "input": 27800, "output": 64200, "cost": 7.06, "empty_hb": 0},
{"date": "2026-03-14", "system": "openclaw", "runs": 21, "input": 11600, "output": 25400, "cost": 2.64, "empty_hb": 5},
{"date": "2026-03-15", "system": "claude", "runs": 46, "input": 34200, "output": 79400, "cost": 8.78, "empty_hb": 0},
{"date": "2026-03-15", "system": "openclaw", "runs": 28, "input": 15800, "output": 34000, "cost": 3.58, "empty_hb": 8},
{"date": "2026-03-16", "system": "claude", "runs": 33, "input": 24000, "output": 55600, "cost": 5.03, "empty_hb": 0},
{"date": "2026-03-16", "system": "openclaw", "runs": 19, "input": 10600, "output": 23000, "cost": 2.38, "empty_hb": 4}
];
var modelData = {
"claude": [
{"model": "opus", "runs": 154, "cost": 25.26},
{"model": "sonnet", "runs": 282, "cost": 46.31},
{"model": "haiku", "runs": 76, "cost": 12.63}
],
"openclaw": [
{"model": "sonnet", "runs": 134, "cost": 17.28},
{"model": "deepseek-v3", "runs": 117, "cost": 15.12},
{"model": "gemini-flash", "runs": 84, "cost": 10.80}
]
};
function esc(s) { return String(s).replace(/&/g,'&').replace(/</g,'<').replace(/>/g,'>'); }
function fmtCost(n) { return n >= 1000 ? '$' + n.toLocaleString(undefined, {maximumFractionDigits:0}) : '$' + n.toFixed(2); }
// Nav switching
document.querySelectorAll('.nav-item[data-view]').forEach(function(lnk) {
lnk.addEventListener('click', function(e) {
e.preventDefault();
var v = this.getAttribute('data-view');
document.querySelectorAll('.view').forEach(function(el) { el.classList.remove('active'); });
document.querySelectorAll('.nav-item').forEach(function(n) { n.classList.remove('active'); });
var target = document.getElementById('view-' + v);
if (target) target.classList.add('active');
this.classList.add('active');
document.querySelector('.main-col').scrollTop = 0;
});
});
// Daily cost chart
(function() {
var chart = document.getElementById('daily-chart');
var labels = document.getElementById('daily-labels');
if (!chart || !dailyData.length) return;
// Aggregate by date
var byDate = {};
dailyData.forEach(function(d) {
byDate[d.date] = (byDate[d.date] || 0) + d.cost;
});
var dates = Object.keys(byDate).sort();
var maxCost = Math.max.apply(null, dates.map(function(d) { return byDate[d]; })) || 1;
dates.forEach(function(date) {
var bar = document.createElement('div');
bar.className = 'bar';
bar.style.height = Math.max(2, (byDate[date] / maxCost) * 100) + '%';
bar.title = date + ': ' + fmtCost(byDate[date]);
chart.appendChild(bar);
});
if (dates.length > 0) {
labels.innerHTML = '<span>' + dates[0] + '</span><span>' + dates[dates.length - 1] + '</span>';
}
// Runs chart
var runsChart = document.getElementById('runs-chart');
var runsLabels = document.getElementById('runs-labels');
if (!runsChart) return;
var byDateRuns = {};
dailyData.forEach(function(d) {
byDateRuns[d.date] = (byDateRuns[d.date] || 0) + d.runs;
});
var maxRuns = Math.max.apply(null, dates.map(function(d) { return byDateRuns[d] || 0; })) || 1;
dates.forEach(function(date) {
var bar = document.createElement('div');
bar.className = 'bar';
bar.style.height = Math.max(2, ((byDateRuns[date] || 0) / maxRuns) * 100) + '%';
bar.style.background = '#3b82f6';
bar.title = date + ': ' + (byDateRuns[date] || 0) + ' runs';
runsChart.appendChild(bar);
});
if (dates.length > 0) {
runsLabels.innerHTML = '<span>' + dates[0] + '</span><span>' + dates[dates.length - 1] + '</span>';
}
})();
// Model mix
(function() {
var container = document.getElementById('model-mix-content');
if (!container) return;
var html = '';
for (var sys in modelData) {
var models = modelData[sys];
var totalCost = 0;
models.forEach(function(m) { totalCost += m.cost; });
if (totalCost <= 0) continue;
html += '<div style="margin-bottom: var(--s-3);"><div style="font-size:13px;color:var(--c-text-dim);margin-bottom:4px;">' + esc(sys) + '</div>';
html += '<div class="model-bar">';
models.forEach(function(m) {
var pct = (m.cost / totalCost * 100).toFixed(1);
var cls = m.model.replace(/[^a-z0-9-]/g, '');
html += '<div class="model-segment ' + cls + '" style="width:' + pct + '%" title="' + esc(m.model) + ': ' + pct + '% (' + fmtCost(m.cost) + ')"></div>';
});
html += '</div><div class="model-legend">';
models.forEach(function(m) {
var pct = (m.cost / totalCost * 100).toFixed(0);
var cls = m.model.replace(/[^a-z0-9-]/g, '');
html += '<div class="model-legend-item"><div class="model-legend-dot ' + cls + '"></div>' + esc(m.model) + ' ' + pct + '% (' + fmtCost(m.cost) + ')</div>';
});
html += '</div></div>';
}
container.innerHTML = html || '<div class="empty-state" style="padding:var(--s-3);">No model data.</div>';
})();
</script>
</body>
</html>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 800 520" width="800" height="520">
<!--
Token Optimizer hero – Claude Code terminal running quick scan.
16s loop. Catppuccin Mocha palette. Pure SMIL animations.
Numbers: 1M context window (March 2026). ~62K tokens typical power user overhead.
Sources: Anthropic MRCR benchmarks, /context output, community measurements.
-->
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<!-- Traffic lights -->
<circle cx="18" cy="18" r="6" fill="#f38ba8"/>
<circle cx="36" cy="18" r="6" fill="#f9e2af"/>
<circle cx="54" cy="18" r="6" fill="#a6e3a1"/>
<!-- Title bar -->
<text x="400" y="23" text-anchor="middle" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Claude Code — ~/.claude</text>
<!-- Claude Code header -->
<text x="28" y="62" fill="#cdd6f4" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="16" font-weight="bold">Claude Code</text>
<text x="172" y="62" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">v2.1.75</text>
<text x="28" y="82" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">Opus 4.6 · Claude Max · ~/.claude</text>
<!-- Separator -->
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<!-- User prompt (typing animation) -->
<text clip-path="url(#ty)" x="28" y="128" fill="#89b4fa" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="16" font-weight="bold">❯ python3 measure.py quick</text>
<!-- Scan header -->
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keyTimes="0;0.14;0.17;0.84;0.88;1"
dur="32s" repeatCount="indefinite"/>
<text x="28" y="158" fill="#cdd6f4" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14" font-weight="bold">TOKEN OPTIMIZER: QUICK SCAN</text>
<line x1="28" y1="166" x2="400" y2="166" stroke="#313244" stroke-width="1"/>
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<!-- Context window + overhead -->
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<animate attributeName="opacity"
values="0;0;1;1;0;0"
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<text fill="#bac2de" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="44" y="190">Context window: </tspan>
<tspan fill="#89b4fa">1,000,000 tokens (1M, auto-detected)</tspan>
</text>
<text fill="#bac2de" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="44" y="210">Startup overhead: </tspan>
<tspan fill="#f9e2af">62,400 tokens (6.2%)</tspan>
</text>
<text fill="#bac2de" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="44" y="230">Quality estimate: </tspan>
<tspan fill="#a6e3a1">~96/100 (MRCR peak zone)</tspan>
</text>
</g>
<!-- DEGRADATION RISK header -->
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<text x="28" y="264" fill="#f9e2af" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14" font-weight="bold">DEGRADATION RISK</text>
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<text fill="#bac2de" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="44" y="288">Danger zone: </tspan>
<tspan fill="#f9e2af">500K (50%, quality starts dropping)</tspan>
</text>
<text fill="#bac2de" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="44" y="308">Auto-compact at: </tspan>
<tspan fill="#f38ba8">~800K (60-70% of context LOST)</tspan>
</text>
<text fill="#bac2de" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="44" y="328">After 2 compacts: </tspan>
<tspan fill="#f38ba8">~88% cumulative context loss</tspan>
</text>
</g>
<!-- TOP OFFENDERS header -->
<g opacity="1">
<animate attributeName="opacity"
values="0;0;1;1;0;0"
keyTimes="0;0.46;0.50;0.84;0.88;1"
dur="32s" repeatCount="indefinite"/>
<text x="28" y="362" fill="#a6e3a1" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14" font-weight="bold">TOP OFFENDERS</text>
</g>
<!-- Offender items -->
<g opacity="1">
<animate attributeName="opacity"
values="0;0;1;1;0;0"
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<text fill="#bac2de" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="44" y="386">1. 58 skills loaded </tspan><tspan fill="#585b70">(42 unused in 30d):</tspan><tspan fill="#f9e2af"> 18,200 tokens</tspan>
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<tspan x="44" y="406">2. 12 MCP servers </tspan><tspan fill="#585b70">(3 eager-loaded):</tspan><tspan fill="#f9e2af"> 11,400 tokens</tspan>
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<text x="28" y="446" fill="#a6e3a1" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14" font-weight="bold">#1 Quick Win: Archive 42 unused skills → save ~12,600 tokens</text>
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Backup configs + snapshot
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6 agents in parallel
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You choose. Diffs + approval.
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6 parallel
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25-38% of your context is gone before you type a word.
See where it goes. Get it back.
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 800 580" width="800" height="580">
<!--
Token Optimizer: Real-world quality score example.
Based on actual session data (anonymized). Shows what degradation looks like
and why you need visibility into session quality.
Sequential fade-in. Catppuccin Mocha palette.
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<text x="400" y="23" text-anchor="middle" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Claude Code</text>
<!-- Status bar at bottom -->
<rect y="544" width="800" height="36" rx="0" fill="#181825"/>
<rect x="0" y="544" width="800" height="1" fill="#313244"/>
<!-- ═══ Command ═══ -->
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<animate attributeName="opacity" values="0;1" dur="0.3s" begin="0.2s" fill="freeze"/>
<text x="28" y="64" fill="#89b4fa" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="15" font-weight="bold">❯ python3 measure.py quality current</text>
</g>
<!-- ═══ Header ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="0.6s" fill="freeze"/>
<text x="28" y="100" fill="#cdd6f4" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="15" font-weight="bold">Context Quality Report</text>
<line x1="28" y1="108" x2="380" y2="108" stroke="#313244" stroke-width="1"/>
</g>
<!-- ═══ Top-level stats ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="1.0s" fill="freeze"/>
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="28" y="134" fill="#bac2de">Content quality: </tspan>
<tspan fill="#f38ba8" font-weight="bold">36/100 (Critical)</tspan>
</text>
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="28" y="156" fill="#bac2de">Degradation band: </tspan>
<tspan fill="#f38ba8" font-weight="bold">SEVERE</tspan>
<tspan fill="#585b70"> (2 compactions, ~88% context lost)</tspan>
</text>
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="28" y="178" fill="#bac2de">Messages analyzed: </tspan>
<tspan fill="#bac2de">708</tspan>
</text>
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="28" y="200" fill="#bac2de">Decisions captured: </tspan>
<tspan fill="#bac2de">4</tspan>
</text>
</g>
<!-- ═══ Signal breakdown ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="1.6s" fill="freeze"/>
<text x="28" y="234" fill="#f9e2af" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14" font-weight="bold">Signal Breakdown</text>
</g>
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="2.0s" fill="freeze"/>
<!-- Context fill -->
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">
<tspan x="44" y="258" fill="#f38ba8">●</tspan>
<tspan fill="#bac2de"> Context fill: </tspan>
<tspan fill="#f38ba8">15/100</tspan>
<tspan fill="#585b70"> 72% full, MRCR ~80%</tspan>
</text>
<!-- Stale reads -->
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">
<tspan x="44" y="280" fill="#f38ba8">●</tspan>
<tspan fill="#bac2de"> Stale reads: </tspan>
<tspan fill="#f38ba8">0/100</tspan>
<tspan fill="#585b70"> 74 of 88 reads now stale</tspan>
</text>
<!-- Compaction depth -->
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">
<tspan x="44" y="302" fill="#f38ba8">●</tspan>
<tspan fill="#bac2de"> Compaction depth: </tspan>
<tspan fill="#f38ba8">25/100</tspan>
<tspan fill="#585b70"> 2 compactions (~88% lost)</tspan>
</text>
<!-- Decision density -->
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">
<tspan x="44" y="324" fill="#f9e2af">●</tspan>
<tspan fill="#bac2de"> Decision density: </tspan>
<tspan fill="#f9e2af">18/100</tspan>
<tspan fill="#585b70"> 9% substantive messages</tspan>
</text>
<!-- Agent efficiency -->
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">
<tspan x="44" y="346" fill="#f9e2af">●</tspan>
<tspan fill="#bac2de"> Agent efficiency: </tspan>
<tspan fill="#f9e2af">67/100</tspan>
<tspan fill="#585b70"> 8 agent dispatches</tspan>
</text>
<!-- Bloated results -->
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">
<tspan x="44" y="368" fill="#a6e3a1">●</tspan>
<tspan fill="#bac2de"> Bloated results: </tspan>
<tspan fill="#a6e3a1">79/100</tspan>
<tspan fill="#585b70"> 19 bloated of 270</tspan>
</text>
<!-- Duplicates -->
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">
<tspan x="44" y="390" fill="#a6e3a1">●</tspan>
<tspan fill="#bac2de"> Duplicates: </tspan>
<tspan fill="#a6e3a1">100/100</tspan>
<tspan fill="#585b70"> No duplicates detected</tspan>
</text>
</g>
<!-- ═══ Waste estimate ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="2.6s" fill="freeze"/>
<line x1="28" y1="408" x2="600" y2="408" stroke="#313244" stroke-width="1"/>
<text font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="14">
<tspan x="28" y="432" fill="#bac2de">Estimated waste: </tspan>
<tspan fill="#f38ba8" font-weight="bold">~190K tokens</tspan>
<tspan fill="#585b70"> (stale reads + bloated results)</tspan>
</text>
</g>
<!-- ═══ The Insight ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.4s" begin="3.2s" fill="freeze"/>
<rect x="28" y="454" width="744" height="76" rx="8" fill="#181825" stroke="#89b4fa" stroke-width="1" opacity="0.8"/>
<text x="48" y="478" fill="#89b4fa" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13" font-weight="bold">This session is running on fumes.</text>
<text x="48" y="498" fill="#585b70" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">708 messages, 2 compactions, 88% of original context gone.</text>
<text x="48" y="518" fill="#585b70" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">Before Token Optimizer, you'd have no idea.</text>
</g>
<!-- ═══ Status bar content ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="0.2s" fill="freeze"/>
<text x="14" y="568" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">Opus 4.6</text>
<text x="100" y="568" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">|</text>
<text x="112" y="568" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">my-project</text>
<!-- Progress bar: 72% (orange/red zone) -->
<rect x="220" y="558" width="80" height="10" rx="4" fill="#313244"/>
<rect x="220" y="558" width="58" height="10" rx="4" fill="#fab387" opacity="0.8"/>
<text x="308" y="568" fill="#fab387" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">72%</text>
<text x="354" y="568" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">|</text>
<text x="368" y="568" fill="#f38ba8" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">Q:36</text>
<text x="414" y="568" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">|</text>
<text x="428" y="568" fill="#f38ba8" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">Compacts:2(~88% lost)</text>
</g>
</svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1000 540" width="1000" height="540" role="img" aria-labelledby="qnl-title qnl-desc">
<title id="qnl-title">Quality Nudges and Loop Detection</title>
<desc id="qnl-desc">Comparison of two core features: Quality Nudges warning you before context quality drops, and Loop Detection preventing costly AI repetition.</desc>
<defs>
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<linearGradient id="qnl-greenFill" x1="0" y1="0" x2="1" y2="0">
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<filter id="qnl-shadow" x="-12%" y="-12%" width="124%" height="140%">
<feDropShadow dx="0" dy="8" stdDeviation="12" flood-color="#000000" flood-opacity="0.34"/>
</filter>
<style>
.bgText { font-family: Inter, ui-sans-serif, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif; }
.mono { font-family: "SF Mono", "Fira Code", ui-monospace, monospace; }
.muted { fill: #d1d5db; }
.quiet { fill: #94a3b8; }
.strong { fill: #f8fafc; }
.headline { animation: qnlFadeHead 16000ms ease-in-out infinite; }
.card { animation-duration: 16000ms; animation-timing-function: cubic-bezier(.2,.9,.2,1); animation-iteration-count: infinite; }
.c1 { animation-name: qnlRiseLeft; }
.c2 { animation-name: qnlRiseRight; }
.c3 { animation-name: qnlRiseCallout; }
@keyframes qnlFadeHead { 0%,96%,100% { opacity: 0; } 8%,90% { opacity: 1; } }
@keyframes qnlRiseLeft { 0%,6%,96%,100% { opacity: 0; transform: translateY(16px); } 18%,90% { opacity: 1; transform: translateY(0); } }
@keyframes qnlRiseRight { 0%,14%,96%,100% { opacity: 0; transform: translateY(16px); } 26%,90% { opacity: 1; transform: translateY(0); } }
@keyframes qnlRiseCallout { 0%,22%,96%,100% { opacity: 0; transform: translateY(16px); } 34%,90% { opacity: 1; transform: translateY(0); } }
@media (prefers-reduced-motion: reduce) {
.headline, .card { animation: none; opacity: 1; transform: none; }
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</defs>
<rect width="1000" height="540" rx="28" fill="url(#qnl-bg)"/>
<!-- Title -->
<g class="headline bgText">
<text x="60" y="72" class="strong" font-size="32" font-weight="850">Quality Nudges + Loop Detection</text>
<text x="60" y="108" class="muted" font-size="18" font-weight="560">Live warnings before context degradation or retry loop exhaustion.</text>
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<!-- LEFT CARD: Quality Nudges -->
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<rect x="60" y="140" width="430" height="300" rx="20" fill="#0f172a" stroke="url(#qnl-purpleFill)" stroke-width="2.5"/>
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<text x="84" y="174" fill="#c4b5fd" font-size="16" font-weight="800">LIVE QUALITY NUDGES</text>
<!-- Chart -->
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<line x1="90" y1="232" x2="460" y2="232" stroke="#313244" stroke-width="1" stroke-dasharray="2,2"/>
<line x1="90" y1="282" x2="460" y2="282" stroke="#f97316" stroke-width="1.5" stroke-dasharray="3,3" opacity="0.6"/>
<text x="450" y="278" fill="#f97316" font-size="9" font-weight="700" text-anchor="end">Warning Threshold (60)</text>
<path d="M 100 222 L 180 226 L 260 242 L 330 274 L 360 322 L 400 227" fill="none" stroke="#34d399" stroke-width="3.5" stroke-linecap="round"/>
<path d="M 260 242 L 330 274 L 360 322" fill="none" stroke="#ef4444" stroke-width="3.5" stroke-linecap="round"/>
<!-- Warning bubble -->
<rect x="290" y="286" width="150" height="54" rx="8" fill="#0f172a" stroke="#f97316" stroke-width="1.5"/>
<text x="302" y="304" fill="#f97316" font-size="11" font-weight="800">Q-Nudge Alert:</text>
<text x="302" y="318" class="strong" font-size="10" font-weight="600">Q dropped to 58. Run</text>
<text x="302" y="330" fill="#60a5fa" font-size="10" font-weight="800">/compact to protect</text>
<!-- Recovery label -->
<text x="370" y="218" fill="#60a5fa" font-size="10" font-weight="800">/compact</text>
<text x="370" y="230" fill="#34d399" font-size="10" font-weight="800">Q: 96 recovered</text>
<!-- Bottom summary -->
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<text x="96" y="394" class="muted" font-size="14" font-weight="720">Warns you before the compaction clip.</text>
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<!-- RIGHT CARD: Loop Detection -->
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<rect x="530" y="140" width="430" height="300" rx="20" fill="#0f172a" stroke="url(#qnl-orangeFill)" stroke-width="2.5"/>
<rect x="530" y="140" width="430" height="52" rx="20" fill="url(#qnl-orangeFill)" opacity="0.18"/>
<text x="554" y="174" fill="#f97316" font-size="16" font-weight="800">AUTOMATIC LOOP DETECTION</text>
<!-- Terminal -->
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<text x="566" y="228" fill="#94a3b8" class="mono" font-size="9">Turn 14: Bash("pytest") → <tspan fill="#ef4444" font-weight="bold">FAILED</tspan></text>
<text x="566" y="242" fill="#94a3b8" class="mono" font-size="9">Turn 15: Bash("pytest") → <tspan fill="#ef4444" font-weight="bold">FAILED</tspan></text>
<text x="566" y="256" fill="#94a3b8" class="mono" font-size="9">Turn 16: Bash("pytest") → <tspan fill="#ef4444" font-weight="bold">FAILED</tspan></text>
<!-- Alert -->
<rect x="560" y="270" width="370" height="72" rx="8" fill="#0f172a" stroke="#fbbf24" stroke-width="1.5"/>
<text x="574" y="290" fill="#fbbf24" font-size="12" font-weight="800">[Token Optimizer] Retry Loop Alert:</text>
<text x="574" y="308" class="strong" font-size="11" font-weight="600">3 identical test failures in a row. AI is stuck in a loop.</text>
<text x="574" y="324" fill="#34d399" font-size="11" font-weight="800">Prompt override injected → broke loop!</text>
<!-- Bottom summary -->
<rect x="550" y="368" width="390" height="42" rx="10" fill="#111827"/>
<text x="566" y="394" class="muted" font-size="14" font-weight="720">Saves massive token waste from retries.</text>
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<!-- Savings callout -->
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<rect x="60" y="460" width="880" height="70" rx="18" fill="#111827" stroke="url(#qnl-greenFill)" stroke-width="1.5"/>
<text x="84" y="494" fill="#34d399" font-size="20" font-weight="900">LOOP PREVENTION SAVINGS:</text>
<text x="384" y="494" class="strong" font-size="22" font-weight="900">~47,000 tokens saved per caught loop</text>
<text x="84" y="518" class="quiet" font-size="13" font-weight="560">Injected guidelines break retry loops instantly. Fewer failed tool calls, less context bloat.</text>
</g>
</svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 800 260" width="800" height="260">
<!--
Token Optimizer: Status bar degradation progression.
Shows 4 states of the live quality bar as context fills.
Catppuccin Mocha palette.
-->
<!-- Background -->
<rect width="800" height="260" rx="12" fill="#1e1e2e"/>
<!-- Title -->
<text x="400" y="32" fill="#cdd6f4" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="16" font-weight="bold" text-anchor="middle">Live Quality Bar — Updates Every 2 Minutes</text>
<text x="400" y="50" fill="#585b70" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="11" text-anchor="middle">Colors shift as your context fills. Quality score drops as degradation kicks in.</text>
<!-- ═══ State 1: Peak Zone (green) ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="0.3s" fill="freeze"/>
<!-- Label -->
<text x="28" y="84" fill="#a6e3a1" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="10" font-weight="bold">PEAK</text>
<!-- Status bar background -->
<rect x="72" y="70" width="700" height="30" rx="6" fill="#181825" stroke="#313244" stroke-width="1"/>
<!-- Status bar content -->
<text x="86" y="90" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Opus 4.6</text>
<text x="186" y="90" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="198" y="90" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">my-project</text>
<!-- Progress bar: 6% -->
<rect x="320" y="80" width="80" height="10" rx="4" fill="#313244"/>
<rect x="320" y="80" width="5" height="10" rx="3" fill="#a6e3a1"/>
<text x="408" y="90" fill="#a6e3a1" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">6%</text>
<text x="444" y="90" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="458" y="90" fill="#a6e3a1" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Q:96</text>
</g>
<!-- ═══ State 2: Degradation Starting (yellow) ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="0.7s" fill="freeze"/>
<text x="16" y="130" fill="#f9e2af" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="10" font-weight="bold">WATCH</text>
<rect x="72" y="116" width="700" height="30" rx="6" fill="#181825" stroke="#313244" stroke-width="1"/>
<text x="86" y="136" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Opus 4.6</text>
<text x="186" y="136" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="198" y="136" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">my-project</text>
<!-- Progress bar: 55% -->
<rect x="320" y="126" width="80" height="10" rx="4" fill="#313244"/>
<rect x="320" y="126" width="44" height="10" rx="4" fill="#f9e2af"/>
<text x="408" y="136" fill="#f9e2af" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">55%</text>
<text x="444" y="136" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="458" y="136" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Q:78</text>
</g>
<!-- ═══ State 3: Quality Dropping (orange) ═══ -->
<g opacity="1">
<animate attributeName="opacity" values="0;1" dur="0.3s" begin="1.1s" fill="freeze"/>
<text x="16" y="176" fill="#fab387" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="10" font-weight="bold">ALERT</text>
<rect x="72" y="162" width="700" height="30" rx="6" fill="#181825" stroke="#313244" stroke-width="1"/>
<text x="86" y="182" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Opus 4.6</text>
<text x="186" y="182" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="198" y="182" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">my-project</text>
<!-- Progress bar: 72% -->
<rect x="320" y="172" width="80" height="10" rx="4" fill="#313244"/>
<rect x="320" y="172" width="58" height="10" rx="4" fill="#fab387"/>
<text x="408" y="182" fill="#fab387" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">72%</text>
<text x="444" y="182" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="458" y="182" fill="#f9e2af" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Q:58</text>
<text x="510" y="182" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="524" y="182" fill="#f9e2af" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Compacts:1(~65% lost)</text>
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<!-- ═══ State 4: Critical (red) ═══ -->
<g opacity="1">
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<text x="10" y="222" fill="#f38ba8" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="10" font-weight="bold">DANGER</text>
<rect x="72" y="208" width="700" height="30" rx="6" fill="#181825" stroke="#f38ba8" stroke-width="1" opacity="0.6"/>
<text x="86" y="228" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Opus 4.6</text>
<text x="186" y="228" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="198" y="228" fill="#6c7086" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">my-project</text>
<!-- Progress bar: 85% -->
<rect x="320" y="218" width="80" height="10" rx="4" fill="#313244"/>
<rect x="320" y="218" width="68" height="10" rx="4" fill="#f38ba8"/>
<text x="408" y="228" fill="#f38ba8" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="12">85%</text>
<text x="444" y="228" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="458" y="228" fill="#f38ba8" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Q:34</text>
<text x="510" y="228" fill="#313244" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">|</text>
<text x="524" y="228" fill="#f38ba8" font-family="'SF Mono','Fira Code','Cascadia Code','Consolas',monospace" font-size="13">Compacts:2(~88% lost)</text>
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# Token Optimizer - Waste Detectors
# Each detector returns list[dict] with keys: name, confidence, evidence, savings_tokens, suggestion
Related skills
How it compares
Pick token-optimizer for full-session config, compaction, and skill-bloat audits; use output-only compressors when you only need to shrink individual command results.
FAQ
What does Token Optimizer do?
It audits a Claude Code or Codex setup, finds context-window waste, implements config fixes, and measures the token savings.
How much context can it recover?
It targets 5-15% context recovery through config cleanup, and up to 25%+ with autocompact management.
Which runtimes does it support?
It gates on runtime and supports Claude Code, Codex, OpenCode, and GitHub Copilot, following the correct workflow for each.