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Duksh K.
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Refresh FiceCal branding and feature copy on public pages
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‎FiceCal-Logo-L-trsprt.png‎

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‎document.html‎

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<meta property="og:image" content="https://duksh.github.io/github-finops-cal-image-01.jpg">
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<meta property="og:image:width" content="1280">
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<meta property="og:image:height" content="640">
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<meta property="og:image:alt" content="Preview card for FinOps calculator documentation and MCP technical guide.">
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<meta property="og:image:alt" content="Preview card for FiceCal documentation and MCP technical guide.">
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<meta name="twitter:card" content="summary_large_image">
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<meta name="twitter:title" content="FiceCal Documentation">
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<meta name="twitter:description" content="Guide to calculator sections, formulas, health recommendations, and MCP integration.">
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<meta name="twitter:image" content="https://duksh.github.io/github-finops-cal-image-01.jpg">
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<meta name="twitter:image:alt" content="Preview card for FinOps calculator documentation page.">
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<meta name="twitter:image:alt" content="Preview card for FiceCal documentation page.">
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<link href="https://fonts.googleapis.com/css2?family=Source+Serif+4:wght@400;600&family=JetBrains+Mono:wght@400;600&family=Inter:wght@400;500;600;700&display=swap" rel="stylesheet">
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<style>
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:root {
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justify-content: center;
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width: 30px;
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height: 30px;
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border-radius: 999px;
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color: #fff;
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background: linear-gradient(135deg, var(--accent-blue), var(--accent-green));
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box-shadow: 0 4px 12px rgba(0, 114, 178, 0.32);
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flex-shrink: 0;
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}
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.brand-pill img {
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width: 100%;
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height: 100%;
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object-fit: contain;
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}
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.top-actions {
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<header class="docs-topbar" aria-label="Documentation page header">
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<div class="docs-topbar-inner">
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<a class="brand-link" href="index.html">
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<span class="brand-pill" aria-hidden="true">F</span>
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<span class="brand-pill" aria-hidden="true"><img src="FiceCal-Logo-L-trsprt.png" alt="" decoding="async"></span>
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<span>FiceCal Docs</span>
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</a>
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<div class="top-actions">
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<a class="top-link primary" href="calculator.html#calculator-section">Open Calculator</a>
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<a class="top-link primary" href="index.html#calculator-section">Open FiceCal</a>
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<a class="top-link" href="#glossary">Glossary</a>
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<a class="top-link" href="calculator.html#mcp-section">MCP Overview</a>
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<a class="top-link" href="index.html#mcp-section">MCP Overview</a>
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<a class="top-link" href="https://github.com/duksh/finops-calculator-mcp" target="_blank" rel="noopener noreferrer">MCP Repo</a>
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</div>
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</div>
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<section class="hero" aria-labelledby="doc-hero-title">
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<p class="kicker">User guide and technical reference</p>
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<h1 id="doc-hero-title">Documentation for FiceCal + MCP</h1>
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<p>This document explains what each part of the calculator does, how the model derives outputs, and includes a consolidated glossary and MCP reference for assistant-driven workflows and automations.</p>
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<p>This document explains each FiceCal section, how the model derives outputs (including AI token economics), and how to operationalize the same logic via MCP for assistant-driven workflows and automations.</p>
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<div class="hero-grid">
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<article class="hero-card">
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</article>
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<article class="hero-card">
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<h2>What is covered</h2>
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<p>Calculator sections, formulas, health logic, recommendations, share-state links, and MCP tools.</p>
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<p>Calculator sections, formulas, guided workflows, AI token economics, health logic, share-state links, and MCP tools.</p>
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</article>
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<article class="hero-card">
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<h2>How to use this page</h2>
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<li>Then use Group B controls for model tuning and Quantify Business Value inputs: CUD, target margin, budget, forecast assumptions, savings realization, and cost avoidance.</li>
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<li>Optionally add multi-technology costs (SaaS, licensing, private cloud, data center, labor) and scope domains for normalization.</li>
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<li>Review Group C auto-calculated outputs and Group E health/recommendation cards, then use the chart section to inspect cost/revenue/profit behavior across scale.</li>
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<li>Use Demo Healthy/Unhealthy in quick actions to validate expected KPI behavior before entering live portfolio assumptions.</li>
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</ol>
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<div class="callout">
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Tip: Keep first-pass analysis simple: role -> two core inputs -> top outcomes. Expand "Guided path" and "More actions (advanced)" only after the initial readout is clear.
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<td>CUD discount %, target margin %, max chart clients, monthly budget, forecast growth/efficiency/drift, identified savings, realized savings, and cost avoidance.</td>
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<td>Applies commitment savings, pricing constraints, budgeting variance checks, forecast scenarios, and value-realization ledger signals.</td>
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</tr>
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<tr>
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<td>Group B - AI Token Economics</td>
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<td>Enable AI mode, select pricing mode, enter token rates/volumes, retry/premium mix, shared overhead, and allocation policy.</td>
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<td>Computes AI token cost, allocated AI monthly spend, and AI cost/client outputs for blended unit-economics decisions.</td>
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</tr>
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<tr>
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<td>Group B - Multi-technology Overlay</td>
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<td>Tech domain scope plus optional monthly SaaS/licensing/private cloud/data center/labor costs.</td>
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<tr>
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<td>Group C - Auto Outputs</td>
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<td>No direct input; values are derived from Groups A/B.</td>
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<td>Break-even clients, min price, contribution margin, CCER, CUD savings, startup targets, budget variance, forecast margin/confidence bands, value realization ratio/gap, and normalization confidence outputs.</td>
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<td>Break-even clients, min price, contribution margin, CCER, CUD savings, startup targets, budget variance, forecast margin/confidence bands, value realization ratio/gap, normalization confidence outputs, and AI token economics outputs.</td>
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</tr>
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<tr>
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<td>Group D - Provider Curves</td>
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<tr>
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<td>Group E - Health + Recommendations</td>
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<td>Derived from current assumptions.</td>
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<td>Zone score and prioritized FinOps actions based on current posture.</td>
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<td>Zone score and prioritized FinOps actions (with category filters and provider context) based on current posture.</td>
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</tr>
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</tbody>
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</table>
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<ul>
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<li>Includes all active numeric inputs, selected tech domains, selected providers, and curve visibility toggles.</li>
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<li>This now includes Quantify Business Value controls (budget, forecast assumptions, savings realization, cost avoidance).</li>
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<li>Also includes AI token economics settings (pricing mode, rates, volumes, retry/premium mix, overhead, allocation policy).</li>
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<li>Also includes UI context: selected role (<code>ui</code>) and interface mode (<code>um</code>) so shared links reopen in the same decision lens.</li>
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<li>The URL contains an encoded <code>?state=</code> token.</li>
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<li>On load, the app decodes and validates this state, then recalculates outputs, chart, health, and recommendations.</li>
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<section class="doc-section" id="mcp-overview" aria-labelledby="mcp-overview-title">
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<h2 id="mcp-overview-title">MCP overview</h2>
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<p>The same FinOps model is available through a Model Context Protocol server so AI assistants can call the model directly in workflows, audits, and planning automations.</p>
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<p>The same FiceCal model is available through a Model Context Protocol server so AI assistants can call the model directly in workflows, audits, and planning automations.</p>
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<ul>
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<li>Transport: JSON-RPC over stdio in the current implementation.</li>
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<li>Core logic is shared between browser model behavior and MCP tool handlers for unit economics, health scoring, recommendation prioritization, and state encoding/decoding.</li>
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</ul>
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</section>
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<p class="footer-note">This documentation page is intended as both a business user guide and technical handoff reference for teams integrating the FinOps calculator in human and assistant workflows.</p>
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<p class="footer-note">This documentation page is intended as both a business user guide and technical handoff reference for teams integrating FiceCal in human and assistant workflows.</p>
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<div class="doc-page-meta" aria-label="Page metadata">
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<span><strong>Last updated:</strong> <time datetime="2026-02-23T15:03:00+04:00">23 Feb 2026, 15:03 (UTC+04:00)</time></span>
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<span><strong>Version ID:</strong> v2026.02.23-01</span>
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<span><strong>Last updated:</strong> <time datetime="2026-02-23T20:41:00+04:00">23 Feb 2026, 20:41 (UTC+04:00)</time></span>
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<span><strong>Version ID:</strong> v2026.02.23-02</span>
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</div>
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<p class="doc-author-ref">Reference author: Duksh Koonjoobeeharry (FinOps &amp; AWS/GCP Cloud Solution Developer, DBA Researcher) · <a href="https://www.linkedin.com/in/duksh/" target="_blank" rel="noopener noreferrer">LinkedIn</a></p>
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</div>

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