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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>IVD — Intent-Verified Development</title>
<meta name="description" content="A framework where AI writes the intent, implements against it, and verifies — so hallucinations are caught and turns drop to one.">
<meta property="og:title" content="IVD — Intent-Verified Development">
<meta property="og:description" content="AI writes the intent. Implements against it. Verifies. Hallucinations caught. Turns drop to one.">
<meta property="og:url" content="https://ivdframework.dev">
<meta name="twitter:card" content="summary">
<link rel="canonical" href="https://ivdframework.dev">
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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/* ── LAYOUT ── */
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/* ── NAV ── */
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/* ── COPY BUTTON ── */
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</style>
</head>
<body>
<!-- NAV -->
<nav>
<div class="wrap">
<span class="nav-logo"><span>//</span> ivd</span>
<ul class="nav-links">
<li><a href="#how-it-works">how it works</a></li>
<li><a href="#quickstart">quickstart</a></li>
<li><a href="https://github.com/leocelis/ivd" target="_blank">github</a></li>
</ul>
</div>
</nav>
<!-- HERO -->
<section class="hero">
<div class="wrap">
<p class="hero-label">// Intent-Verified Development</p>
<h1>Stop correcting AI.<br>Make it <em>verify itself.</em></h1>
<p class="hero-sub">
Hallucinations happen because vague prompts leave the AI with gaps to fill.
IVD fixes this: the AI writes a <strong>structured intent artifact</strong> with constraints
and tests, implements against it, and verifies — before you see a single line of code.
</p>
<div class="btn-row">
<a href="#quickstart" class="btn btn-primary">Get started →</a>
<a href="https://github.com/leocelis/ivd" target="_blank" class="btn btn-secondary">
<svg width="14" height="14" fill="currentColor" viewBox="0 0 24 24"><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 0 0 24 12c0-6.63-5.37-12-12-12z"/></svg>
View on GitHub
</a>
</div>
</div>
</section>
<!-- CONTRAST -->
<section class="contrast">
<div class="wrap">
<div class="contrast-grid">
<div class="contrast-col">
<span class="contrast-label bad">Without IVD</span>
<pre><span class="you">You: </span>"Add CSV export"
<span class="ai">AI: </span>[builds with wrong columns]
<span class="you">You: </span>"No, these columns, ISO dates"
<span class="ai">AI: </span>[rewrites, still wrong]
<span class="you">You: </span>"Still not right..."
<span class="ai">AI: </span>[rewrites again]
<span class="note">→ Many turns. Many hallucinations.</span></pre>
</div>
<div class="contrast-col">
<span class="contrast-label good">With IVD</span>
<pre><span class="you">You: </span>"Add CSV export for compliance"
<span class="ai">AI: </span>[writes intent.yaml with constraints]
<span class="you">You: </span>"Yes, that's what I meant"
<span class="ai">AI: </span>[implements against intent]
<span class="ai">AI: </span>[runs constraint tests → pass]
<span class="ok">→ One turn. Zero hallucinations.</span></pre>
</div>
</div>
</div>
</section>
<!-- HOW IT WORKS -->
<section class="section" id="how-it-works">
<div class="wrap">
<p class="section-label">// workflow</p>
<h2>How IVD works</h2>
<div class="steps">
<div class="step">
<span class="step-num">01</span>
<div class="step-body">
<h3>You describe</h3>
<p>Natural language. No templates, no special syntax. Just say what you want.</p>
</div>
</div>
<div class="step">
<span class="step-num">02</span>
<div class="step-body">
<h3>AI writes the intent artifact</h3>
<p>Structured YAML with goal, constraints, success criteria, and test paths. <strong>Clarification happens here</strong> — before any code is written.</p>
</div>
</div>
<div class="step">
<span class="step-num">03</span>
<div class="step-body">
<h3>You review</h3>
<p>"Is this what I meant?" One read. No ambiguity. The intent is explicit — columns listed, formats named, permissions stated.</p>
</div>
</div>
<div class="step">
<span class="step-num">04</span>
<div class="step-body">
<h3>AI stress-tests the intent</h3>
<p>Adversarial completeness check — constraint gaps, implementation decisions not addressed, implicit assumptions, conflicts.</p>
</div>
</div>
<div class="step">
<span class="step-num">05</span>
<div class="step-body">
<h3>AI implements against the intent</h3>
<p>Constraint-segmented: implement segment → re-read constraints from disk → verify segment → repeat. No drift from intent.</p>
</div>
</div>
<div class="step">
<span class="step-num">06</span>
<div class="step-body">
<h3>AI verifies</h3>
<p>Full sweep — does every constraint pass? <strong>Hallucinations are caught before you review.</strong> AI self-corrects against the artifact.</p>
</div>
</div>
</div>
<div class="yaml-block">
<div class="yaml-bar"><span>intent.yaml</span> — the artifact the AI writes</div>
<pre><span class="y-cmt"># AI writes this from your description</span>
<span class="y-key">intent</span><span class="y-punc">:</span>
<span class="y-key">summary</span><span class="y-punc">:</span> <span class="y-str">"Export user data to CSV for admin compliance reporting"</span>
<span class="y-key">goal</span><span class="y-punc">:</span> <span class="y-str">"Enable admins to download user data in compliant format"</span>
<span class="y-key">constraints</span><span class="y-punc">:</span>
<span class="y-punc">-</span> <span class="y-key">name</span><span class="y-punc">:</span> <span class="y-str">"admin_only"</span>
<span class="y-key">rule</span><span class="y-punc">:</span> <span class="y-str">"Request must include valid admin session token"</span>
<span class="y-key">test</span><span class="y-punc">:</span> <span class="y-str">"tests/test_csv_export.py::test_admin_required"</span>
<span class="y-punc">-</span> <span class="y-key">name</span><span class="y-punc">:</span> <span class="y-str">"column_schema"</span>
<span class="y-key">rule</span><span class="y-punc">:</span> <span class="y-str">"Columns: [user_id, email, created_at, last_login, status]"</span>
<span class="y-key">test</span><span class="y-punc">:</span> <span class="y-str">"tests/test_csv_export.py::test_column_schema"</span>
<span class="y-punc">-</span> <span class="y-key">name</span><span class="y-punc">:</span> <span class="y-str">"date_format"</span>
<span class="y-key">rule</span><span class="y-punc">:</span> <span class="y-str">"All dates in ISO 8601 format"</span>
<span class="y-key">test</span><span class="y-punc">:</span> <span class="y-str">"tests/test_csv_export.py::test_iso_dates"</span></pre>
</div>
</div>
</section>
<!-- MCP TOOLS -->
<section class="section" id="mcp">
<div class="wrap">
<p class="section-label">// mcp server</p>
<h2>15 tools for your AI agent</h2>
<p style="color:var(--muted);font-size:14px;margin-bottom:8px;">
IVD ships as a <strong style="color:var(--text);font-weight:500">Model Context Protocol server</strong> —
the open standard adopted by every major AI coding client. Works with
<strong style="color:var(--text);font-weight:500">Cursor</strong>,
<strong style="color:var(--text);font-weight:500">Claude Desktop</strong>,
<strong style="color:var(--text);font-weight:500">Claude Code</strong>,
<strong style="color:var(--text);font-weight:500">VS Code + GitHub Copilot</strong>,
<strong style="color:var(--text);font-weight:500">Windsurf</strong>,
<strong style="color:var(--text);font-weight:500">Zed</strong>,
and any other MCP-compatible agent. No vendor lock-in.
14 of 15 tools work with zero configuration — no API key, no setup beyond <code style="font-family:var(--mono);font-size:12px;color:var(--accent2)">pip install</code>.
</p>
<div class="mcp-grid">
<div class="mcp-card">
<p class="mcp-card-label">context</p>
<code>ivd_get_context</code>
<p>Full IVD context for the agent — principles, resources, when to use</p>
</div>
<div class="mcp-card">
<p class="mcp-card-label">scaffold</p>
<code>ivd_scaffold</code>
<p>Create a new intent artifact at the correct canonical location</p>
</div>
<div class="mcp-card">
<p class="mcp-card-label">validate</p>
<code>ivd_validate</code>
<p>Check structure, required sections, constraint completeness</p>
</div>
<div class="mcp-card">
<p class="mcp-card-label">recipes</p>
<code>ivd_load_recipe</code>
<p>Load proven patterns for agents, workflows, infra, and more</p>
</div>
<div class="mcp-card">
<p class="mcp-card-label">discovery</p>
<code>ivd_discover_goal</code>
<p>Propose candidate goals when you're not sure what to ask</p>
</div>
<div class="mcp-card">
<p class="mcp-card-label">search</p>
<code>ivd_search</code>
<p>Semantic search across the IVD knowledge base</p>
</div>
</div>
<div class="hosted-note">
<strong>Hosted server available.</strong> Skip the install — point any MCP client at
<a href="https://mcp.ivdframework.dev/mcp">mcp.ivdframework.dev/mcp</a>
(Streamable HTTP) or
<a href="https://mcp.ivdframework.dev/sse">mcp.ivdframework.dev/sse</a>
</div>
</div>
</section>
<!-- QUICKSTART -->
<section class="section" id="quickstart">
<div class="wrap">
<p class="section-label">// quickstart</p>
<h2>Up in 5 minutes</h2>
<div class="qs-step">
<h3>// 1. Clone and setup</h3>
<div class="code-block"><code><span class="c-cmd">git clone https://github.com/leocelis/ivd.git</span>
<span class="c-cmd">cd ivd</span>
<span class="c-cmd">./mcp_server/devops/setup.sh</span> <span class="c-cmt"># creates .venv, installs deps</span></code></div>
</div>
<div class="qs-step">
<h3>// 2. Connect your AI client</h3>
<p>Pick your client — same server, same tools, same YAML intents.</p>
<div class="client-block">
<div class="client-label">Cursor <span class="client-path">~/.cursor/mcp.json</span></div>
<div class="code-block"><code><span class="c-punc">{</span>
<span class="c-key">"mcpServers"</span><span class="c-punc">: {</span>
<span class="c-key">"ivd"</span><span class="c-punc">: {</span>
<span class="c-key">"command"</span><span class="c-punc">:</span> <span class="c-str">"python"</span><span class="c-punc">,</span>
<span class="c-key">"args"</span><span class="c-punc">:</span> <span class="c-punc">[</span><span class="c-str">"-m"</span><span class="c-punc">,</span> <span class="c-str">"mcp_server.server"</span><span class="c-punc">],</span>
<span class="c-key">"cwd"</span><span class="c-punc">:</span> <span class="c-str">"/path/to/ivd"</span>
<span class="c-punc">}</span>
<span class="c-punc">}</span>
<span class="c-punc">}</span></code></div>
</div>
<div class="client-block">
<div class="client-label">Claude Desktop <span class="client-path">~/Library/Application Support/Claude/claude_desktop_config.json</span></div>
<div class="code-block"><code><span class="c-punc">{</span>
<span class="c-key">"mcpServers"</span><span class="c-punc">: {</span>
<span class="c-key">"ivd"</span><span class="c-punc">: {</span>
<span class="c-key">"command"</span><span class="c-punc">:</span> <span class="c-str">"python"</span><span class="c-punc">,</span>
<span class="c-key">"args"</span><span class="c-punc">:</span> <span class="c-punc">[</span><span class="c-str">"-m"</span><span class="c-punc">,</span> <span class="c-str">"mcp_server.server"</span><span class="c-punc">],</span>
<span class="c-key">"cwd"</span><span class="c-punc">:</span> <span class="c-str">"/path/to/ivd"</span>
<span class="c-punc">}</span>
<span class="c-punc">}</span>
<span class="c-punc">}</span></code></div>
</div>
<div class="client-block">
<div class="client-label">Claude Code <span class="client-path">one-liner</span></div>
<div class="code-block"><code><span class="c-cmd">claude mcp add ivd python -m mcp_server.server --cwd /path/to/ivd</span></code></div>
</div>
<div class="client-block">
<div class="client-label">VS Code + GitHub Copilot <span class="client-path">.vscode/mcp.json</span></div>
<div class="code-block"><code><span class="c-punc">{</span>
<span class="c-key">"servers"</span><span class="c-punc">: {</span>
<span class="c-key">"ivd"</span><span class="c-punc">: {</span>
<span class="c-key">"type"</span><span class="c-punc">:</span> <span class="c-str">"stdio"</span><span class="c-punc">,</span>
<span class="c-key">"command"</span><span class="c-punc">:</span> <span class="c-str">"python"</span><span class="c-punc">,</span>
<span class="c-key">"args"</span><span class="c-punc">:</span> <span class="c-punc">[</span><span class="c-str">"-m"</span><span class="c-punc">,</span> <span class="c-str">"mcp_server.server"</span><span class="c-punc">],</span>
<span class="c-key">"cwd"</span><span class="c-punc">:</span> <span class="c-str">"/path/to/ivd"</span>
<span class="c-punc">}</span>
<span class="c-punc">}</span>
<span class="c-punc">}</span></code></div>
</div>
<div class="client-block">
<div class="client-label">Windsurf, Zed, Continue, and other MCP clients</div>
<p>Any client that speaks MCP can connect. Point it at
<code style="font-family:var(--mono);font-size:12px;color:var(--accent2)">python -m mcp_server.server</code>
from <code style="font-family:var(--mono);font-size:12px;color:var(--accent2)">/path/to/ivd</code>,
or use the hosted server below.</p>
</div>
<div class="hosted-note" style="margin-top:24px;">
<strong>No install?</strong> Use the hosted server at
<a href="https://mcp.ivdframework.dev/mcp">mcp.ivdframework.dev/mcp</a>
(Streamable HTTP — VS Code / Copilot / Claude Code) or
<a href="https://mcp.ivdframework.dev/sse">mcp.ivdframework.dev/sse</a>
(legacy SSE — Cursor / Claude Desktop). Request an API key:
</div>
</div>
<div class="qs-step">
<h3>// 3. Use it</h3>
<p>Ask your agent:</p>
<div class="code-block"><code><span class="c-str">"Use ivd_get_context to learn IVD, then scaffold an intent for [your feature]"</span></code></div>
</div>
<div class="btn-row">
<a href="https://github.com/leocelis/ivd" target="_blank" class="btn btn-primary">Full docs on GitHub →</a>
</div>
</div>
</section>
<!-- PRINCIPLES -->
<section class="section" id="principles">
<div class="wrap">
<p class="section-label">// framework</p>
<h2>9 principles</h2>
<div class="principles-grid">
<div class="principle">
<p class="principle-n">P1</p>
<h3>Intent First</h3>
<p>Write what the system must do before writing code. Intent is the source of truth.</p>
</div>
<div class="principle">
<p class="principle-n">P2</p>
<h3>Executable Understanding</h3>
<p>Prose can be wrong silently. Executable understanding fails loudly.</p>
</div>
<div class="principle">
<p class="principle-n">P3</p>
<h3>Continuous Verification</h3>
<p>Verify alignment at every stage. Drift is caught before it compounds.</p>
</div>
<div class="principle">
<p class="principle-n">P4</p>
<h3>Context Layering</h3>
<p>System → Workflow → Module → Task. Right level of context for every task.</p>
</div>
<div class="principle">
<p class="principle-n">P5</p>
<h3>Knowledge Portability</h3>
<p>YAML and MCP. Same intent works with Claude, GPT, Cursor, Copilot.</p>
</div>
<div class="principle">
<p class="principle-n">P6</p>
<h3>Discovery Before Intent</h3>
<p>When you don't know what to ask — propose options first, then write intent.</p>
</div>
<div class="principle">
<p class="principle-n">P7</p>
<h3>Implementation Independence</h3>
<p>Intent describes what, not how. The AI chooses the implementation.</p>
</div>
<div class="principle">
<p class="principle-n">P8</p>
<h3>Innovation Through Inversion</h3>
<p>Challenge dominant assumptions. Inversion surfaces non-obvious solutions.</p>
</div>
<div class="principle">
<p class="principle-n">P9</p>
<h3>Judgment Compounds <span style="opacity:.6;font-size:.7em;">// v3.0 · opt-in</span></h3>
<p>Structured corrections are the highest-value contextual signal. Capture them, distill them into patterns, inject them back. Activated per-project via <code>.judgment/</code>.</p>
</div>
</div>
</div>
</section>
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