
SEO-IntentRank (Antigravity MCP)
io.github.AI-BuildInfraPublished by GitHub account AI-BuildInfrav1.0.1Updated Oct 24, 2026
Human search intent keywords, Core Web Vitals, technical SEO & on-page audit MCP server.
The publisher's own server: Rank Fast
Overview
Local MCP server that audits web pages for SEO: search intent keywords, on-page tags, Core Web Vitals and technical structure.
- What you can do
- Extract human search intent keywords, intent distribution, synthesized queries and mined questions from a URL, HTML or text
- Audit on-page SEO: title length and pixel width, meta description, Open Graph, Twitter Cards, canonical and image alt/dimension checks
- Fetch Lighthouse Core Web Vitals (CLS, LCP, INP, FCP, TTFB) via Google PageSpeed Insights, with local DOM heuristics as fallback
- Check technical SEO: heading hierarchy, Schema.org JSON-LD, robots.txt and sitemap.xml, text-to-HTML ratio
- Run a combined audit that returns a 0-100 score, letter grade and prioritized action plan
- When to use it
- Useful when you want an assistant to review a page or site for SEO and performance issues and suggest fixes, for example before publishing content or when diagnosing layout shift and weak search intent targeting. Works on live URLs or pasted HTML for offline analysis.
- Requirements
- Runs locally over stdio, started with npx or node, so Node.js is needed. No accounts or environment variables are declared. Live URL audits need network access; the Lighthouse tool can optionally take a Google PageSpeed Insights API key as a tool parameter.
Installation
In SourceWeft
- Open SEO-IntentRank (Antigravity MCP) in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
SEO-IntentRank MCP Server (seo-intentrank)
[AI Build Infra Website] [Maintained by AI Build Infra] [Model Context Protocol] [M8ven Score] [CI Status] [NPM Version] [MIT License]
Official Model Context Protocol (MCP) Server for SEO-IntentRank: Human Search Intent Keywords, Technical SEO Audits, Google Lighthouse Core Web Vitals (CLS/LCP/INP), and On-Page Diagnostic Intelligence.
Developed, maintained, and published by AI Build Infra — High-Performance Infrastructure for Artificial Intelligence & Search Engine Optimization.
🌟 Overview
SEO-IntentRank is an enterprise-grade SEO diagnostic MCP Server created by AI Build Infra to equip AI assistants (ChatGPT, Claude Desktop, Google Antigravity, Cursor, and Perplexity) with live web diagnostics.
It bridges the gap between raw technical crawl data and real human search behavior, delivering deep on-page audits, direct Google Lighthouse Core Web Vitals (including exact Cumulative Layout Shift / CLS scores), and semantic Human Search Intent Keyword extraction.
Core Capabilities:
- 🎯 Human Intent Keyword Engine: Categorizes page search intent into Informational, Commercial Investigation, Transactional, and Navigational; synthesizes high-converting natural human search queries; mines answered questions; and flags AI slop clichés and keyword stuffing.
- 🔍 On-Page SEO Inspection: Scans
<title>(character length & ~580px pixel width estimates),<meta name="description">(CTA detection),<meta name="robots">, Open Graph tags (og:*), Twitter Cards (twitter:*), and Canonical URL verification. - 📐 Media & Image Alt Audit: Detects missing
altattributes, decorative images (alt=""), and missingwidth/heightattributes that cause Cumulative Layout Shift (CLS). - ⚡ Lighthouse Core Web Vitals: Fetches exact numeric scores directly from Google Lighthouse / PageSpeed Insights for:
- Cumulative Layout Shift (CLS) with threshold analysis ($\le 0.1$ Good) and shift element culprit identification.
- Largest Contentful Paint (LCP), Interaction to Next Paint (INP), First Contentful Paint (FCP), and Time to First Byte (TTFB).
- Fallback to local DOM-based layout shift heuristics when auditing raw HTML offline.
- 🏗️ Technical SEO Hierarchy: Checks single
<h1>enforcement, non-sequential heading level skips (e.g. H1 → H3), Schema.org JSON-LD structured data validation,robots.txtdisallows,sitemap.xml, and text-to-HTML ratios.
💡 How SEO-IntentRank Works in AI Assistants (ChatGPT / Claude / Antigravity)
🚀 Installation & Quick Start
Running with NPX
Adding to Antigravity / Claude Desktop / Cursor Configuration
Add the following to your mcpServers configuration (mcp_config.json or claude_desktop_config.json):
Or for local development:
🛠️ Available MCP Tools
1. extract_human_intent_keywords
Extracts high-converting Human Search Intent Keywords and analyzes audience search behavior.
Parameters:
url(string, optional): Live URL.html(string, optional): Raw HTML markup.text(string, optional): Plain article text.targetKeyword(string, optional): Target focus keyword to evaluate.
Output:
- Primary search intent & percentage distribution (
informational,commercial,transactional,navigational). - Top ranked human intent keywords with relevance scores and heading signals.
- Synthesized natural human search queries answered by the page.
- Mined questions with answered status.
- Information Gain & AI slop fluff assessment score.
2. scan_onpage_seo
Audits On-Page SEO elements from a live URL or raw HTML string.
Parameters:
url(string, optional): Web URL to fetch and audit.html(string, optional): Raw HTML string for offline analysis.
Output:
- Title status, length, and pixel width estimate (~580px Google cutoff).
- Meta description length & CTA presence.
- Complete Open Graph & Twitter Card validation.
- Canonical tag status (self-referencing, missing, relative, or mismatched).
- Image Alt tag audit with missing dimensions (CLS risk detection).
3. audit_lighthouse_cls_vitals
Audits Core Web Vitals directly using Google Lighthouse / PageSpeed API and local DOM shift heuristics.
Parameters:
url(string, optional): Live URL to benchmark.html(string, optional): HTML snippet for local layout shift risk calculation.strategy(string, optional):'mobile'(default) or'desktop'.apiKey(string, optional): Optional Google PageSpeed Insights API key.
Output:
- Cumulative Layout Shift (CLS) score, rating (
GOOD,NEEDS_IMPROVEMENT,POOR), and layout shift culprit elements. - LCP, INP, FCP, TTFB measurements.
- Lighthouse category scores (Performance, SEO, Accessibility, Best Practices).
4. audit_technical_seo
Inspects technical page architecture and semantic structure.
Parameters:
url(string, optional): Live URL.html(string, optional): Raw HTML string.robotsTxtContent(string, optional): Rawrobots.txtstring to parse.sitemapXmlContent(string, optional): Rawsitemap.xmlstring to parse.
Output:
- Heading structure validation (H1 count, non-sequential heading level skips).
- Schema.org JSON-LD syntax and
@typeverification. - Content word count, text-to-HTML ratio, and thin content warnings.
- Robots directives and Sitemap URL counts.
5. comprehensive_seo_audit
Master all-in-one SEO auditor running all tools in parallel and producing an executive report.
Parameters:
url(string, optional): Live URL.html(string, optional): Raw HTML markup.strategy(string, optional):'mobile'|'desktop'.apiKey(string, optional): Optional Google PageSpeed API key.targetKeyword(string, optional): Target focus keyword.
Output:
- Overall SEO score (0-100) and letter grade (
A+,A,B,C,D,F). - Aggregated On-Page, Technical, Lighthouse, and Intent audits.
- Prioritized action plan sorted by impact (
HIGH,MEDIUM,LOW).
🧪 Testing
Run the automated test suite:
🏢 Publisher & Entity Reconciliation
SEO-IntentRank is engineered and published by AI Build Infra.
- Official Website: https://aibuildinfra.com/
- Publisher: AI Build Infra
- Ecosystem: High-performance developer tools, E-E-A-T entity reconciliation, and AI agent infrastructure.
- Related MCP Servers: HumanCraft UI (
@aibuildinfra/humancraft)
📄 License
MIT License. Created with ❤️ by AI Build Infra.
Source: README.md at commit 77e3f36
Tools
0Version history
1- v1.0.1LatestSep 24, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts
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