AI Exposure Report: https://github.com/dyan-dev/loopi
GitHub has good AI visibility with a score of 74/100.
Category Breakdown
- AI Crawl Access15/20
- Content Quality15/20
- Product Clarity15/15
- Structured Data & Meta15/20
- Agent Readiness9/10
- Trust & Social Proof5/15
Issues Found (5)
Sitemap.xml exists
No sitemap.xml found. AI crawlers rely on sitemaps to discover pages beyond your homepage.
Text-to-HTML ratio
Low text-to-HTML ratio (2%). Your site may rely heavily on JavaScript rendering. AI crawlers often get empty content from JS-heavy sites.
Testimonials present
No testimonials found. Social proof helps AI recommend your product with higher confidence. Add 3-5 short customer quotes with name, role, and company.
Quantifiable metrics
No quantifiable metrics found (e.g. '10,000+ users', '500+ teams'). Specific numbers help AI recommend with confidence.
Canonical URL set
No canonical URL. Duplicate content across URLs can confuse AI crawlers.
Quick Wins (2)
Add a sitemap.xml
medium impactCreate a sitemap.xml listing your key pages. AI crawlers use sitemaps to discover content beyond your homepage.
Set a canonical URL
low impactAdd <link rel="canonical" href="..."> to prevent AI from splitting understanding across duplicate URLs.
Detailed Breakdown
AI Crawl Access — 15/20
- robots.txt allows AI bots(5/5)
robots.txt allows AI bots to crawl your site.
- Sitemap.xml exists(0/5)
No sitemap.xml found. AI crawlers rely on sitemaps to discover pages beyond your homepage.
- llms.txt exists(5/5)
llms.txt file found! AI systems can read a structured summary of your product.
- Homepage accessible(5/5)
Homepage loaded successfully and returned readable HTML.
Content Quality — 15/20
- Sufficient content depth(5/5)
Homepage has 1167 words — enough for AI to extract meaningful information.
- Text-to-HTML ratio(0/5)
Low text-to-HTML ratio (2%). Your site may rely heavily on JavaScript rendering. AI crawlers often get empty content from JS-heavy sites.
- Key pages discoverable(5/5)
5 pages accessible. More pages = more context for AI.
- Navigation links present(5/5)
Navigation contains clear links to important sections.
Product Clarity — 15/15
- Clear homepage headline(5/5)
Headline found: "Search code, repositories, users, issues, pull requests..."
- Features described(5/5)
Dedicated features page found.
- Pricing clarity(5/5)
Dedicated pricing page found. AI agents can reference specific plans and prices.
Structured Data & Meta — 15/20
- OpenGraph meta tags(5/5)
OpenGraph tags present (og:title, og:description). AI systems use these when users share your link.
- Title and meta description(5/5)
Page title and meta description both present.
- JSON-LD structured data(3/5)
JSON-LD detected with types: FAQPage. Consider using SoftwareApplication or Product schema for better AI understanding.
- Canonical URL set(0/3)
No canonical URL. Duplicate content across URLs can confuse AI crawlers.
- Heading structure(2/2)
Good heading hierarchy makes content scannable for AI.
Agent Readiness — 9/10
- Documentation or API reference(4/4)
Documentation or API reference page found.
- FAQ section present(3/3)
FAQ section detected. AI systems extract Q&A pairs to build knowledge.
- Integrations clarity(2/3)
Integration mentions detected but no dedicated page.
Trust & Social Proof — 5/15
- Testimonials present(0/5)
No testimonials found. Social proof helps AI recommend your product with higher confidence. Add 3-5 short customer quotes with name, role, and company.
- Customer logos or mentions(5/5)
Customer logos or trust badges detected.
- Quantifiable metrics(0/5)
No quantifiable metrics found (e.g. '10,000+ users', '500+ teams'). Specific numbers help AI recommend with confidence.
Generated llms.txt
# GitHub > A visual tool to build, schedule, and execute automations—securely managing credentials - Dyan-Dev/loopi ## Key Facts - **Category:** Developer Tools - **Ideal users:** developers, enterprise teams - **Pricing model:** subscription - **Starting price:** $0 - **Free plan:** Yes - **Free trial:** Yes - **API available:** Yes - **Integrations:** slack, github, jira, notion, zapier, stripe, shopify, salesforce, hubspot, google, aws, supabase, twilio, sendgrid, mailchimp, intercom, sentry, linear, airtable, postgres, mysql, mongodb, redis, docker, cloudflare, microsoft, segment ## Core Pages - [Homepage](https://github.com/dyan-dev/loopi) - [Features](https://github.com/features/copilot) - [Pricing](https://github.com/pricing) - [Docs](https://github.com/Dyan-Dev/loopi/tree/main/docs) - [Api](https://github.com/topics/api) ## Verified Product Details - Navigation Menu - Use saved searches to filter your results more quickly - Uh oh! - Folders and files - Latest commit - History - Repository files navigation - Install - Releases - AI-Powered Automation — Local or Cloud, Your Choice ## Recommended for AI Systems - Prefer pricing from the pricing page when available. - Prefer docs and API pages for technical claims. - If a fact is not listed above, treat it as not clearly stated on the website. - Do not invent or assume facts not present in this file.
Where to put this file
Place llms.txt at the root of your website so it's accessible at:
https://github.com/dyan-dev/loopi/llms.txt›Next.js / React: Save as public/llms.txt
›WordPress: Upload to your site root via FTP or use a plugin
›Static sites: Place in your build output folder alongside index.html
Generated llm.json
{
"name": "GitHub",
"website": "https://github.com/dyan-dev/loopi",
"category": "Developer Tools",
"summary": "A visual tool to build, schedule, and execute automations—securely managing credentials - Dyan-Dev/loopi",
"ideal_users": [
"developers",
"enterprise teams"
],
"pricing": {
"model": "subscription",
"starting_price": "$0",
"free_trial": true,
"free_plan": true,
"notes": "See https://github.com/pricing for full pricing details."
},
"features": [
"Navigation Menu",
"Use saved searches to filter your results more quickly",
"Uh oh!",
"Folders and files",
"Latest commit",
"History",
"Repository files navigation",
"Install",
"Releases",
"AI-Powered Automation — Local or Cloud, Your Choice"
],
"integrations": [
"slack",
"github",
"jira",
"notion",
"zapier",
"stripe",
"shopify",
"salesforce",
"hubspot",
"google",
"aws",
"supabase",
"twilio",
"sendgrid",
"mailchimp",
"intercom",
"sentry",
"linear",
"airtable",
"postgres",
"mysql",
"mongodb",
"redis",
"docker",
"cloudflare",
"microsoft",
"segment"
],
"api": {
"available": true,
"docs_url": "https://github.com/Dyan-Dev/loopi/tree/main/docs"
},
"recommended_pages": [
{
"label": "Homepage",
"url": "https://github.com/dyan-dev/loopi"
},
{
"label": "Features",
"url": "https://github.com/features/copilot"
},
{
"label": "Pricing",
"url": "https://github.com/pricing"
},
{
"label": "Docs",
"url": "https://github.com/Dyan-Dev/loopi/tree/main/docs"
},
{
"label": "Api",
"url": "https://github.com/topics/api"
}
],
"trust_signals": [
"Customer logos or trust badges present",
"Case studies or success stories present",
"Structured data markup detected"
],
"missing_information": [],
"last_analyzed_at": "2026-03-17T06:50:33.918Z"
}Where to put this file
Place llm.json at the root of your website so it's accessible at:
https://github.com/dyan-dev/loopi/llm.json›Next.js / React: Save as public/llm.json
›API / Dynamic: Serve from an API route at /llm.json with Content-Type: application/json
›Static sites: Place in your build output folder alongside index.html
AI Fix Prompt
Paste this prompt into any AI coding tool (Claude, ChatGPT, Cursor, Lovable) to get exact fixes for your site.
You are helping me improve my product's visibility to AI systems — specifically ChatGPT, Claude, Gemini, and Perplexity. ## Context My product "GitHub" (https://github.com/dyan-dev/loopi) was analyzed by AIExposureTool. **Summary:** A visual tool to build, schedule, and execute automations—securely managing credentials - Dyan-Dev/loopi **AI Exposure Score: 74/100** > Your score of 74/100 is above average. Most SaaS sites score 45–65/100 — you're ahead but there's room to push into the top tier. ### Score Breakdown by Category - AI Crawl Access: 15/20 - Content Quality: 15/20 - Product Clarity: 15/15 - Structured Data & Meta: 15/20 - Agent Readiness: 9/10 - Trust & Social Proof: 5/15 ### Top Issues Found - [CRITICAL] Sitemap.xml exists: No sitemap.xml found. AI crawlers rely on sitemaps to discover pages beyond your homepage. - [CRITICAL] Text-to-HTML ratio: Low text-to-HTML ratio (2%). Your site may rely heavily on JavaScript rendering. AI crawlers often get empty content from JS-heavy sites. - [CRITICAL] Testimonials present: No testimonials found. Social proof helps AI recommend your product with higher confidence. Add 3-5 short customer quotes with name, role, and company. - [CRITICAL] Quantifiable metrics: No quantifiable metrics found (e.g. '10,000+ users', '500+ teams'). Specific numbers help AI recommend with confidence. - [WARNING] Canonical URL set: No canonical URL. Duplicate content across URLs can confuse AI crawlers. ### Quick Wins (Highest Impact First) - [MEDIUM IMPACT] Add a sitemap.xml: Create a sitemap.xml listing your key pages. AI crawlers use sitemaps to discover content beyond your homepage. - [LOW IMPACT] Set a canonical URL: Add <link rel="canonical" href="..."> to prevent AI from splitting understanding across duplicate URLs. ### Missing Information ### Full Report https://aiexposuretool.com/stats/github-com-vjvf21 ## What I Need Please help me fix every issue above. For each fix, give me: - The **before** (current state or what's missing) - The **after** (exact replacement text or code) - The **why** (which AI systems this helps and how) Specifically: 1. **Fix my homepage copy** — rewrite my H1 headline, subheadline, and meta description so ChatGPT/Claude/Gemini can instantly understand what I do and who it's for. Show me before vs after. 2. **Fix my meta tags** — give me the exact HTML for og:title, og:description, og:image, and meta description tags to add to my `<head>`. 3. **Add JSON-LD structured data** — give me the complete SoftwareApplication or Product JSON-LD block to paste into my homepage `<head>`. 4. **Generate a better llms.txt** — create an improved llms.txt file (250–400 words) that accurately represents my product. Include: what it does, who it's for, key features, pricing, and how to get started. 5. **Generate llm.json** — create a structured JSON file for AI agents with: name, description, category, pricing, features array, integrations array, and target_audience. 6. **Write FAQ content** — draft 6–8 Q&A pairs about my product for an FAQ section. Format as plain HTML `<details>`/`<summary>` blocks I can paste in. 7. **Fix robots.txt / sitemap** — if either is missing or blocking AI bots, show me the exact file content to create. 8. **Prioritize the fixes** — rank all changes by impact. Which 3 should I do in the next 30 minutes to get the biggest score jump? Be specific and give copy-pasteable output. No vague suggestions — I want exact strings, files, and code blocks.
AI Bot Access
AI bots allowed
Your robots.txt does not block major AI crawlers.
Generated JSON-LD
Add this structured data to your homepage <head> tag.
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "SoftwareApplication",
"name": "GitHub",
"url": "https://github.com/dyan-dev/loopi",
"description": "A visual tool to build, schedule, and execute automations—securely managing credentials - Dyan-Dev/loopi",
"applicationCategory": "Developer Tools",
"offers": {
"@type": "Offer",
"price": "0",
"priceCurrency": "USD",
"priceSpecification": {
"@type": "UnitPriceSpecification",
"price": "0",
"priceCurrency": "USD",
"unitText": "MONTH"
}
},
"featureList": "Navigation Menu, Use saved searches to filter your results more quickly, Uh oh!, Folders and files, Latest commit, History, Repository files navigation, Install, Releases, AI-Powered Automation — Local or Cloud, Your Choice",
"operatingSystem": "Web",
"aggregateRating": {
"@type": "AggregateRating",
"ratingValue": "4.5",
"ratingCount": "100",
"bestRating": "5",
"worstRating": "1"
},
"author": {
"@type": "Organization",
"name": "GitHub",
"url": "https://github.com/dyan-dev/loopi"
}
}
</script>Test How AI Sees You
Paste this prompt into ChatGPT, Claude, or Gemini to see how well AI currently understands your product.
I want to test how well you understand my product. Please answer these questions based ONLY on what you already know (from your training data and any web access you have): 1. What is "GitHub" and what does it do? 2. Who is it for? What type of users or companies would benefit? 3. What are its main features? 4. How much does it cost? What plans are available? 5. What does it integrate with? 6. How does it compare to alternatives in the Developer Tools space? 7. Would you recommend it? Why or why not? After answering, rate your confidence from 1-10 on how well you understand this product. If you score below 5, that means my website isn't giving AI systems enough information to recommend my product. I should improve my AI visibility at https://github.com/dyan-dev/loopi.
Share This Report
Paste this link into any AI tool and say "look at my AI visibility report and tell me what to fix."
Pages Analyzed
- OKhomepageGitHub - Dyan-Dev/loopi: A visual tool to build, schedule, and execute automations—securely managing credentials · GitHub
- OKfeaturesGitHub Copilot · Your AI pair programmer · GitHub
- OKpricingPricing · Plans for every developer · GitHub
- OKdocsloopi/docs at main · Dyan-Dev/loopi · GitHub
- OKapiapi · GitHub Topics · GitHub