AI Visibility Scorecard
Find Your First Open Source Issue - Beginner-Friendly Projects
firstissue.dev · Technology
Borderline visible. AI bots can crawl Find Your First Open Source Issue - Beginner-Friendly Projects, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 5 times
Claude · Meta AI
#1,351,921 of 2,707,789 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
80
Muse Index Score
iAI agent readiness
Transactable · 80/100
0
AI Adoption
iNone detected · 0/100
About Find Your First Open Source Issue - Beginner-Friendly Projects
from our crawl and measurement
Find Your First Open Source Issue is a business whose own site puts it this way: "The premier platform for beginners to find their first open source issue and start contributing. Perfect for students and new developers making their first contribution." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (WebApplication, Organization, CollectionPage) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.7/10, Find Your First Open Source Issue - Beginner-Friendly Projects is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How do I find my first open source issue?
FirstIssue.dev makes it easy to find your first open source issue. Simply sign up, connect your GitHub account, and explore curated beginner-friendly issues labeled 'good first issue' or 'help wanted'. Filter by your preferred programming language and skill level to discover issues perfect for first-time contributors.
Is FirstIssue.dev good for beginners and students?
Yes! FirstIssue.dev is specifically designed for beginners, students, and first-time contributors. We curate beginner-friendly open source issues from verified projects that welcome new contributors. It's perfect for students building their developer portfolio and anyone making their first open source contribution.
What are beginner-friendly open source issues?
Beginner-friendly issues are GitHub issues labeled 'good first issue' or 'help wanted' that are suitable for first-time contributors. These issues typically require minimal context, have clear descriptions, and are perfect for students and new developers learning to contribute to open source projects.
How can I track my open source contributions as a student?
FirstIssue.dev automatically tracks all your GitHub contributions including pull requests, merges, and issue assignments. View your contribution activity heatmap, statistics, and build a verifiable portfolio perfect for student resumes and job applications.
Do I need experience to make my first open source contribution?
No experience required! FirstIssue.dev helps beginners and students find their first issue with step-by-step guidance. Start with documentation updates, simple bug fixes, or beginner-friendly features. Our platform is designed specifically for first-time contributors.
How do I find good first issues for students?
Use FirstIssue.dev to discover curated good first issues perfect for students. Filter by programming language, project type, and difficulty level. We verify all projects to ensure they're welcoming to first-time contributors and ideal for building your student developer portfolio.
Is this your brand?
The exact fixes for Find Your First Open Source Issue - Beginner-Friendly Projects
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/firstissue-dev
Cite this score: Engagemii (2026). "AEO Score for Find Your First Open Source Issue - Beginner-Friendly Projects." Retrieved from https://engagemii.com/aeo/brands/firstissue-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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