AI VISIBILITY SCOREAS OF 2026-08-02 · ENGAGEMII INDEX
5.6/ 10

▼ 0.4 since Jun 2026

#404,872 OF 2,699,841 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Find Your First Open Source Issue - Beginner-Friendly Projects

Find Your First Open Source Issue - Beginner-Friendly Projects

Unclaimed

firstissue.dev · Technology

Somewhat visible. AI bots can read Find Your First Open Source Issue - Beginner-Friendly Projects, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 4 times

Claude · Meta AI

#404,872 of 2,699,841 in Technology for AI visibility

6

AEO Visibility

i

Borderline · 5.6/10

90

Muse Index Score

i

AI agent readiness

Transactable · 90/100

0

AI Adoption

i

None detected · 0/100

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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." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.

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).

Industry · Technology
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

9

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

0

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Authority

4

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

3

Forum and community discussion.

Social Mentions

0

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 5.6/10, Find Your First Open Source Issue - Beginner-Friendly Projects has a working base to build on - 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.

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Picked for Find Your First Open Source Issue - Beginner-Friendly Projects: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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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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