---
title: "Open Source Projects: AI visibility reports"
description: "Find AI visibility reports for open source project websites. Review bot access and look for installation guides, release information and repository links."
url: "https://goodforbots.com/directory/category/open-source"
---

# Open Source Projects

Find AI visibility reports for open source project websites. Review bot access and look for installation guides, release information and repository links.

[How websites are scored](https://goodforbots.com/standards#scoring)

Search by name or domain: https://goodforbots.com/directory/category/open-source.md?q={query}, at most 120 characters.

0 sites.

Sorted by best score first. Also: [worst score first](https://goodforbots.com/directory/category/open-source.md?sort=score-asc) · [site name, A–Z](https://goodforbots.com/directory/category/open-source.md?sort=host).

No sites match these filters.

“(Pro)” marks a Pro listing. Pro never changes a score or a place in the order. [What Pro includes](https://goodforbots.com/pricing#pro).

Every report is also available as Markdown at https://goodforbots.com/r/{host}.md.

## Categories

- [All sites](https://goodforbots.com/directory.md): 117 sites
- Software & Tools
  - [Developer Tools & APIs](https://goodforbots.com/directory/category/developer-tools.md): 24 sites
  - [SaaS & Web Apps](https://goodforbots.com/directory/category/saas.md): 34 sites
  - [AI Products & Agents](https://goodforbots.com/directory/category/ai-products.md): 20 sites
  - Open Source Projects: 0 sites (this page)
- Content & Knowledge
  - [Blogs & Newsletters](https://goodforbots.com/directory/category/blogs.md): 2 sites
  - [Education & Learning](https://goodforbots.com/directory/category/education.md): 7 sites
  - [Research & Reference](https://goodforbots.com/directory/category/research-reference.md): 5 sites
  - [Directories & Aggregators](https://goodforbots.com/directory/category/directories.md): 11 sites
- Commerce & Services
  - [E-commerce Stores](https://goodforbots.com/directory/category/ecommerce.md): 1 site
  - [Marketplaces & Booking](https://goodforbots.com/directory/category/marketplaces.md): 1 site
  - [Local Businesses & Services](https://goodforbots.com/directory/category/local-business.md): 1 site
- Organizations & People
  - [Companies & Agencies](https://goodforbots.com/directory/category/companies.md): 3 sites
  - [Communities & Forums](https://goodforbots.com/directory/category/communities.md): 1 site
- Misc
  - [Other](https://goodforbots.com/directory/category/other.md): 1 site

## Platforms

Match any selected platform. Counts show sites using each one.

- Astro: 0 sites
- Lovable: 0 sites
- Next.js: 0 sites
- Nuxt: 0 sites
- SvelteKit: 0 sites
- WordPress: 0 sites

## Signals

Each one you pick narrows the list: a site must have them all.

### Agent capabilities

- API catalog: 0 sites. Lists the site's public APIs in one standard place, so an agent can find and use them without reading the docs. A bonus: it earns a badge and never costs points.
- auth.md: 0 sites. A simple file that tells AI agents how to sign in and get access. A bonus: it earns a badge and never costs points.
- A2A agent card: 0 sites. Describes the site's own AI agent in the A2A format, so other agents can find it and hand it work. A bonus: it earns a badge and never costs points.
- Agent Skills index: 0 sites. Lists reusable instructions the site publishes for AI agents, with descriptions and download locations. The index earns a badge; the skill downloads themselves are not verified.
- Web Bot Auth: 0 sites. Publishes the keys the site's own bots sign their requests with, so other websites can verify them. The badge checks the keys; the bots' requests are not observed.
- ACP commerce: 0 sites. Publishes how agents can connect to its Agentic Commerce Protocol integration. The badge confirms discovery metadata; purchases are not tested.

### Standards

- llms.txt: 0 sites. A short guide to the site written for AI models: what it is and which pages matter most.
- robots.txt: 0 sites. The file that tells crawlers where they may go. Every other rule a site gives to bots starts here.
- Sitemap: 0 sites. A list of the site's pages, so a bot sees everything that exists instead of guessing from links.
- Descriptive llms.txt: 0 sites. The llms.txt describes what is behind each link, so a model knows which pages are worth reading.
- llms-full.txt or .md pages: 0 sites. The content is also available as plain Markdown, in one llms-full.txt file or as separate .md pages. Models can read it without the HTML.
- Markdown negotiation: 0 sites. Pages come back as clean Markdown when a bot asks for it: just the content, without menus, styling and scripts.
- AI crawler rules: 0 sites. The site says which AI bots may visit, for training, search or answering questions. Blocking some is fine; what counts is making a choice.
- Content Signals: 0 sites. The site says how its content may be used: for search, in AI answers or to train AI. Any mix of yes and no counts.
- schema.org JSON-LD: 0 sites. Structured data on the homepage says what the site is, such as a company, a product or an article, so machines don't have to guess.
- Semantic HTML: 0 sites. The page has a clear structure: a main content area, headings in order, a header and a footer. A bot can tell the content from the rest.
- Crawlable navigation: 0 sites. Observed homepage navigation exposes usable page addresses and section targets in HTML. Destinations are not fetched by this check.
- Named links and buttons: 0 sites. Links and buttons in the collected homepage HTML have names recoverable from text, labels or native alternatives, including icon controls.
- Named form fields: 0 sites. Observed homepage fields have recoverable names and recognizable input semantics. Submission behavior is not tested.
- Control roles and states: 0 sites. Homepage controls meet static checks for roles, required states and relationship targets, using native HTML semantics where available.
- Typed links: 0 sites. The page links to versions made for machines, such as a Markdown copy or an API description, so an agent can go straight to them.
- Canonical URL: 0 sites. Each page names the one address that should be indexed and cited, so an agent quoting it links to the right URL.
- Working section links: 0 sites. Links to part of a page, such as a table of contents or a skip link, lead to that section instead of the top of the page.

## About Open Source Projects

Source code being public does not mean a project's website explains how to use it. A visitor may still need to piece together installation steps, a supported version and the distinction between a community edition and a hosted service. An assistant recommending the project needs that context too.

The strongest public entry points connect a plain-language overview to the repository, documentation and release information. They make it possible to tell which project owns the page and where its maintained instructions live. Examples should be readable without relying on a terminal screenshot or a video walkthrough.

Before adopting a project, inspect its repository, licence and recent releases. Our website scan does not review code quality, licence compliance or maintenance health.

## What to look for

Use these questions when reading the sites themselves. They are guidance for this category, not additional scoring checks.

### A clear source of truth

The website should point to the project's repository and documentation without ambiguity about forks, editions or similarly named projects.

### Installation with context

Commands are more useful when the page names prerequisites and the version they target. A copied command should not depend on an unexplained environment.

### Release information

Readers need a way to distinguish current guidance from historical examples. Check the project's release notes when deciding what to install.

### Licence and hosting boundaries

Look for a clear distinction between the open source project and any paid hosting or additional features. The directory score does not verify these terms.

## Frequently asked questions

### Does open source status add points?

No. Open source describes the project, not how its website responds to a bot. The same web-readability checks apply here as elsewhere.

### Do you audit repositories or dependencies?

No. We scan public web evidence. We do not review source code for vulnerabilities, validate licences or assess dependency maintenance.

### Can a project have a separate documentation listing?

A dedicated documentation site can belong in Documentation, while the project's main site belongs here. Each report concerns the host and evidence shown on that report.

Questions about scores, scans and listings in general are answered in [the FAQ](https://goodforbots.com/faq).

## Explore related categories

- [Documentation](https://goodforbots.com/directory/category/documentation.md)
- [Developer Tools & APIs](https://goodforbots.com/directory/category/developer-tools.md)
- [Communities & Forums](https://goodforbots.com/directory/category/communities.md)

## Structured data

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "CollectionPage",
      "@id": "https://goodforbots.com/directory/category/open-source#webpage",
      "url": "https://goodforbots.com/directory/category/open-source",
      "name": "Open Source Projects: AI visibility reports",
      "description": "Find AI visibility reports for open source project websites. Review bot access and look for installation guides, release information and repository links.",
      "inLanguage": "en",
      "isPartOf": {
        "@id": "https://goodforbots.com/#website"
      },
      "breadcrumb": {
        "@id": "https://goodforbots.com/directory/category/open-source#breadcrumb"
      },
      "mainEntity": {
        "@id": "https://goodforbots.com/directory/category/open-source#items"
      }
    },
    {
      "@type": "BreadcrumbList",
      "@id": "https://goodforbots.com/directory/category/open-source#breadcrumb",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home",
          "item": "https://goodforbots.com/"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Directory",
          "item": "https://goodforbots.com/directory"
        },
        {
          "@type": "ListItem",
          "position": 3,
          "name": "Open Source Projects",
          "item": "https://goodforbots.com/directory/category/open-source"
        }
      ]
    },
    {
      "@type": "ItemList",
      "@id": "https://goodforbots.com/directory/category/open-source#items",
      "name": "Open Source Projects: AI visibility reports",
      "numberOfItems": 0,
      "itemListElement": []
    },
    {
      "@type": "FAQPage",
      "@id": "https://goodforbots.com/directory/category/open-source#faq",
      "name": "Frequently asked questions about Open Source Projects",
      "isPartOf": {
        "@id": "https://goodforbots.com/directory/category/open-source#webpage"
      },
      "mainEntity": [
        {
          "@type": "Question",
          "name": "Does open source status add points?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "No. Open source describes the project, not how its website responds to a bot. The same web-readability checks apply here as elsewhere."
          }
        },
        {
          "@type": "Question",
          "name": "Do you audit repositories or dependencies?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "No. We scan public web evidence. We do not review source code for vulnerabilities, validate licences or assess dependency maintenance."
          }
        },
        {
          "@type": "Question",
          "name": "Can a project have a separate documentation listing?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "A dedicated documentation site can belong in Documentation, while the project's main site belongs here. Each report concerns the host and evidence shown on that report."
          }
        }
      ]
    },
    {
      "@type": "Organization",
      "@id": "https://goodforbots.com/#organization",
      "name": "Good for Bots",
      "url": "https://goodforbots.com",
      "logo": "https://goodforbots.com/icon-512.png",
      "founder": {
        "@id": "https://goodforbots.com/#person-mateusz-pawlica"
      },
      "contactPoint": {
        "@type": "ContactPoint",
        "contactType": "customer support",
        "email": "support@goodforbots.com",
        "url": "https://goodforbots.com/contact"
      }
    },
    {
      "@type": "WebSite",
      "@id": "https://goodforbots.com/#website",
      "name": "Good for Bots",
      "url": "https://goodforbots.com",
      "description": "Check if AI crawlers can access and read your website, free. Get a score out of 100 with every finding and fix prompts, then browse reports in the directory.",
      "inLanguage": "en",
      "publisher": {
        "@id": "https://goodforbots.com/#organization"
      },
      "potentialAction": {
        "@type": "SearchAction",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://goodforbots.com/directory?q={q}"
        },
        "query-input": "required maxlength=120 name=q"
      }
    },
    {
      "@type": "Person",
      "@id": "https://goodforbots.com/#person-mateusz-pawlica",
      "name": "Mateusz Pawlica",
      "givenName": "Mateusz",
      "familyName": "Pawlica",
      "jobTitle": "Founder of Good for Bots",
      "description": "Web developer who builds directories and AI-powered products, and the founder of Good for Bots.",
      "url": "https://goodforbots.com/about#founder",
      "sameAs": [
        "https://pl.linkedin.com/in/mateusz-pawlica-65238816b",
        "https://pawlicaweb.pl/o-mnie"
      ],
      "knowsAbout": [
        "llms.txt",
        "robots.txt",
        "AI crawlers",
        "Markdown content negotiation",
        "Structured data",
        "Technical SEO",
        "Web directories",
        "Next.js",
        "TypeScript",
        "Generative AI"
      ],
      "worksFor": {
        "@id": "https://goodforbots.com/#organization"
      }
    }
  ]
}
```