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A ranking dashboard for GitHub momentum, durable repository leaders, package adoption, and editorial context.

Data source ยท GitHub API and package ecosystem snapshots

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  1. Home
  2. Categories
Category browse

Categories narrow the comparison set

Start from a technical lane when you already know the ecosystem you want to scan. Category pages are best used to compare like with like before moving into repo detail or compare mode.

Category routes

Focused ranking lanes

18 categories

Each category filters the repository universe into a smaller decision surface.

Best use

Compare similar projects

Like with like

Use category pages when a flat global ranking mixes too many project types.

Next step

Validate the shortlist

Repo detail + compare

Once a category produces candidates, move into more concrete validation surfaces.

Read methodologyOpen compare
Browse strategy

Use category pages after the first signal

Category rankings work best when you want to compare similar project types. They separate broad ecosystem leaders from projects that only stand out because of one-off attention spikes.

Use category pages to narrow the field first, then move into compare, package rankings, or repo detail when you need a more defensible decision. If you want the scoring context first, review Methodology & Editorial Standards.

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Education

Educational resources and tutorials

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Learning

Learning materials and courses

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Awesome Lists

Curated lists of awesome resources

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Project Based Learning

Learn by building projects

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Frameworks

Web and application frameworks

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Libraries

Reusable code libraries

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AI / Machine Learning

Artificial intelligence and machine learning

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DevOps

Development and operations tools

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Infrastructure

Infrastructure as code and tools

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Data

Data processing and analytics

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Free APIs

Awesome free APIs, public REST APIs, and API resources for developers

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Security & Cryptography

Security tools and cryptography

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Games

Game development and engines

๐ŸŽจ

Graphics

Graphics and visualization

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Mobile

Mobile app development

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UI

User interface components

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Operating Systems

Operating systems and kernels

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Network

Networking tools and protocols

After category browse

Open a category when the project type matters, then compare two or three candidates before treating any ranking position as a decision.
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