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GitStar

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

Data source · GitHub API and package ecosystem snapshots

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Data sourced from GitHub API

TrendingMomentumPulseExplore

GitStar ranking desk

GitHub repository rankings, beyond stars

Compare current momentum with package adoption and repository activity before deciding what deserves attention.

Cache snapshot·Sources: GitHub · npm · PyPI

GitHub updated Oct 27, 2026 · Packages updated Oct 27, 2026

Open Top 100Ranking methodology

Weekly momentum

Top Movers This Week

A quick glance at the highest momentum repositories.

View full leaderboard

Cross-Analysis Results

Rank
Repository
Δ Stars & Trend
Created · Today
01▲1
JustAResearcher/gpu-unlock-ada
JustAResearcher/gpu-unlock-ada
🔥 Blazing⚡ Spike💎 Hidden Gem
C502·Other
+552
★ 3.9K total
Momentum5.6K
Created: Oct 23
02▲2
wesbos/3d-model-anything
wesbos/3d-model-anything
📈 Rising⚡ Spike💎 Hidden Gem
Swift308·Other
+297
★ 2.1K total
Momentum3K
Created: Oct 21+261 today
03
xevrion/hatchzip
xevrion/hatchzip
📈 Rising⚡ Spike💎 Hidden Gem
Rust62·Libraries
+294
★ 2.1K total
Momentum3K
Created: Oct 21+229 today
04▲11
rddmwmddr/android-ad-cleaner
rddmwmddr/android-ad-cleaner
📈 Rising⚡ Spike💎 Hidden Gem
Python166·Other
+285
★ 2K total
Momentum2.9K
Created: Oct 24
05▲13
designfuchen/word-atlas
designfuchen/word-atlas
📈 Rising⚡ Spike💎 Hidden Gem
TypeScript439·Frameworks
+250
★ 1.8K total
Momentum2.5K
Created: Oct 25
06
oosexgang/hackios-xnu-kernel
oosexgang/hackios-xnu-kernel
📈 Rising⚡ Spike💎 Hidden Gem
C304·Other
+240
★ 1.7K total
Momentum2.4K
Created: Oct 22+171 today
07
t3dotgg/tstack
t3dotgg/tstack
📈 Rising⚡ Spike💎 Hidden Gem
Python88·Other
+227
★ 1.6K total
Momentum2.3K
Created: Oct 24
08▼1
openai/php2shell-checker
openai/php2shell-checker
📈 Rising⚡ Spike💎 Hidden Gem
JavaScript137·Other
+203
★ 1.4K total
Momentum2.1K
Created: Oct 21+16 today
09▼1
colinhacks/reylo
colinhacks/reylo
📈 Rising⚡ Spike💎 Hidden Gem
Rust13·Other
+187
★ 1.3K total
Momentum1.9K
Created: Oct 21+52 today
10▲5
lyramakesmusic/neuron-explorer
lyramakesmusic/neuron-explorer
📈 Rising⚡ Spike💎 Hidden Gem
Python147·Other
+181
★ 1.3K total
Momentum1.9K
Created: Oct 21
View Full Rankings →

Weekly category pulse

This Week by Category

See which areas of open source are gaining momentum.

View all categories
📊

Other

+3.4K stars this week
  1. 1. JustAResearcher/gpu-unlock-ada+552
  2. 2. wesbos/3d-model-anything+297
  3. 3. rddmwmddr/android-ad-cleaner+285
View category
📦

Libraries

+294 stars this week
  1. 1. xevrion/hatchzip+294
View category
🏗️

Frameworks

+250 stars this week
  1. 1. designfuchen/word-atlas+250
View category

Signal Snapshot

Read left to right: catch the daily spike, check whether it carries through the week, confirm real package usage, then spot adoption gaps.
GitHub updated Oct 27, 2026 · Packages updated Oct 27, 2026

Tracked repos

69

Stars today

+9,174

Hot category

Other

Hot language

TypeScript

01 / Daily

Daily breakout

What moved in the last day

+911 today

stablyai/orca

Daily GitHub movement

The fastest current daily movement in GitStar's trend cache.

107.1K stars · TypeScriptOpen daily momentum →

02 / Weekly

Rising on GitHub

What carried through the week

+552 this week

JustAResearcher/gpu-unlock-ada

Weekly GitHub momentum

The strongest weekly acceleration in GitStar's trend cache.

3.9K stars · COpen trending →

03 / Adoption

Used in Production

What gets installed again and again

216.3M / week

TypeScript

npm / PyPI usage

A repeat-install dependency with durable production pull beyond GitHub visibility alone.

npm · 111.6K starsOpen package rankings →

04 / Gap

Quiet Giants

Where usage outpaces the headline rank

High usage, lower star rank

glob

Usage beyond stars

Usage is strong enough to matter even when the GitHub star story looks quieter than peers.

npm · 8.7K stars · 358.8M / weekSee the signal gap →

Explore all rankings

Compare open-source projects by stars, package downloads, model usage, and ecosystem traction — every leaderboard in one hub.

Explore rankings
THIS WEEK IN TRENDING

AI agent frameworks are dominating this week's momentum board, but the useful signal is not just short-lived attention. The strongest projects are turning visibility into production pull.
Use the weekly mover list above for the current spike, then validate each repository against package demand, maintainer activity, and whether it keeps showing up beyond a single refresh window.

Read Full Digest

Learn / Trust

Read the signal with enough context to avoid over-trusting one number.
Signal primer

What stars tell you

Stars help reveal long-term developer attention, but they are not the whole story.

See Top 100 anchors →

Why downloads matter

Package downloads add a second signal: real-world usage beyond visibility.

Open package rankings →

Read the methodology

See how GitStar tracks rankings, momentum, and package signals.

Read methodology →

Read next

Weekly context and reference pages

Use the digest for editorial context, the articles for interpretation, and the reference pages when you need product rules rather than opinions.

Weekly Digest

Editorial weekly read on what moved, what held, and where to click next.

↗

Deep-Dive Articles

Longer explainers for rankings, categories, and signal interpretation.

↗

Guide

Route-by-route orientation for the discovery surfaces and workflows.

↗

Methodology

Data sources, ranking rules, freshness windows, and editorial guardrails.

↗

What GitStar does

GitStar is an open-source discovery platform that tracks GitHub repository rankings, package ecosystem adoption signals, and developer momentum across daily, weekly, and monthly windows. Instead of mirroring raw API data, every surface adds editorial context: explanations of what the numbers mean, why certain repositories trend, and how to interpret star counts alongside download metrics from npm and PyPI.

The platform publishes a bilingual Weekly Digest every Monday, covering the most notable open-source movements of the past week. In-depth editorial articles explore topics like framework adoption patterns, AI/ML ecosystem shifts, and the difference between short-term hype and durable community adoption. All rankings are sourced from public APIs and refreshed on automated schedules.

Primary ranking caches refresh daily from public APIs, keeping the site practical to operate without paid always-on workers. GitStar is designed for developers, engineering leads, and technology researchers who need a faster way to discover, compare, and evaluate open-source projects. For a full explanation of our ranking methodology and editorial standards, visit the Methodology page. For step-by-step guidance on reading each surface, see the Developer Guide.