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Atlas Dashboard
What people build while vibe coding
Daily signalMost vibe-coded repos show activity across 5 days.
Last updated 2/1/2026, 1:08:14 AM
Repos analyzed
309
Demo/Experiment
29%
Share of repos labeled Demo/PoC.
Top stacks
Python69
TypeScript58
JavaScript31
HTML23
Shell13
Top project types
Web app91
CLI tool52
Library42
Other34
Top vibe-friendly ideas
These ideas pop up most frequently in AI-assisted repos. They tend to be shippable in a weekend or short sprint.
Agent / automation114
Dev tool98
Not sure / Other63
Content generator43
Internal tool / admin25
Latest insights
Top idea
Most common vibe-friendly idea: Agent / automation (114 repos).
Stack signal
Most frequent primary language: Python (69 repos).
Scope vibe
29% of repos frame themselves as demos or proofs of concept.
Why this matters
This atlas helps new builders pick realistic ideas, reframes abandoned repos as normal experiments, and highlights where AI assistance actually shines—making it easier for non-technical audiences to understand why these patterns are worth sharing.
Where vibe coding shines
The dataset reveals a diverse range of AI-assisted GitHub repositories, with a strong focus on automation and development tools. Python and TypeScript dominate the programming languages used, indicating a trend towards popular and versatile tech stacks.
Good for
- Creating automation and agent-based solutions.
- Providing tools for developers to enhance productivity.
- Supporting a wide audience, including public users and internal teams.
Not ideal for
- Limited representation of certain programming languages like Java and C++.
- Underwhelming presence of tutorials and educational content.
- Less focus on production-ready applications compared to demos or PoCs.
Most repos here skew toward Demo/PoC and MVP scopes, which aligns with short-cycle builds.
Emerging this week
Patterns picking up steam
Agent / automation
+98 vs last week · 103 repos
Dev tool
+91 vs last week · 92 repos
Not sure / Other
+61 vs last week · 61 repos
Content generator
+40 vs last week · 40 repos
Internal tool / admin
+24 vs last week · 24 repos
Chat with docs
+23 vs last week · 23 repos
Week in Vibe
Top ideas + standout repos
Top ideas
Agent / automation103
Dev tool92
Not sure / Other61
Content generator40
Biggest movers
Agent / automation+98
Dev tool+91
Not sure / Other+61
Content generator+40
Standout repos
glittercowboy/get-shit-done
A light-weight and powerful meta-prompting system for context engineering and spec-driven development.
firebase/genkit
Genkit is an open-source framework for building AI-powered applications in multiple programming languages.
luigifreda/pyslam
pySLAM is a hybrid Python/C++ Visual SLAM pipeline supporting monocular, stereo, and RGB-D cameras. It provides a broad set of modern local and global feature extractors, multiple loop-closure strategies, a volumetric reconstruction module, integrated depth-prediction models, and semantic segmentation capabilities for enhanced scene understanding.
Top repos
High-signal vibe builds
Quick one-liners extracted from README and metadata.
Le-Route intelligently routes document queries to optimize cost and correctness.
API / backendInternal tool / adminAgent / automation
BiotechProject is a strategic initiative aimed at improving health architecture through performance-driven methodologies.
Web appDev tool
An MCP server for Google Tag Manager that allows management through natural language.
API / backendDev toolAgent / automation
A mod for The Spell Brigade that allows dynamic control of game speed.
OtherDev tool
AI-assisted project with a README describing goals, stack, and scope.
CLI toolChat with docsDev tool
Build time signals
Commit-based pacing (sampled)
Median span
8 days
Median active days
5 days
Avg span
90 days
Avg active days
12 days