ShinkaEvolve: Towards Open-Ended and Sample-Efficient Program Evolution ๐งฌ
โก Executive Summary & Quick Facts
Authoritative SourceShinkaEvolve is ShinkaEvolve is an open-source project written in Python: ShinkaEvolve: Towards Open-Ended and Sample-Efficient Program Evolution ๐งฌ..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), SakanaAI/ShinkaEvolve has accumulated 1,506 GitHub stars and 296 forks. It is written in Python, licensed under Apache-2.0, and ranks #6,733 globally. It is actively maintained with the latest commit recorded on Nov 10, 2026.”
| Repository | SakanaAI/ShinkaEvolve โ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | โ 1.5K stars ยท โ 296 forks ยท #6,733 globally |
| Maintenance | โ Active (Last commit: Nov 10, 2026) ยท 4 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
๐ก๏ธ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 ยท Grade A+Yes, ShinkaEvolve is actively maintained. Continuous telemetry recorded the last code commit on Nov 10, 2026 (2 days ago). Supported by 1,506 stars and 296 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+38
STARS ยท LAST 30 DAYS
1
PER DAY
#977
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +38 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +6 | +15 |
ShinkaEvolve gained 38 stars in the last 30 days, about 1 a day, and now has 1.5K. It is about 1 year old and has averaged roughly 1.5K stars a year. It ranks #977 among Python repositories and #6,733 across all languages on GitHubRepo.
Trending Record
3
DAYS ON TRENDING
#11412
BEST RANK
Nov 10, 2026
FIRST APPEARANCE
Active
STATUS TODAY
ShinkaEvolve has maintained a continuous presence across global trending indexes, peaking at #11412. Below is the 30-day activity profile:
๐ก Overview
ShinkaEvolve is an open-source project written in Python: ShinkaEvolve: Towards Open-Ended and Sample-Efficient Program Evolution ๐งฌ.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
โก Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
๐ฅ Installation
$ pip install ShinkaEvolveโ System Requirements
Platforms
- โข macOS
- โข Linux
- โข Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
๐ง How It Works
ShinkaEvolve coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
๐ฏ Production Use Cases
Production System Integration
Embed ShinkaEvolve into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open Apache-2.0 license.
๐ Getting Started
Install ShinkaEvolve using your package manager: `pip install ShinkaEvolve`
Initialize your project workspace or configuration file for ShinkaEvolve.
Import ShinkaEvolve into your codebase or invoke it directly from your terminal.
Execute your test suite or run `ShinkaEvolve --help` to verify successful setup.
๐ Strengths
โ ๏ธ Considerations
โ Alternatives & Direct Competitors
๐ฅ Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
๐ Nearby in the Rankings
SakanaAI/ShinkaEvolve is currently ranked #6,733 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #6,725 | FreeOpcUa/opcua-asyncio | Python | โ 1.5K | Compare โ |
| #6,725 | chocoford/ExcalidrawZ | Swift | โ 1.5K | Compare โ |
| #6,725 | microsoft/ai-dev-gallery | C# | โ 1.5K | Compare โ |
| #6,725 | zackb/tether | C++ | โ 1.5K | Compare โ |
| #6,725 | stackedlol/ascii-sharks | TypeScript | โ 1.5K | Compare โ |
| #6,733 | SakanaAI/ShinkaEvolve This Project | Python | โ 1.5K | |
| #6,733 | AzureAD/microsoft-authentication-library-for-dotnet | C# | โ 1.5K | Compare โ |
| #6,733 | NotRequiem/VMAware | C++ | โ 1.5K | Compare โ |
| #6,733 | openonion/connectonion | Python | โ 1.5K | Compare โ |
| #6,737 | mysql-net/MySqlConnector | C# | โ 1.5K | Compare โ |
| #6,737 | jez500/pricebuddy | PHP | โ 1.5K | Compare โ |
Frequently Asked Questions
What does ShinkaEvolve do? +
ShinkaEvolve: Towards Open-Ended and Sample-Efficient Program Evolution ๐งฌ
Is ShinkaEvolve actively maintained in 2026? +
Yes, ShinkaEvolve is actively maintained. The latest code push was recorded on Nov 10, 2026 (2 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 1,506 stars and 4 open issues.
What language is ShinkaEvolve written in? +
The primary language is Python. Topics include: software.
How many stars does ShinkaEvolve have? +
ShinkaEvolve has 1,506 stars and 296 forks on GitHub.
How does ShinkaEvolve rank among GitHub repositories? +
With 1,506 stars, SakanaAI/ShinkaEvolve is ranked #6,733 globally across all repositories tracked on GitHubRepo and #977 among Python projects.
What license is ShinkaEvolve distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
