muellerberndt/cadence
A brain that learns from live experience. System 1 by default: perception, memory, plasticity and action. Optional System 2 for self-observation and slow corrections.
⚡ Executive Summary & Quick Facts
Authoritative Sourcecadence is cadence is an open-source project written in Python: Deep recursive settlement networks (DRSNs) built from cortical columns that continuously update their world model from experience..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), muellerberndt/cadence has accumulated 461 GitHub stars and 60 forks. It is written in Python, licensed under GPL-3.0, and ranks #12,872 globally. It is actively maintained with the latest commit recorded on Oct 31, 2026.”
| Repository | muellerberndt/cadence ↗ |
|---|---|
| Primary Category | brain inspired |
| Language & Stack | Python |
| Software License | GPL-3.0 |
| Community Traction | ★ 461 stars · ⑂ 60 forks · #12,872 globally |
| Maintenance | ● Active (Last commit: Oct 31, 2026) · 56 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, cadence is actively maintained. Continuous telemetry recorded the last code commit on Oct 31, 2026 (13 days ago). Supported by 461 stars and 60 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
Add Live Star History & Verified Badges to README.md
Keep your repository README looking professional and dynamic. As our continuous crawler records new stars, these official SVG badges update in real time with zero maintenance.
Renders your high-resolution star trajectory chart right inside your GitHub README or project docs.
[](https://githubrepo.cloud/repo/muellerberndt/cadence?utm_source=readme_chart)Compact badges for your README header. Real-time stars, velocity, health audit, and rank.
[](https://githubrepo.cloud/repo/muellerberndt/cadence?utm_source=readme_badge) [](https://githubrepo.cloud/repo/muellerberndt/cadence?utm_source=readme_badge) [](https://githubrepo.cloud/repo/muellerberndt/cadence?utm_source=readme_badge) [](https://githubrepo.cloud/repo/muellerberndt/cadence?utm_source=readme_badge) [](https://githubrepo.cloud/repo/muellerberndt/cadence?utm_source=readme_badge)Momentum
+127
STARS · LAST 30 DAYS
4
PER DAY
#1,746
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +127 | +360 |
| Per day | 1 | 4 | 4 |
| Forks gained | +0 | +20 | +10 |
cadence gained 127 stars in the last 30 days, about 4 a day, and now has 461. It is about 1 year old and has averaged roughly 461 stars a year. It ranks #1,746 among Python repositories and #12,872 across all languages on GitHubRepo.
Trending Record
40
DAYS ON TRENDING
#650
BEST RANK
Sep 28, 2026
FIRST APPEARANCE
Active
STATUS TODAY
cadence has maintained a continuous presence across global trending indexes, peaking at #650. Below is the 30-day activity profile:
💡 Overview
cadence is an open-source project written in Python: Deep recursive settlement networks (DRSNs) built from cortical columns that continuously update their world model from experience.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agi, asi, celebral-cortex. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ 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.
📥 Installation
$ pip install cadence⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
cadence 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.
🎯 Production Use Cases
Production System Integration
Embed cadence 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 MIT license.
🚀 Getting Started
Install cadence using your package manager: `pip install cadence`
Initialize your project workspace or configuration file for cadence.
Import cadence into your codebase or invoke it directly from your terminal.
Execute your test suite or run `cadence --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
muellerberndt/cadence is currently ranked #12,872 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #12,859 | RBN-Apps/Quick-Tile-Settings | Kotlin | ★ 462 | Compare ↗ |
| #12,859 | web-infra-dev/rslint | Go | ★ 462 | Compare ↗ |
| #12,859 | LiteLDev/LeviLauncher | Go | ★ 462 | Compare ↗ |
| #12,859 | LTplus-AG/ifc-lite | TypeScript | ★ 462 | Compare ↗ |
| #12,859 | TuguiDragos/Peel | Swift | ★ 462 | Compare ↗ |
| #12,872 | muellerberndt/cadence This Project | Python | ★ 461 | |
| #12,872 | svenfuchs/routing-filter | Ruby | ★ 461 | Compare ↗ |
| #12,872 | gregmuellegger/django-autofixture | Python | ★ 461 | Compare ↗ |
| #12,872 | pressbooks/pressbooks | PHP | ★ 461 | Compare ↗ |
| #12,872 | tldr-pages/tldr-node-client | JavaScript | ★ 461 | Compare ↗ |
| #12,872 | Fody/ConfigureAwait | C# | ★ 461 | Compare ↗ |
Frequently Asked Questions
What does cadence do? +
A brain that learns from live experience. System 1 by default: perception, memory, plasticity and action. Optional System 2 for self-observation and slow corrections.
Is cadence actively maintained in 2026? +
Yes, cadence is actively maintained. The latest code push was recorded on Oct 31, 2026 (13 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 461 stars and 56 open issues.
What language is cadence written in? +
The primary language is Python. Topics include: brain-inspired, embodied-ai, equilibrium-networks, local-learning, machine-learning.
How many stars does cadence have? +
cadence has 461 stars and 60 forks on GitHub.
How does cadence rank among GitHub repositories? +
With 461 stars, muellerberndt/cadence is ranked #12,872 globally across all repositories tracked on GitHubRepo and #1,746 among Python projects.
What license is cadence distributed under? +
The repository reports a GPL-3.0 license. Always verify the repository LICENSE file for legal terms.
