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compdemocracy
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compdemocracy/polis

:milky_way: Open Source AI for large scale open ended feedback

Python ◇ civic-tech AGPL-3.0
★1.2KSTARS
⑂265FORKS
!415ISSUES
🏆#6,756GLOBAL RANK
🔥20DAYS TRENDING
🚀
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⚡ Executive Summary & Quick Facts

Authoritative Source

polis is polis is an open-source project written in Python: :milky_way: Open Source AI for large scale open ended feedback..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), compdemocracy/polis has accumulated 1,221 GitHub stars and 265 forks. It is written in Python, licensed under AGPL-3.0, and ranks #6,756 globally. It is actively maintained with the latest commit recorded on Oct 25, 2026.”
Repository compdemocracy/polis ↗
Primary Category civic tech
Language & Stack Python
Software License AGPL-3.0
Community Traction ★ 1.2K stars · ⑂ 265 forks · #6,756 globally
Maintenance ● Active (Last commit: Oct 25, 2026) · 415 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: 92/100 · Grade A
✅
Is polis actively maintained in 2026?
Verdict: Actively Maintained

Yes, polis is actively maintained. Continuous telemetry recorded the last code commit on Oct 25, 2026 (7 days ago). Supported by 1,221 stars and 265 community forks, this repository holds a calculated health index of 92/100, reflecting very active (commits within last 14 days) and active community feedback (415 open).

Commit Recency
Oct 25, 2026
7 days since last push
Issue Backlog
415 Open Issues
Active Community Feedback (415 open)
Community Backing
265 Forks
1.2K Stars Recorded
Software License
AGPL-3.0
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for compdemocracy/polis
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Momentum

+31

STARS · LAST 30 DAYS

1

PER DAY

#959

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+0+31+90
Per day111
Forks gained+0+5+13

polis gained 31 stars in the last 30 days, about 1 a day, and now has 1.2K. It is about 10 years old and has averaged roughly 122 stars a year. It ranks #959 among Python repositories and #6,756 across all languages on GitHubRepo.

Trending Record

polis has maintained a continuous presence across global trending indexes, peaking at #6299. Below is the 30-day activity profile:

💡 Overview

polis is an open-source project written in Python: :milky_way: Open Source AI for large scale open ended feedback.

Engineered for speed, consistency, and developer ease, it solves common hurdles in civic-tech, data-science, deliberative-democracy. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install polis

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

polis 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 polis 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 AGPL-3.0 license.

🚀 Getting Started

1

Install polis using your package manager: `pip install polis`

2

Initialize your project workspace or configuration file for polis.

3

Import polis into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `polis --help` to verify successful setup.

👍 Strengths

Active community backing with 1,217 GitHub stars and verified adoption.
Permissive open-source distribution under the AGPL-3.0 license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 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

compdemocracy/polis is currently ranked #6,756 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#6,751 tcurdt/iProxy C ★ 1.2K Compare ↗
#6,751 dethrace-labs/dethrace C ★ 1.2K Compare ↗
#6,751 suzuki-shunsuke/pinact Go ★ 1.2K Compare ↗
#6,751 anthropics/anthropic-sdk-go Go ★ 1.2K Compare ↗
#6,755 antirez/smaz C ★ 1.2K Compare ↗
#6,756 compdemocracy/polis This Project Python ★ 1.2K
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Frequently Asked Questions

What does polis do? +

:milky_way: Open Source AI for large scale open ended feedback

Is polis actively maintained in 2026? +

Yes, polis is actively maintained. The latest code push was recorded on Oct 25, 2026 (7 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 1,221 stars and 415 open issues.

What language is polis written in? +

The primary language is Python. Topics include: civic-tech, data-science, deliberative-democracy, participatory-democracy.

How many stars does polis have? +

polis has 1,221 stars and 265 forks on GitHub.

How does polis rank among GitHub repositories? +

With 1,221 stars, compdemocracy/polis is ranked #6,756 globally across all repositories tracked on GitHubRepo and #959 among Python projects.

What license is polis distributed under? +

The repository reports a AGPL-3.0 license. Always verify the repository LICENSE file for legal terms.

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