glotzerlab/signac
Manage large and heterogeneous data spaces on the file system.
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+10
STARS · LAST 30 DAYS
1
PER DAY
#1,419
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
signac gained 10 stars in the last 30 days, about 1 a day, and now has 147. It is about 8 years old and has averaged roughly 18 stars a year. It ranks #1,419 among Python repositories and #11,638 across all languages on GitHubRepo.
Trending Record
3
DAYS ON TRENDING
#10028
BEST RANK
Oct 5, 2026
FIRST APPEARANCE
Active
STATUS TODAY
signac has maintained a continuous presence across global trending indexes, peaking at #10028. Below is the 30-day activity profile:
💡 Overview
signac is an open-source project written in Python: Manage large and heterogeneous data spaces on the file system.
Engineered for speed, consistency, and developer ease, it solves common hurdles in data, data-management, database. 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 signac⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
signac 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
High-Throughput Storage
Persist and retrieve structured data records with minimal latency and high concurrency.
In-Memory Caching
Accelerate application response times by caching frequently queried database entities.
Analytical Queries
Run aggregate metrics and point lookups across large sets of records.
Distributed Replication
Synchronize state across multiple cluster nodes with strong consistency guarantees.
🚀 Getting Started
Install signac using your package manager: `pip install signac`
Initialize your project workspace or configuration file for signac.
Import signac into your codebase or invoke it directly from your terminal.
Execute your test suite or run `signac --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
glotzerlab/signac is currently ranked #11,638 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #11,605 | Mes-Open/OpenMes | PHP | ★ 148 | Compare ↗ |
| #11,605 | ericrisco/rsc-harness | JavaScript | ★ 148 | Compare ↗ |
| #11,605 | meta-models/meta-model-cookbook | Python | ★ 148 | Compare ↗ |
| #11,605 | iamyoki/qwen-image-2.1-skill | Python | ★ 148 | Compare ↗ |
| #11,605 | HuangZeLinCute/CourtMind | Python | ★ 148 | Compare ↗ |
| #11,638 | glotzerlab/signac This Project | Python | ★ 147 | |
| #11,638 | Commit-Plus/commit-plus | Swift | ★ 147 | Compare ↗ |
| #11,638 | open-nvr/open-nvr | Python | ★ 147 | Compare ↗ |
| #11,638 | acatovic/ai-game-studio | TypeScript | ★ 147 | Compare ↗ |
| #11,638 | supercorp-ai/supercov | Rust | ★ 147 | Compare ↗ |
| #11,638 | jdilla1277/agentcad | Python | ★ 147 | Compare ↗ |
Frequently Asked Questions
What does signac do? +
Manage large and heterogeneous data spaces on the file system.
What language is signac written in? +
The primary language is Python. Topics include: data, data-management, database, reproducibility.
Is signac actively maintained? +
Yes, the last recorded push was on Oct 5, 2026 with 10 open issues being tracked.
How many stars does signac have? +
signac has 147 stars and 37 forks on GitHub.
How does signac rank among GitHub repositories? +
With 147 stars, glotzerlab/signac is ranked #11,638 globally across all repositories tracked on GitHubRepo and #1,419 among Python projects.
What license is signac distributed under? +
The repository reports a BSD-3-Clause license. Always verify the repository LICENSE file for legal terms.
