Composable mathematics tools for agents
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+10
STARS · LAST 30 DAYS
1
PER DAY
#1,251
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +2 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
jacobian gained 10 stars in the last 30 days, about 1 a day, and now has 196. It is about 1 year old and has averaged roughly 196 stars a year. It ranks #1,251 among Python repositories and #10,107 across all languages on GitHubRepo.
Trending Record
7
DAYS ON TRENDING
#4115
BEST RANK
Sep 29, 2026
FIRST APPEARANCE
Active
STATUS TODAY
jacobian has maintained a continuous presence across global trending indexes, peaking at #4115. Below is the 30-day activity profile:
💡 Overview
jacobian is an open-source project written in Python: Composable mathematics tools for agents.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, automated-theorem-proving, computer-algebra. 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 jacobian⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
jacobian 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
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with jacobian.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install jacobian using your package manager: `pip install jacobian`
Initialize your project workspace or configuration file for jacobian.
Import jacobian into your codebase or invoke it directly from your terminal.
Execute your test suite or run `jacobian --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
morluto/jacobian is currently ranked #10,107 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #10,084 | lzell/nickel | Ruby | ★ 197 | Compare ↗ |
| #10,084 | dejan/espeak-ruby | Ruby | ★ 197 | Compare ↗ |
| #10,084 | msoulier/tftpy | Python | ★ 197 | Compare ↗ |
| #10,084 | ArtifexSoftware/mupdf-android-viewer | Java | ★ 197 | Compare ↗ |
| #10,084 | Dr-hydra/Better-Endfield | C# | ★ 197 | Compare ↗ |
| #10,107 | morluto/jacobian This Project | Python | ★ 196 | |
| #10,107 | veteranbv/inky-bird-frame | Python | ★ 196 | Compare ↗ |
| #10,107 | llimllib/pymag-trees | Python | ★ 196 | Compare ↗ |
| #10,107 | voxpupuli/puppet-python | Ruby | ★ 196 | Compare ↗ |
| #10,107 | 1dustindavis/gorilla | C# | ★ 196 | Compare ↗ |
| #10,107 | Koromix/rygel | C++ | ★ 196 | Compare ↗ |
Frequently Asked Questions
What does jacobian do? +
Composable mathematics tools for agents
What language is jacobian written in? +
The primary language is Python. Topics include: ai-agents, automated-theorem-proving, computer-algebra, cordis, dsh.
Is jacobian actively maintained? +
Yes, the last recorded push was on Oct 3, 2026 with 104 open issues being tracked.
How many stars does jacobian have? +
jacobian has 196 stars and 14 forks on GitHub.
How does jacobian rank among GitHub repositories? +
With 196 stars, morluto/jacobian is ranked #10,107 globally across all repositories tracked on GitHubRepo and #1,251 among Python projects.
What license is jacobian distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
