A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.
⚡ Executive Summary & Quick Facts
Authoritative SourceSAG is SAG is an open-source project written in Python: A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), Zleap-AI/SAG has accumulated 2,646 GitHub stars and 185 forks. It is written in Python, licensed under MIT, and ranks #4,672 globally. It is actively maintained with the latest commit recorded on Nov 1, 2026.”
| Repository | Zleap-AI/SAG ↗ |
|---|---|
| Primary Category | agent |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 2.6K stars · ⑂ 185 forks · #4,672 globally |
| Maintenance | ● Active (Last commit: Nov 1, 2026) · 3 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: 97/100 · Grade A+Yes, SAG is actively maintained. Continuous telemetry recorded the last code commit on Nov 1, 2026 (11 days ago). Supported by 2,646 stars and 185 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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+66
STARS · LAST 30 DAYS
2
PER DAY
#695
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +66 | +180 |
| Per day | 1 | 2 | 2 |
| Forks gained | +0 | +4 | +10 |
SAG gained 66 stars in the last 30 days, about 2 a day, and now has 2.6K. It is about 1 year old and has averaged roughly 2.6K stars a year. It ranks #695 among Python repositories and #4,672 across all languages on GitHubRepo.
Trending Record
9
DAYS ON TRENDING
#8505
BEST RANK
Nov 1, 2026
FIRST APPEARANCE
Active
STATUS TODAY
SAG has maintained a continuous presence across global trending indexes, peaking at #8505. Below is the 30-day activity profile:
💡 Overview
SAG is an open-source project written in Python: A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agent, ai, data-engineering. 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 SAG⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
SAG 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 SAG.
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 SAG using your package manager: `pip install SAG`
Initialize your project workspace or configuration file for SAG.
Import SAG into your codebase or invoke it directly from your terminal.
Execute your test suite or run `SAG --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
Zleap-AI/SAG is currently ranked #4,672 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #4,666 | absmach/magistrala | Go | ★ 2.7K | Compare ↗ |
| #4,666 | nolar/kopf | Python | ★ 2.7K | Compare ↗ |
| #4,669 | dmtrKovalenko/fframes | Rust | ★ 2.7K | Compare ↗ |
| #4,670 | apache/casbin-jcasbin | Java | ★ 2.6K | Compare ↗ |
| #4,671 | facebookincubator/muse-gadget-sdk | C | ★ 2.6K | Compare ↗ |
| #4,672 | Zleap-AI/SAG This Project | Python | ★ 2.6K | |
| #4,672 | shundhammer/qdirstat | C++ | ★ 2.6K | Compare ↗ |
| #4,672 | aws-cloudformation/cfn-lint | Python | ★ 2.6K | Compare ↗ |
| #4,675 | insin/control-panel-for-twitter | JavaScript | ★ 2.6K | Compare ↗ |
| #4,676 | stripe/stripe-go | Go | ★ 2.6K | Compare ↗ |
| #4,677 | rentzsch/jrswizzle | Objective-C | ★ 2.6K | Compare ↗ |
Frequently Asked Questions
What does SAG do? +
A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.
Is SAG actively maintained in 2026? +
Yes, SAG is actively maintained. The latest code push was recorded on Nov 1, 2026 (11 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 2,646 stars and 3 open issues.
What language is SAG written in? +
The primary language is Python. Topics include: agent, ai, data-engineering, graphrag, knowledge-base.
How many stars does SAG have? +
SAG has 2,646 stars and 185 forks on GitHub.
How does SAG rank among GitHub repositories? +
With 2,646 stars, Zleap-AI/SAG is ranked #4,672 globally across all repositories tracked on GitHubRepo and #695 among Python projects.
What license is SAG distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
