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the-open-engine
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the-open-engine/zeroshot

Runs coding agents as a graph: one agent implements, independent agents review, failures go to repair, and nothing ships until the checks pass. Works with Codex, Claude Code and Copilot. Bring your own topology.

Rust ◇ agent-loops MIT
★1.9KSTARS
⑂183FORKS
!21ISSUES
🏆#4,077GLOBAL RANK
🔥9DAYS TRENDING
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Momentum

+48

STARS · LAST 30 DAYS

2

PER DAY

#412

MOST-STARRED Rust

Window7 days30 days90 days
Stars gained+8+48+180
Per day122
Forks gained+2+4+10

zeroshot gained 48 stars in the last 30 days, about 2 a day, and now has 1.9K. It is about 1 year old and has averaged roughly 1.9K stars a year. It ranks #412 among Rust repositories and #4,077 across all languages on GitHubRepo.

Trending Record

zeroshot has maintained a continuous presence across global trending indexes, peaking at #2051. Below is the 30-day activity profile:

💡 Overview

zeroshot is an open-source project written in Rust: Runs coding agents as a graph: one agent implements, independent agents review, failures go to repair, and nothing ships until the checks pass. Works with Codex, Claude Code and Copilot.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-loops, agent-orchestration, agentic-workflow. 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 Rust 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
$ cargo install zeroshot

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Rust toolchain (rustc / cargo >= 1.70)

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

zeroshot coordinates its core functionality through a modular Rust 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 zeroshot.

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

1

Install zeroshot using your package manager: `cargo install zeroshot`

2

Initialize your project workspace or configuration file for zeroshot.

3

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

4

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

👍 Strengths

Active community backing with 1,927 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Rust 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 Rust 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

💡
Open Source Alternative to GitHub Copilot Replaces proprietary subscriptions ($10–$19/user/month) with self-hosted freedom.
Explore all GitHub Copilot alternatives →
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👥 Who Should Use This

Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

the-open-engine/zeroshot is currently ranked #4,077 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#4,071 dchapyshev/aspia C++ ★ 1.9K Compare ↗
#4,073 lineofflight/frankfurter Ruby ★ 1.9K Compare ↗
#4,073 google/xls C++ ★ 1.9K Compare ↗
#4,073 microsoft/DiskANN Rust ★ 1.9K Compare ↗
#4,073 Zoo-Code-Org/Zoo-Code TypeScript ★ 1.9K Compare ↗
#4,077 the-open-engine/zeroshot This Project Rust ★ 1.9K
#4,077 primefaces/primefaces Java ★ 1.9K Compare ↗
#4,079 yob/pdf-reader Ruby ★ 1.9K Compare ↗
#4,079 GameFoundry/B3DFramework C++ ★ 1.9K Compare ↗
#4,079 egoist/mygo Go ★ 1.9K Compare ↗
#4,082 Shopify/shopify_app Ruby ★ 1.9K Compare ↗
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Frequently Asked Questions

What does zeroshot do? +

Runs coding agents as a graph: one agent implements, independent agents review, failures go to repair, and nothing ships until the checks pass. Works with Codex, Claude Code and Copilot. Bring your own topology.

What language is zeroshot written in? +

The primary language is Rust. Topics include: agent-loops, agent-orchestration, agentic-workflow, ai-agent, ai-agents.

Is zeroshot actively maintained? +

Yes, the last recorded push was on Oct 10, 2026 with 21 open issues being tracked.

How many stars does zeroshot have? +

zeroshot has 1,935 stars and 183 forks on GitHub.

How does zeroshot rank among GitHub repositories? +

With 1,935 stars, the-open-engine/zeroshot is ranked #4,077 globally across all repositories tracked on GitHubRepo and #412 among Rust projects.

What license is zeroshot distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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