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metalbear-co/mirrord

Run any process, on your machine or in an AI agent's environment, as if it were a pod in your Kubernetes cluster: real env vars, DNS, network, traffic.

Rust ◇ agent-skills MIT
★5.4KSTARS
⑂225FORKS
!24ISSUES
🏆#2,793GLOBAL RANK
🔥44DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

mirrord is mirrord is an open-source project written in Rust: Run any process, on your machine or in an AI agent's environment, as if it were a pod in your Kubernetes cluster: real env vars, DNS, network, traffic..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), metalbear-co/mirrord has accumulated 5,396 GitHub stars and 225 forks. It is written in Rust, licensed under MIT, and ranks #2,793 globally. It is actively maintained with the latest commit recorded on Oct 31, 2026.”
Repository metalbear-co/mirrord ↗
Primary Category agent skills
Language & Stack Rust
Software License MIT
Community Traction ★ 5.4K stars · ⑂ 225 forks · #2,793 globally
Maintenance ● Active (Last commit: Oct 31, 2026) · 24 open issues
Target Audience Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads.

🛡️ Repository Maintenance & Health Audit (2026)

Health Score: 97/100 · Grade A+
✅
Is mirrord actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, mirrord is actively maintained. Continuous telemetry recorded the last code commit on Oct 31, 2026 (13 days ago). Supported by 5,396 stars and 225 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Oct 31, 2026
13 days since last push
Issue Backlog
24 Open Issues
Healthy Issue Cadence
Community Backing
225 Forks
5.4K Stars Recorded
Software License
MIT
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for metalbear-co/mirrord
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Momentum

+31

STARS · LAST 30 DAYS

1

PER DAY

#280

MOST-STARRED Rust

Window7 days30 days90 days
Stars gained+0+31+90
Per day111
Forks gained+0+5+11

mirrord gained 31 stars in the last 30 days, about 1 a day, and now has 5.4K. It is about 5 years old and has averaged roughly 1.1K stars a year. It ranks #280 among Rust repositories and #2,793 across all languages on GitHubRepo.

Trending Record

mirrord has maintained a continuous presence across global trending indexes, peaking at #716. Below is the 30-day activity profile:

💡 Overview

mirrord is an open-source project written in Rust: Run any process, on your machine or in an AI agent's environment, as if it were a pod in your Kubernetes cluster: real env vars, DNS, network, traffic.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-skills, ai-agents, ai-coding. 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 mirrord

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Rust toolchain (rustc / cargo >= 1.70)

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

mirrord 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 mirrord.

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 mirrord using your package manager: `cargo install mirrord`

2

Initialize your project workspace or configuration file for mirrord.

3

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

4

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

👍 Strengths

Active community backing with 5,335 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

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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

metalbear-co/mirrord is currently ranked #2,793 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#2,788 googleapis/google-cloud-python Python ★ 5.4K Compare ↗
#2,789 JuliaPluto/Pluto.jl JavaScript ★ 5.4K Compare ↗
#2,789 lingodotdev/lingo.dev TypeScript ★ 5.4K Compare ↗
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#2,792 astropy/astropy Python ★ 5.4K Compare ↗
#2,793 metalbear-co/mirrord This Project Rust ★ 5.4K
#2,794 The-Powder-Toy/The-Powder-Toy C++ ★ 5.4K Compare ↗
#2,795 clientIO/joint JavaScript ★ 5.4K Compare ↗
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Frequently Asked Questions

What does mirrord do? +

Run any process, on your machine or in an AI agent's environment, as if it were a pod in your Kubernetes cluster: real env vars, DNS, network, traffic.

Is mirrord actively maintained in 2026? +

Yes, mirrord is actively maintained. The latest code push was recorded on Oct 31, 2026 (13 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 5,396 stars and 24 open issues.

What language is mirrord written in? +

The primary language is Rust. Topics include: agent-skills, ai-agents, ai-coding, api, backend.

How many stars does mirrord have? +

mirrord has 5,396 stars and 225 forks on GitHub.

How does mirrord rank among GitHub repositories? +

With 5,396 stars, metalbear-co/mirrord is ranked #2,793 globally across all repositories tracked on GitHubRepo and #280 among Rust projects.

What license is mirrord distributed under? +

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

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