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Asymptote-Labs
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Asymptote-Labs/agent-beacon

The cross-harness self-improving memory layer for AI agents.

★1.6KSTARS
⑂138FORKS
!3ISSUES
🏆#2,108GLOBAL RANK
🔥2DAYS TRENDING
🚀
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Star History

Continuous Observations
Interactive star growth chart for Asymptote-Labs/agent-beacon
CSV

Momentum

+40

STARS · LAST 30 DAYS

1

PER DAY

#252

MOST-STARRED Go

Window7 days30 days90 days
Stars gained+7+40+90
Per day111
Forks gained+1+3+10

agent-beacon gained 40 stars in the last 30 days, about 1 a day, and now has 1.6K. It is about 1 year old and has averaged roughly 1.6K stars a year. It ranks #252 among Go repositories and #2,108 across all languages on GitHubRepo.

Trending Record

agent-beacon has maintained a continuous presence across global trending indexes, peaking at #2150. Below is the 30-day activity profile:

💡 Overview

agent-beacon is an open-source project written in Go: The cross-harness self-improving memory layer for AI agents.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-ai-cli, agent-harnesses, agent-security. 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 Go 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
$ go install github.com/Asymptote-Labs/agent-beacon@latest

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Go >= 1.21 runtime environment

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

agent-beacon coordinates its core functionality through a modular Go 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 agent-beacon.

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 agent-beacon using your package manager: `go install github.com/Asymptote-Labs/agent-beacon@latest`

2

Initialize your project workspace or configuration file for agent-beacon.

3

Import agent-beacon into your codebase or invoke it directly from your terminal.

4

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

👍 Strengths

Active community backing with 1,603 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Go 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 Go 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 Go, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

Asymptote-Labs/agent-beacon is currently ranked #2,108 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#2,103 alfio-event/alf.io Java ★ 1.6K Compare ↗
#2,103 mongodb/mongo-php-library PHP ★ 1.6K Compare ↗
#2,105 sporkmonger/addressable Ruby ★ 1.6K Compare ↗
#2,106 NethermindEth/nethermind C# ★ 1.6K Compare ↗
#2,107 vitorpamplona/amethyst Kotlin ★ 1.6K Compare ↗
#2,108 Asymptote-Labs/agent-beacon This Project Go ★ 1.6K
#2,108 uber/ADR Python ★ 1.6K Compare ↗
#2,110 johanohly/AirTrail TypeScript ★ 1.6K Compare ↗
#2,111 openchoreo/openchoreo Go ★ 1.6K Compare ↗
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Frequently Asked Questions

What does agent-beacon do? +

The cross-harness self-improving memory layer for AI agents.

What language is agent-beacon written in? +

The primary language is Go. Topics include: agent-ai-cli, agent-harnesses, agent-security, browser-extension, ci.

Is agent-beacon actively maintained? +

Yes, the last recorded push was on Sep 27, 2026 with 3 open issues being tracked.

How many stars does agent-beacon have? +

agent-beacon has 1,603 stars and 138 forks on GitHub.

How does agent-beacon rank among GitHub repositories? +

With 1,603 stars, Asymptote-Labs/agent-beacon is ranked #2,108 globally across all repositories tracked on GitHubRepo and #252 among Go projects.

What license is agent-beacon distributed under? +

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

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