Asymptote-Labs/agent-beacon
The cross-harness, self-improving memory layer for AI agents. Join our community: https://discord.com/invite/zdNChS2fBu
⚡ Executive Summary & Quick Facts
Authoritative Sourceagent-beacon is agent-beacon is an open-source project written in Go: The cross-harness self-improving memory layer for AI agents.. It provides a free, self-hosted open-source alternative to Cursor.
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), Asymptote-Labs/agent-beacon has accumulated 3,175 GitHub stars and 281 forks. It is written in Go, licensed under MIT, and ranks #4,137 globally. It is actively maintained with the latest commit recorded on Nov 3, 2026.”
| Repository | Asymptote-Labs/agent-beacon ↗ |
|---|---|
| Primary Category | agent ai cli |
| Language & Stack | Go |
| Software License | MIT |
| Community Traction | ★ 3.2K stars · ⑂ 281 forks · #4,137 globally |
| Maintenance | ● Active (Last commit: Nov 3, 2026) · 16 open issues |
| Replaces SaaS | Open Source Cursor Alternative ($20/month per user) → |
| Target Audience | Developers and engineering teams building with Go, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 · Grade A+Yes, agent-beacon is actively maintained. Continuous telemetry recorded the last code commit on Nov 3, 2026 (10 days ago). Supported by 3,175 stars and 281 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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+1.5K
STARS · LAST 30 DAYS
48
PER DAY
#541
MOST-STARRED Go
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +1.5K | +4.3K |
| Per day | 1 | 48 | 48 |
| Forks gained | +0 | +130 | +14 |
agent-beacon gained 1.5K stars in the last 30 days, about 48 a day, and now has 3.2K. It is about 1 year old and has averaged roughly 3.2K stars a year. It ranks #541 among Go repositories and #4,137 across all languages on GitHubRepo.
Trending Record
41
DAYS ON TRENDING
#96
BEST RANK
Sep 27, 2026
FIRST APPEARANCE
Active
STATUS TODAY
agent-beacon has maintained a continuous presence across global trending indexes, peaking at #96. 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
Optimized execution pipeline written in Go 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
$ 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
Install agent-beacon using your package manager: `go install github.com/Asymptote-Labs/agent-beacon@latest`
Initialize your project workspace or configuration file for agent-beacon.
Import agent-beacon into your codebase or invoke it directly from your terminal.
Execute your test suite or run `agent-beacon --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 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 #4,137 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #4,132 | YouROK/TorrServer | Go | ★ 3.2K | Compare ↗ |
| #4,132 | tianma-if/edgeever | TypeScript | ★ 3.2K | Compare ↗ |
| #4,134 | rust-itertools/itertools | Rust | ★ 3.2K | Compare ↗ |
| #4,134 | damontecres/Wholphin | Kotlin | ★ 3.2K | Compare ↗ |
| #4,136 | Armur-Ai/Pentest-Swarm-AI | Go | ★ 3.2K | Compare ↗ |
| #4,137 | Asymptote-Labs/agent-beacon This Project | Go | ★ 3.2K | |
| #4,138 | SuperTux/supertux | C++ | ★ 3.2K | Compare ↗ |
| #4,138 | gramps-project/gramps | Python | ★ 3.2K | Compare ↗ |
| #4,138 | github-aws-runners/terraform-aws-github-runner | TypeScript | ★ 3.2K | Compare ↗ |
| #4,141 | etianen/django-reversion | Python | ★ 3.2K | Compare ↗ |
| #4,142 | Ocramius/PackageVersions | PHP | ★ 3.2K | Compare ↗ |
Frequently Asked Questions
What does agent-beacon do? +
The cross-harness, self-improving memory layer for AI agents. Join our community: https://discord.com/invite/zdNChS2fBu
Is agent-beacon actively maintained in 2026? +
Yes, agent-beacon is actively maintained. The latest code push was recorded on Nov 3, 2026 (10 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 3,175 stars and 16 open issues.
What language is agent-beacon written in? +
The primary language is Go. Topics include: agent-ai-cli, agent-harnesses, agent-security, browser-extension, ci.
How many stars does agent-beacon have? +
agent-beacon has 3,175 stars and 281 forks on GitHub.
How does agent-beacon rank among GitHub repositories? +
With 3,175 stars, Asymptote-Labs/agent-beacon is ranked #4,137 globally across all repositories tracked on GitHubRepo and #541 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.
