# beava — Live Features for Agent Guardrails > beava turns live product events into guardrail-ready agent features; verified 130 stars, Rust core, and a 60-second quickstart for teams skipping Kafka. ## Install Copy the content below into your project: ## Quick Use ```bash pip install beava beava quickstart # optional: brew install beava-dev/beava/beava ``` ## Intro beava turns live product events into guardrail-ready agent features; verified 130 stars, Rust core, and a 60-second quickstart for teams skipping Kafka. **Best for:** Agent teams needing live risk, support, or recommendation signals without streaming infrastructure **Works with:** Python apps, Rust services, Docker, and event-driven product telemetry **Setup time:** 5-10 minutes ## Main - The README treats beava as a small live-decision layer rather than a full streaming platform, which is exactly why it is useful for agent guardrails. - Install paths converge on the same `beava quickstart`, so TokRepo readers get one stable entrypoint across pip, brew, and Docker. - Quantitative hooks are explicit: 130 stars, Rust implementation, and exposed ports 8080 and 8081 for local validation. ### FAQ - **Is it a Kafka replacement?**: No. The value is a compact live feature layer for immediate reads and writes. - **What should I test first?**: Run `beava quickstart` and confirm the service comes up before modeling more signals. - **Why TokRepo?**: It is a practical runtime building block with clear commands and current maintenance. ## Source & Thanks > Source: https://github.com/beava-dev/beava > License: Apache-2.0 > GitHub stars: 130 · forks: 8 --- ## Quick Use ```bash pip install beava beava quickstart # optional: brew install beava-dev/beava/beava ``` ## Intro beava 把实时产品事件转成可直接用于 agent guardrails 的在线特征;已核验 130 stars、Rust 核心与 60 秒 quickstart,适合不想自建 Kafka/Flink 的团队。 **Best for:** 需要实时风控、救援或推荐信号、但不想自建流式基础设施的 agent 团队 **Works with:** Python 应用、Rust 服务、Docker 与事件驱动的产品埋点 **Setup time:** 5-10 minutes ## Main - README 把 beava 定位成轻量实时决策层,而不是完整流平台,这正是它适合 agent guardrails 的原因。 - 多条安装路径最终都收敛到 `beava quickstart`,对 TokRepo 读者来说入口足够稳定清晰。 - 量化信号也足够明确:130 stars、Rust 实现,以及可直接验证的 8080/8081 端口。 ### FAQ - **它是 Kafka 替代品吗?**:不是。它的价值是小而快的实时特征层。 - **第一步验证什么?**:先跑 `beava quickstart`,确认服务能起来。 - **为什么值得收录?**:因为它是有明确命令和活跃维护信号的 agent 运行时积木。 ## Source & Thanks > Source: https://github.com/beava-dev/beava > License: Apache-2.0 > GitHub stars: 130 · forks: 8 --- Source: https://tokrepo.com/en/workflows/beava-live-features-for-agent-guardrails Author: Agent Toolkit