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AI代理代码搜索工具

hackernewsdeveloper-toolsMEDIUM2026年5月18日

痛点

AI编程代理在大型代码库中搜索代码时，使用grep会消耗大量token且效率低下，现有工具要么慢、要么需要API密钥、要么检索质量差。

目标用户

AI开发者、使用AI编程代理的开发者

紧迫度

8

频次

7

付费意愿

7

关键词

code searchAI agenttoken efficiencyopen-sourcedeveloper tool

商业化

Open-source and free, with monetization through enterprise-grade features or hosted services.

竞争格局

grep, ripgrep, Code Search, etc. are competitors, but Semble is specifically optimized for AI agents, reducing token consumption by 98%.

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原始信号

hackernews🔗 Show HN: Semble – Code search for agents that uses 98% fewer tokens than grep Hey HN! We (Stephan and Thomas) recently open-sourced Semble. We kept running into the same problem while using Claude Code on large codebases: when the agent can't find something directly, it falls back to grep, reading full files or launching subagents. This uses a lot of tokens, and often still misses the relevant code. There are existing tools for this, but they were either too slow to index on demand, needed API keys, or had poor retrieval quality.<p>Semble is our solution for this. It 👍 312 💬 107 🔗 https://github.com/MinishLab/semble