LiteParse能大幅提升Agent处理附件的准确性和速度，已适配Eve和Claude SDK，一键安装开箱即用。
用户提交带附件的Agent查询数量呈指数增长。LiteParse专为Agent循环优化文件解析，在成本、精度、速度和语义上优于默认的pypdf或pdftotext。它已集成到Vercel的Eve框架和Claude SDK中，可作为一键技能安装。该工具返回结构化的Markdown，减少幻觉和检索错误。
There is a massive demand for processing files *in the agent loop*. The number of users submitting a...
There is a massive demand for processing files *in the agent loop*. The number of users submitting agent queries with file attachments is exponentially increasing over time. Our mission is to make LiteParse the best parser in terms of cost, accuracy, speed, and semantics, for any agent loop you're using. This includes the recent Eve framework by @vercel to the Claude SDK to other frameworks. Right now, the default behavior of every agent loop is to use a simple library (e.g. pypdf, pdftotext) to do a light pass through the file, before attempting deeper vision based approaches. This leads to hallucinated context, and bad retrieval. This also takes a long time, because the agent has to reconstruct writing the imports/postprocessing code from scratch. LiteParse is awesome and you should check it out. Even if you don't plan to use it as a standalone library, it is installable as a one-click skill for any agent, and of course, we now support Eve! Template: github.com/run-llama/eve-… LiteParse: github.com/run-llama/lite… Your browser does not support the video tag. 🔗 View on Twitter LlamaIndex 🦙 @llama_index The team at @vercel recently released the Eve agent framework, so we built a template that integrates LiteParse with it🦙 The template provides a set of read-only filesystem tools that let Eve resolve paths, list directories, and read text-based files. We then pair those with LiteParse, which parses files from their source and returns clean, structured Markdown⚙️ Finally, we equipped the agent with detailed instructions on when and how to combine these tools effectively, giving it a reliable workflow for navigating and understanding document collections out of the box📁 The result is a solid starting point that you can extend with your own channels, tools, and skills🔧 Check it ou github.com/run-llama/eve-… 3E0 Your browser does not support the video tag. 🔗 View on Twitter 🔗 View Quoted Tweet 💬 5 🔄 8 ❤️ 73 👀 11991 📊 25 ⚡