工具简介
LlamaIndex 收录在「开发者工具与 API」分类中,基础功能免费开放,覆盖网页端。已有 25 人给出评分。官网地址 llamaindex.ai。
如何使用
- 访问 llamaindex.ai 完成注册,先阅读快速开始文档
- 建立测试项目,按示例跑通第一个用例
- 根据实际需求调整参数与调用方式
- 确认稳定后接入生产流程,并做好错误处理与限流
查看官网原文(英文)
以下为收录时的原文,语言与页面不同,未做翻译。
A data framework for building LLM applications over external data.
官网介绍
LlamaParse is the world
官网要点
- Structured extraction of defined schemas
- Build and deploy end-to-end document agents
- Financial Analysts
官方常见问题
- What is LlamaIndex?
- LlamaIndex is an AI document-intelligence company founded in 2023 and based in San Francisco. It builds LlamaParse, an agentic OCR platform that converts complex documents — PDFs with messy tables, charts, images and handwriting — into clean, structured, LLM-ready data, and it maintains the open-source LlamaIndex framework for building context-aware AI agents.
- Is LlamaIndex the same thing as LlamaParse?
- They are related but not the same. LlamaIndex is the company and also the name of its open-source Python and TypeScript framework for building AI agents over your data. LlamaParse is the company's commercial agentic OCR product for parsing and extracting structured data from complex documents. You can use either on its own, or use LlamaParse as the parsing layer inside a LlamaIndex pipeline.
- Is LlamaIndex better than LangChain?
- They solve overlapping but different problems. LlamaIndex is built around ingesting, parsing, indexing and retrieving your data so an LLM can reason over it accurately, with document understanding as its centre of gravity. LangChain is built around orchestrating chains and agents across tools and models. Teams whose hardest problem is getting messy documents into a model reliably tend to choose Ll
- Is LlamaIndex free to use?
- The open-source LlamaIndex framework is free under the MIT licence and always will be. LlamaParse has a free tier that includes 10,000 credits per month, roughly 1,000 pages of basic parsing, with no credit card required. Paid plans start at $50 per month.
- How much does LlamaParse cost?
- LlamaParse has four plans. Free is $0 per month and includes 10,000 credits. Starter is $50 per month for 40,000 credits. Pro is $500 per month for 400,000 credits with priority support. Enterprise is custom-priced with volume discounts, 5x higher rate limits, SSO and flexible deployment. Credits are priced at 1,000 credits for $1.25, and basic parsing starts at 1 credit per page.
- How do I install the LlamaIndex framework?
- Install the Python package with pip install llama-index, or the TypeScript package with npm install llamaindex. The source lives at github.com/run-llama/llama_index and full documentation for both languages is at developers.llamaindex.ai.
编程与调试 · 常用提示词
下面这些都能直接复制,把里面的变量换成你自己的情况就能用。
- 慢查询拆解:从执行计划到索引,一步步收敛给出一条慢 SQL 和表结构,产出可验证的优化路径,而不是「加个索引试试」。
- Monorepo 规划:先决定「拆不拆」,再决定怎么拆给出现有仓库结构,判断是否值得上 monorepo,以及包边界怎么划。
- CI/CD 流水线:把「能跑」变成「跑得对」从 lint/test/build/deploy 四段设计流水线,含缓存、并行、失败即停的取舍。
