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Chroma AI开源AI应用数据库,内置嵌入和检索工具

4.5 (4)
Daniel Nikulshyn审阅者 Daniel Nikulshyn·更新 2026年7月

概览

Chroma 是一个专为 AI 应用打造的开源数据库,专注于存储、索引和查询向量嵌入及其元数据。它让开发者能快速为基于 LLM 的应用添加语义搜索、检索增强生成和记忆功能,无需拼装一堆单独组件。 该项目附带 Python 与 JavaScript 客户端,提供简易的集合与查询 API,并集成了如 LangChain 和 LlamaIndex 等流行框架。它可在进程内运行进行原型开发,也可作为服务器处理生产工作负载,并为不想自托管的团队提供托管云选项。 由于其开源且轻量,Chroma经常被那些想要构建检索管道和 AI 功能,并需要一个透明、可自定义基础的开发者所选用。

主要功能

  • 支持元数据过滤的向量存储
  • Python和JavaScript SDKs
  • 嵌入或客户端-服务器模式
  • 内置嵌入函数支持
  • LangChain和LlamaIndex集成
  • 可选的托管云主机

价格

模型
Freemium
评分
4.5 / 5 (4)

使用场景

LLM应用的检索增强生成

在Chroma中存储文档嵌入,并在推理时查询它们,以将LLM响应置于相关上下文中,减少聊天机器人和助手中的幻觉。

自定义内容的语义搜索

将产品目录、文档或知识库索引为带有元数据过滤器的向量,以提供基于意义的搜索结果,而不是关键词匹配。

AI代理的长期记忆

使用Chroma作为持久记忆存储,以便LLM代理可以回忆过去的对话、用户偏好和跨会话的先前操作。

AI特性的本地原型设计

在Python或JavaScript项目中运行嵌入式Chroma,以快速原型设计带有LangChain或LlamaIndex的RAG管道,然后部署到服务器或托管云。

优点 & 缺点

优点

  • 免费开源
  • 简单、开发者友好的API
  • 可在本地或服务器上运行
  • 与主要LLM框架集成

缺点

  • 较新的项目,仍在成熟中
  • 扩展到非常大的数据集需要调整
  • 比成熟的数据库具有较少的企业功能

对决战绩

在万神殿中参与了 1 对决。

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Last battle

评测

4.5

4 个评分的平均值。

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登录以留下评测。

LP

Linda Petersen

May 26, 2026

Years in this space

I've evaluated a lot of these over the years. What stands out here is embedded or client-server modes — handled better than most — and free and open source. Worth the time if this is your use case.

Carlos Mendoza

Carlos Mendoza

May 1, 2026

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on embedded or client-server modes, and simple, developer-friendly API caught me off guard. still, I'd recommend giving it a real trial.

GO

Grace Okafor

Apr 15, 2026

Solid for our team

We rolled this out across the team last quarter and simple, developer-friendly API. Built-in embedding function support fits neatly into how we already work, and langChain and LlamaIndex integrations removed a step we used to do by hand. Newer project, still maturing, which is the main caveat, but it has held up under daily use.

DF

Diego Fernández

Jun 6, 2025

Years in this space

I've evaluated a lot of these over the years. What stands out here is built-in embedding function support — handled better than most — and works locally or as a server. Newer project, still maturing is my one real gripe. Worth the time if this is your use case.

问答

Can I export my data if I decide to leave?

Chroma is an open-source product and egressing your data is easy.

Asked by Naomi Suzuki · Mar 6, 2026

What happens if I exceed my plan's usage limits?

There are 2 kinds of usage-limits. Customer set usage limits and Chroma set usage limits. Both result in a pausing of the service until the limit is changed.

Asked by Devin Walker · Feb 13, 2026

Can I change my plan in the middle of a billing cycle?

Your plan change will be pro-rated to the calendar month. This applies to downgrades and upgrades.

Asked by Nadia Petrova · Feb 8, 2026

What payment methods do you accept?

Currently Chroma accepts credit card for Starter and Team plans. Enterprise plans have configurable billing methods.

Asked by Celia Ramirez · Dec 25, 2025

Do unused credits rollover to the next month?

Yes, in most cases your credits do not expire. The $100 of included usage in the Team plan does not rollover.

Asked by Ximenez Alvarado · Dec 18, 2025

提问

系统保存质程师 的替代品