欢迎使用CARTO CLI：一个命令行界面，将人类专业知识、自动化流程与AI代理统一整合为一个地理空间操作系统模型。

Meet the CARTO CLI: a command-line interface that unifies human expertise, automated pipelines & AI agents into one geospatial operating model.

了解CARTO CLI：一个将人类专业知识、自动化流程与AI代理统一于一体的地理空间操作模型的命令行接口。我们与软件交互的方式正在发生变化。随着AI代理能够自主推理复杂任务并协调工具，一个关键问题浮现：如何以安全、结构化且可扩展的方式，让它们访问我们的平台和数据？数十年来，GIS平台始终面向人类设计——以点选式界面为主，优化了视觉交互体验。但代理不会点击，不会拖拽图层至地图，也不会在下拉菜单中导航。它们发出命令，解析结构化输出，并以程序化方式串联操作。正因如此，CARTO推出了CARTO CLI——专为面向企业地理空间工作流的代理未来而设计的命令行接口。 需要将地图从开发环境发布到生产环境吗？过去需要花费15分钟手动点击、复制配置，还担心遗漏步骤。需要在不同环境间迁移工作流吗？你得准备好验证数据源的可访问性，更新全限定表名，并对每个资产重复这一过程。这不仅效率低下，更成为企业规模化空间运营的障碍。当部署流程依赖人工时，无法融入自动化流水线；当容易出错时，会拖慢迭代速度；当需要熟悉UI的专门知识时，又会在少数“知道点击路径”的人身上形成瓶颈。CARTO CLI彻底改变了这一局面。曾经需要手动复制的操作，如今只需一条命令即可完成，支持脚本化、调度化，并无缝集成至现有DevOps流程中。 企业级GIS的未来令人振奋。我们也在思考CARTO CLI的下一步演进方向，旨在使AI代理能够自主创建地图与工作流，我们迫不及待期待您开启这段旅程！企业团队通常管理多个环境——开发环境用于实验，预发布环境用于验证，生产环境面向最终用户。CARTO CLI的配置文件系统可实现跨环境无缝迁移资产。每个配置文件独立存储凭证，使您能通过任意命令轻松切换上下文或指定目标环境。现在，将地图从开发环境发布到生产环境，仅需一条指令： CARTO CLI并非仅为在终端中输入命令的人类操作员而设计。每一个设计决策都着眼于一个未来：AI代理将成为企业平台的一等用户。什么使得CLI具备“代理就绪”特性？CARTO CLI内嵌了多项关键特征： 这些并非事后添加的功能，而是源于一种核心信念：命令行是连接人类操作员、自动化脚本与AI代理的通用接口。它正是机器已掌握的语言。CLI最强大的能力之一，是能够以程序化方式查询组织的活动数据。`carto activity query` 命令允许您使用SQL（基于DuckDB）对平台的使用数据执行查询。传统上，回答此类问题需导出数据、加载至分析工具，并手动编写查询。借助CARTO CLI，配备适当技能的AI代理可实现对话式问答。这种模式——代理通过协调CLI命令来回答业务问题——标志着组织与平台交互方式的根本转变。GIS管理员的专业知识被编码为技能与提示，再通过对话式界面在整个组织中放大。 我们对代理式GIS的愿景远不止于代理查询数据或发布资产。我们正迈向一个未来：AI代理能够自主创建分析工作流。一个具备工作流创建能力的代理，将如同Claude Code这类代码生成代理对待软件开发一样，采取迭代方式推进：先起草初始工作流结构，验证组件连接，测试中间输出，根据结果调整参数，持续循环，直至分析产出有意义的结果。这形成了一个强大的闭环。在CARTO中构建的工作流可发布为MCP工具，供其他代理调用。于是我们迎来一个未来：代理创建工具，赋予其他代理地理空间能力——以前所未有的规模实现空间分析的民主化。 CARTO CLI正是实现这一未来的基石。通过为平台每一项功能提供程序化接口，它成为构建代理式工作流的基础底座。CARTO CLI不仅是生产力工具，更是连接人类专业知识、自动化流水线与AI代理的统一地理空间操作模型的接口层。今天，它实现了单条命令管理多环境、更清晰地洞察组织级使用指标、以及可脚本化的操作。明天，它将驱动代理通过自然语言创建分析工作流，发布新能力，赋予其他代理空间超能力。这个未来始于一条命令。安装CARTO CLI，探索可能性，加入我们，共同塑造代理式GIS的新纪元。尚未使用CARTO？立即开启14天免费试用，亲身体验这些全新功能！解锁真正的地理空间主权。本指南解释为何现代技术栈不足以应对挑战，以及如何为您的数据构建法律与治理框架。探索代理式GIS：由AI驱动的空间分析，自动执行工作流，放大GIS专业能力，交付可行动的地理空间洞察。

Meet the CARTO CLI: a command-line interface that unifies human expertise, automated pipelines & AI agents into one geospatial operating model. The way we interact with software is changing. As AI agents become capable of reasoning through complex tasks and orchestrating tools autonomously, a question emerges: how do we give them access to our platforms and data in a way that's secure, structured, and scalable? For decades, GIS platforms have been built for humans — point-and-click interfaces optimized for visual interaction. But agents don't click. They don't drag layers onto maps or navigate dropdown menus. They issue commands, parse structured outputs, and chain operations together programmatically. That's why CARTO has released the CARTO CLI — a command-line interface designed for the agentic future of enterprise geospatial workflows. Need to promote a map from development to production? That's 15 minutes of clicking, manually replicating configurations, and hoping you didn't miss a step. Need to move a workflow between environments? Get ready to verify data source accessibility, update fully-qualified table names, and repeat the process for every asset. This isn't just inefficient — it's a blocker for enterprises trying to scale their spatial operations. When your deployment process is manual, it doesn't fit into automated pipelines. When it's error-prone, it slows down iteration. And when it requires specialized knowledge of the UI, it creates bottlenecks around the few people who know the clicks. The CARTO CLI changes this equation entirely. What once required manual replication now becomes a single command that can be scripted, scheduled, and integrated into existing DevOps workflows. The future of enterprise GIS is exciting. We’ve also reflected on the next steps for the CARTO CLI that will enable AI Agents to create maps and workflows, and we can’t wait for you to get started! Enterprise teams typically manage multiple environments — development for experimentation, staging for validation, and production for end users. The CARTO CLI's profile system makes moving assets between these environments seamlessly. Each profile stores its credentials separately, allowing you to switch contexts or target specific environments with any command. Now, promoting a map from development to production is as simple as: The CARTO CLI wasn't just built for human operators typing commands in a terminal. Every design decision considered a future where AI agents are first-class users of enterprise platforms. What makes a CLI "agent-ready"? Several characteristics that the CARTO CLI embeds throughout: These aren't features added as an afterthought. They reflect a core belief: the command line is the universal interface that bridges human operators, automation scripts, and AI agents. It's the language machines already speak. One of the most powerful capabilities unlocked by the CLI is the ability to query your organization's activity data programmatically. The carto activity query command lets you run SQL queries (powered by DuckDB) against your platform's usage data. Traditionally, answering these questions required exporting data, loading it into an analysis tool, and writing queries manually. With the CARTO CLI, an AI agent equipped with the right skill can answer these questions conversationally. This pattern — agents orchestrating CLI commands to answer business questions — represents a fundamental shift in how organizations interact with their platforms. The GIS administrator's expertise gets encoded into skills and prompts, then amplified across the entire organization through conversational interfaces. Our vision for Agentic GIS extends beyond agents querying data or promoting assets. We're working toward a future where AI agents can create analytical workflows themselves. An agent equipped with workflow creation capabilities would approach this the same way a coding agent like Claude Code approaches software development: iteratively. It would draft an initial workflow structure, validate the component connections, test intermediate outputs, refine parameters based on results, and continue the loop until the analysis produces meaningful results. This closes a powerful circle. Workflows built in CARTO can be published as MCP tools, making them callable by other agents. So we arrive at a future where agents create tools that equip other agents with geospatial capabilities — democratizing spatial analysis at a scale that was never before possible. The CARTO CLI is the foundation that makes this future achievable. By providing a programmatic interface to every platform capability, it becomes the substrate on which agentic workflows are built. The CARTO CLI is more than a productivity tool — it's the interface layer that connects human expertise, automated pipelines, and AI agents into a unified geospatial operating model. Today, it enables managing multiple environments in one command, easier visibility into organization-wide usage metrics, and scriptable operations. Tomorrow, it will power agents that create analytical workflows from natural language, publishing new capabilities that equip other agents with spatial superpowers. That future starts with a single command. Install the CARTO CLI, explore what's possible, and join us in shaping the era of Agentic GIS. Not a CARTO user yet? Start a 14-day free trial and experience these new features yourself! Unlock true geospatial sovereignty. This guide explains why a modern tech stack is not enough and how to build a legal and governance framework for your data. Discover Agentic GIS: AI-powered spatial analysis that automates workflows, amplifies GIS expertise, and delivers actionable geospatial insights.