What is Gumloop?
Gumloop is a no-code, visual canvas platform for building and deploying AI agent workflows, marketed as a "multiplayer AI agent builder." It connects to more than 50 third-party tools, including Slack, GitHub, Gmail, Linear, Stripe, Snowflake, and Salesforce, and works with multiple LLM providers such as Anthropic, OpenAI, Gemini, and DeepSeek. For web data tasks, it has dedicated nodes for website scraping, multi-page crawling, job posting scraping, AI-based structured extraction, a Firecrawl integration, and browser extension input/replay nodes that capture JS-rendered pages.
Our verdict
Gumloop fits teams that want to assemble agent workflows visually without writing code, especially given its integration breadth and multi-LLM support. Its scraping and crawling nodes are general-purpose building blocks inside a broader automation canvas, not a specialized scraping engine, so teams needing heavy anti-bot handling or large-scale extraction may still want to pair it with a dedicated scraping tool.
Categories:
Agentic automation tools give an LLM control of a browser to navigate, click, and fill forms toward a goal, rather than following a fixed script. They are newer and less predictable than selector-based scraping, but they handle sites and workflows that are hard to hardcode.
