Agents & automation · by Gumloop
Gumloop
No-code builder for AI-powered workflows like scraping, enrichment, and document processing.
+ Built around AI nodes rather than bolting AI onto a classic automation tool.
− Credit consumption is opaque and paid tiers are expensive for individuals.
Open Gumloop ↗ best for: ops teams automating AI-heavy data workflows
Evidence
rank #177 of 257Gumloop alternatives
All 8 alternatives →+ Visual scenario canvas handles complex branching and iteration better than Zapier.
− Operations-based billing and error handling confuse newcomers.
+ Templates for sales and support agents work with Gmail, Slack, and HubSpot out of the box.
− Credit-based pricing is hard to forecast for always-on agents.
+ Python-native components can be edited inline, so flows are not limited to built-in nodes.
− Several critical security vulnerabilities in 2025 made exposed instances risky.
+ Self-hostable with code nodes and LangChain-based AI nodes at a fraction of Zapier's cost.
− Sustainable Use licence is not OSI open source and the learning curve is steeper than Zapier.
+ MIT-licensed core with pieces written in TypeScript that are easy to extend.
− Far fewer integrations than Zapier or n8n.