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Make is a visual automation platform where you connect apps as modules on a canvas and pass data between them. A scenario can branch, filter, iterate over lists and call an HTTP endpoint, so one tool covers simple app-to-app syncs and longer multi-step processes. It connects to more than 3,000 apps, includes an MCP server, and offers AI agents plus a natural-language builder that turns a description into a working scenario. Pricing runs on credits, where each module action consumes one, and plans differ in execution frequency, log retention and priority execution.
n8n is a workflow automation tool you can run in the cloud or host yourself. Workflows are built on a visual canvas with more than 1,000 nodes, and each run counts as one execution no matter how many steps it contains. The AI agent node, MCP server trigger and chat hosting place language models inside ordinary business automations, connected to databases, CRMs and internal APIs. Code steps support JavaScript and Python when the visual builder runs out of room. The Community Edition is free to self-host, and cloud plans are priced by monthly executions.
CrewAI provides both an open-source Python framework and a hosted studio for building multi-agent systems. In the studio you describe a process in plain language or sketch it on a canvas, and the builder assembles agents with roles, tools and an order of steps. Workflows export as a Python project, an MCP server or a UI component, and connect to GitHub for version control. The runtime records every model and tool call for tracing, and adds approval gates, PII redaction and role-based access for teams that need oversight before agents reach production systems.
Lindy is a hosted AI assistant that works inside Slack, email and calendar instead of a separate chat window. You describe a task in plain language, connect the accounts it needs, and it carries the work out across roughly 1,500 integrations. Recurring jobs such as a morning brief, a Monday report or post-meeting notes run on a schedule. It records and indexes meetings so teammates can search what was said, drafts replies in your writing style, and keeps a memory folder you can read and edit. Actions with outside effects wait for your approval.