AI Agent Index
ByHeather MacAvelia·Independently reviewed·Published Apr 23, 2026·Updated Aug 28, 2026
Independently verified against live vendor data on Aug 28, 2026.
FeaturedSponsored placement. Editorial score is independent.

Visual Automation for 3,000+ Apps

Build complex multi-step workflows without code. Advanced branching, routing, and error handling included.

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Visual workflow automation with advanced branching and data manipulation across 3,000+ apps. MCP server and client included. Free tier, with Core from $9/mo billed annually or $10.59 monthly.

How we scored it

Autonomy

4/5

Integrations

5/5

Pricing clarity

4/5

Evidence

5/5

Setup

4/5

The facts

From

$9

freemium · annual

GitHub

Stars

G2

4.6 / 5

344 reviews ↗

MCP

⚡ Server + client

Server + client

Reviews

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Make (formerly Integromat, acquired by Celonis in 2020) is a visual workflow automation platform that lets users build complex multi-step automations through a drag-and-drop scenario canvas. Unlike Zapier's linear trigger-action model, Make uses a visual canvas where users create branching paths, loops, error handlers, iterator modules, and parallel processing flows. The platform connects 3,000+ standard apps and supports advanced data manipulation. JSON parsing, array operations, text formatting, regular expressions, and mathematical functions are all available natively within scenarios without requiring custom code. For teams that need code, the Make Code App executes custom JavaScript or Python directly within scenarios at 2 credits per second of execution time. The agentic layer runs on top of the visual automation core. Make AI Agents, which the vendor labels beta, enables building and managing autonomous AI agents within workflows that can make decisions, call external tools, and loop until conditions are met without per-step human approval. Agents use Make's AI Provider on all plans or a user-supplied LLM API key. The Library of Agents provides ready-made AI agents that can be deployed and adapted instantly. The Make MCP Server exposes Make scenarios to external AI assistants, and the vendor describes it as reaching over 3,000 apps and 30,000+ actions with structured inputs and verified outputs. Claude, ChatGPT and Cursor are named on Make's own MCP page. The Make MCP Client app works in the opposite direction: scenarios connect out to external MCP servers to trigger their tools and receive real-time outputs. Make AI Toolkit provides built-in AI tools for streamlining workflows. AI Content Extractor pulls structured text and metadata from files directly within scenarios. AI Web Search brings live web data into automations with built-in search and structured outputs. Over 350 AI apps are available in the Make ecosystem for embedding intelligence at any step of a workflow. Integration depth is genuinely broad. The 3,000+ app library covers CRMs (Salesforce, HubSpot, Pipedrive), communication (Slack, Gmail, Outlook, Twilio), and databases (Airtable, Google Sheets, MySQL, PostgreSQL, Databricks). Cloud storage integrations include Google Drive, Dropbox, and Box. Ecommerce connects through Shopify, WooCommerce, and Stripe. Project management tools include Asana, ClickUp, Jira, and Notion. Developer tools cover GitHub, GitLab, Webhooks, and HTTP modules for any REST API. AI apps include OpenAI, Anthropic Claude, Perplexity AI, and DeepSeek AI. Custom Apps let teams create their own integrations and share them within their organization. Enterprise plans add access to enterprise app integrations and an on-premise agent for connecting to local networks and systems like SAP without exposing them to the internet. Access to 300+ Make API endpoints enables high-scale automation programmatically, with rate limits scaling from 60 per minute on Core to 1,000 on Enterprise. Workflow execution features are comprehensive. Parallel scenario execution processes multiple items simultaneously. Priority scenario execution on Pro and above minimizes queue times during peak usage. Scenario Inputs run complex scenarios by filling in required parameters. Scenario Outputs return structured data in real time. Dynamic connections select connections at runtime rather than design time. Subscenarios chain workflows together, and relation trees visualize linked scenario dependencies. Make Grid provides a holistic view of the automation landscape with insights across all scenarios. Real-time execution monitoring enables visual troubleshooting of workflow executions as they run. Pricing charges per credit, in USD, where each module action counts as one credit, and the pricing page carries a credit slider running from 10,000 credits per month up to 8,000,000 and beyond. At the 10,000-credit floor the published rates are as follows. Free plan: 1,000 credits per month, 2 active scenarios maximum, 15-minute minimum run interval, 5 MB max file size, 512 MB data transfer, with no time limit. Core: $9 per month billed annually or $10.59 month to month, unlimited active scenarios, 1-minute run intervals, API access, 30-day execution log, 100 MB max file size, 5 GB data transfer. Pro: $16 annual or $18.82 monthly, adding custom variables, full-text execution log search, priority scenario execution and 250 MB max file size. Teams: $29 annual or $34.12 monthly, adding team roles, template sharing, analytics dashboard, audit logs and 500 MB max file size. Enterprise: custom pricing, adding custom functions, enterprise app integrations, the on-premise agent, 24/7 support, overage protection, advanced security including SSO and domain claim, and 1 GB max file size. Make advertises annual billing as saving 15% or more. Credit pooling across 12 months rather than monthly expiry is a Pro and above feature and is not included on Core. Credit tiers scale linearly, with the price per scenario dropping significantly at volume. Make is not the right fit for non-technical users who need simple trigger-action automation without investment in learning visual workflow logic. Zapier (from $19.99/mo billed annually) offers a simpler interface and a substantially larger native app library, and serves teams where ease of use and breadth of app coverage matter more than advanced logic. n8n (open-source, self-hostable) serves developer teams that need full control over data residency and custom integration code without per-execution pricing. Workato and Tray.io serve enterprise teams needing governance, versioning, and deployment pipelines beyond what Make's Teams plan provides. Current state Q3 2026: Make publishes SOC 2 Type II, ISO 27001 and GDPR compliance on its security page at make.com/en/security. That page states that Make operates an information security program that is ISO 27001 certified and has completed SOC 2 Type II and SOC 3 audits. SOC 3 sits outside our published certification set. Make also publishes a supplemental United States privacy notice setting out CCPA rights. HIPAA is not claimed. Infrastructure is hosted on AWS in EU and North America regions. Both halves of Make's MCP support are live and separately documented: the Make MCP Server exposes scenarios to external AI assistants, and the Make MCP Client app lets scenarios call out to external MCP servers. Make AI Agents is marked beta by the vendor and is available on every plan. AI Web Search, AI Content Extractor, AI Toolkit and the Library of Agents are active in the platform, and Make Grid provides organization-wide automation observability. Recent platform additions include Databricks support and Maia by Make, which builds automations and AI agents through natural conversation and is available on every plan including Free. Make Waves '26 is announced for Prague, October 19 to 20.

Pricing

freemium · $9/mo annual

View pricing ↗

Segment

both

Setup

moderate

Verified

Aug 28, 2026

Transparency

Mostly Public

Contract

Monthly or Annual

Data training

Not Disclosed

Human in loop

Optional

Capabilities

no-codeworkflow-builderdata-analysiscrm-syncreporting

Pros & Limitations

Editorial assessment

Pros

  • Visual scenario builder handles complex branching, iteration, parallel execution, and data transformation that Zapier's linear editor cannot match. Scenario Inputs and Outputs enable structured data passing between chained workflows.
  • Credit-based pricing bills per module action rather than per task, and the price per scenario drops as credit tiers scale. On Pro and above, annual billing lets credits pool across 12 months rather than expiring each month. File size limits rise from 5 MB on Free to 1 GB on Enterprise.
  • Connects 3,000+ apps with detailed control over data mapping and error handling at each step. Native MCP server and client app, Make AI Agents, Library of Agents, AI Content Extractor, and AI Web Search embed intelligence at any automation step.

Limitations

  • Steeper learning curve than Zapier: building first scenarios takes meaningful time investment for non-technical users unfamiliar with visual workflow logic, scenario inputs and outputs, and branching paths.
  • Smaller native app library than Zapier: some niche tools lack native Make connectors and require custom HTTP module workarounds or the Custom Apps builder.
  • No self-hosting option: data passes through Make's AWS infrastructure in EU or North America, limiting use for strict compliance environments that require on-premise data processing outside the Enterprise on-prem agent.
  • Running out of credits pauses automations rather than incurring overage charges. Scenarios stop running until credits are added, with vendor notifications at 75 and 90 percent of the allowance.

Technical Details

Deployment
cloud
Model architectureMulti-model (Make AI Provider, OpenAI, Anthropic Claude, Perplexity AI, DeepSeek AI, BYOK)
Autonomous rateMake scenarios run autonomously on triggers and schedules once configured. Users design visual workflows including branching paths, loops, and error handlers. No per-execution human approval required after initial scenario setup.
Integrations
Google SheetsSlackHubSpotSalesforceGmailShopifyAirtableNotionStripeMailchimp
Security
SOC 2 Type IIISO 27001GDPRCCPA

Similar agents

Rating

4.6/ 5

Editorial score

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Recognition

Rated 4.6 ★Category Leader · Q3 2026MCP Server VerifiedListed 2026
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