Toolhouse vs. Base44: The Vibe Coding Platform vs. No-Code AI Automation
A practical, no-fluff breakdown comparing Toolhouse and Base44—covering features, integrations, publishing options, pricing, and who each platform is really for.
Get Started FreeTL;DR Summary
🏠 Toolhouse
Best for those who want agentic workflows, API publishing, and advanced integrations (RAG, web scraping, custom models).
Base44
Best for non-coders who want to build internal tools, dashboards, or automate workflows with a visual builder and pre-built templates.
Output Examples: What Can You Build with Toolhouse?
With Toolhouse
With Base44
About Toolhouse
Toolhouse is a modern agentic backend-as-a-service (BaaS) for building, running, and managing AI agents. You can build with your own words using natural language to describe what you want—Toolhouse generates the agent for you. It offers flexible publishing options to deploy agents as APIs, websites, or integrate with platforms like Zapier, n8n, Lovable, and more. With 1,000+ integrations via Model Context Protocol (MCP) servers, you can connect to Notion, Slack, Google Calendar, Supabase, and more.
Key strengths:
- Build with your own words: Use natural language to describe what you want
- Flexible publishing: Deploy agents as APIs, websites, or integrate with other platforms
- Integrations: 1,000+ integrations via MCP servers
- Advanced capabilities: Web scraping, web search, RAG, database/API connections, memory, and custom model support
- For everyone: From non-coders to developers, startups to enterprises
Feature Overview
| Feature | Toolhouse | Base44 |
|---|---|---|
| Build with natural language | Yes | Yes (drag-and-drop, prompts) |
| No-code/low-code builder | Partial (natural language + YAML/CLI) | Yes (visual builder, templates) |
| Publish as API | Yes | Yes |
Who Should Use Toolhouse?
Toolhouse is ideal for non-coders, developers, startups, businesses, and solo entrepreneurs who want to build, publish, and scale AI agents as APIs or websites, with deep integration and automation capabilities.
Ideal for:
- Non-coders who want to build automations or agents with natural language
- Developers who want API-first, agentic workflows, and advanced integrations
- Startups needing to prototype, deploy, and scale AI-powered tools quickly
- Businesses automating internal processes, customer support, or data workflows
- Solo entrepreneurs looking to build and publish custom AI tools without hiring a dev team
Pricing Overview
🏠 Toolhouse
Free Plan
$0Build and publish public agents, access core features
Pro/Business Plans
PaidUnlock private agents, advanced scoping, higher usage, and more integrations
Toolhouse's pricing is focused on agent runs and integrations. See Toolhouse Pricing for details.
🟢 Base44
Free
$025 messages/mo, 500 integration credits, all core features, test workflows
Starter
$20100 messages/mo, 2,000 integration credits, unlimited apps, in-app code editing
Base44 uses a tiered system by messages and integration credits. Both platforms use a credit/message system for usage.
Final Verdict
Choose Base44 if you want a no-code/low-code platform to build backend automations, dashboards, or internal tools with a visual builder and pre-built templates.
Choose Toolhouse if you want agentic workflows, API publishing, advanced integrations (RAG, web scraping, custom models), and the flexibility to build with natural language or code.
Ready to build your next AI agent or automation?
Get Started FreeToolhouse vs. Base44: The Vibe Coding Platform vs. No-Code AI Automation
A practical, no-fluff breakdown comparing Toolhouse and Base44—covering features, integrations, publishing options, pricing, and who each platform is really for.
Get Started FreeTL;DR Summary
🏠 Toolhouse
Best for those who want agentic workflows, API publishing, and advanced integrations (RAG, web scraping, custom models).
Base44
Best for non-coders who want to build internal tools, dashboards, or automate workflows with a visual builder and pre-built templates.
Output Examples: What Can You Build with Toolhouse?
With Toolhouse
With Base44
About Toolhouse
Toolhouse is a modern agentic backend-as-a-service (BaaS) for building, running, and managing AI agents. You can build with your own words using natural language to describe what you want—Toolhouse generates the agent for you. It offers flexible publishing options to deploy agents as APIs, websites, or integrate with platforms like Zapier, n8n, Lovable, and more. With 1,000+ integrations via Model Context Protocol (MCP) servers, you can connect to Notion, Slack, Google Calendar, Supabase, and more.
Key strengths:
- Build with your own words: Use natural language to describe what you want
- Flexible publishing: Deploy agents as APIs, websites, or integrate with other platforms
- Integrations: 1,000+ integrations via MCP servers
- Advanced capabilities: Web scraping, web search, RAG, database/API connections, memory, and custom model support
- For everyone: From non-coders to developers, startups to enterprises
Feature Overview
| Feature | Toolhouse | Base44 |
|---|---|---|
| Build with natural language | Yes | Yes (drag-and-drop, prompts) |
| No-code/low-code builder | Partial (natural language + YAML/CLI) | Yes (visual builder, templates) |
| Publish as API | Yes | Yes |
Who Should Use Toolhouse?
Toolhouse is ideal for non-coders, developers, startups, businesses, and solo entrepreneurs who want to build, publish, and scale AI agents as APIs or websites, with deep integration and automation capabilities.
Ideal for:
- Non-coders who want to build automations or agents with natural language
- Developers who want API-first, agentic workflows, and advanced integrations
- Startups needing to prototype, deploy, and scale AI-powered tools quickly
- Businesses automating internal processes, customer support, or data workflows
- Solo entrepreneurs looking to build and publish custom AI tools without hiring a dev team
Pricing Overview
🏠 Toolhouse
Free Plan
$0Build and publish public agents, access core features
Pro/Business Plans
PaidUnlock private agents, advanced scoping, higher usage, and more integrations
Toolhouse's pricing is focused on agent runs and integrations. See Toolhouse Pricing for details.
🟢 Base44
Free
$025 messages/mo, 500 integration credits, all core features, test workflows
Starter
$20100 messages/mo, 2,000 integration credits, unlimited apps, in-app code editing
Base44 uses a tiered system by messages and integration credits. Both platforms use a credit/message system for usage.
Final Verdict
Choose Base44 if you want a no-code/low-code platform to build backend automations, dashboards, or internal tools with a visual builder and pre-built templates.
Choose Toolhouse if you want agentic workflows, API publishing, advanced integrations (RAG, web scraping, custom models), and the flexibility to build with natural language or code.
Ready to build your next AI agent or automation?
Get Started FreeWhat the community is building
Build agents that can get work done for your and your business. Simply use your own words or start from a template.
Workout
Health
Schedule
Home Fitness Routine Architect
Designs balanced home workout routines for various fitness goals.
@goostake
2.5k
Workout
Health
Schedule
Home Fitness Routine Architect
Designs balanced home workout routines for various fitness goals.
@goostake
2.5k
Bookmark
Team
Schedule
Workshop Outline Planner
Designs structured outlines for interactive workshops.
@goostake
2.5k
Bookmark
Team
Schedule
Workshop Outline Planner
Designs structured outlines for interactive workshops.
@goostake
2.5k
Gaming
Fight
Adventure
Text Adventure Game Master
Guides interactive text-based adventure games.
@emma789
3.9k
Gaming
Fight
Adventure
Text Adventure Game Master
Guides interactive text-based adventure games.
@emma789
3.9k
Writing
Relax
Bookmark
Poetry Remix Artist
Creates playful poetry remixes in multiple styles.
@goostake
2.5k
Writing
Relax
Bookmark
Poetry Remix Artist
Creates playful poetry remixes in multiple styles.
@goostake
2.5k
Air Flow
Health
Relax
Mindful Breathing Guide
Creates personalized guided breathing sessions for mindfulness.
@goostake
2.5k
Air Flow
Health
Relax
Mindful Breathing Guide
Creates personalized guided breathing sessions for mindfulness.
@goostake
2.5k
Relax
Bookmark
Night
Bedtime Story Weaver
Crafts soothing bedtime stories for winding down.
@goostake
2.5k
Relax
Bookmark
Night
Bedtime Story Weaver
Crafts soothing bedtime stories for winding down.
@goostake
2.5k
Audience
Upload
Schedule
YouTube Ad Script Copywriter
Writes 30-second YouTube ad scripts for new products.
@goostake
2.5k
Audience
Upload
Schedule
YouTube Ad Script Copywriter
Writes 30-second YouTube ad scripts for new products.
@goostake
2.5k
Checklist
Checklist
Checklist
Productive Day Planner
Creates time-blocked plans for focused, productive days.
@Jolly1985
3.5k
Checklist
Checklist
Checklist
Productive Day Planner
Creates time-blocked plans for focused, productive days.
@Jolly1985
3.5k
What the community is building
Build agents that can get work done for your and your business. Simply use your own words or start from a template.
Build agents that can get work done for your and your business. Simply use your own words or start from a template.
They tried Toolhouse and endorse it
They tried Toolhouse and endorse it
They tried Toolhouse and endorse it
Hear from our own userbase, don't take our word for it
Hear from our own userbase, don't take our word for it
Hear from our own userbase, don't take our word for it
Marcos Ocón
COO @ Develative
COO @ Develative
"We built in record time what would have taken weeks otherwise!
I can honestly say that without Toolhouse, our team would have been spending much MUCH more time delivering AI features in the products we're building"
SMB
2025
Andrew Njoo
Engineer @ Windsurf
Engineer @ Windsurf
Hands-down the best AI agent builder platform on the market.
I just speak in plain English and Toolhouse turns my ideas into AI agents, that are hosted for me and I can integrate them easy via API
Scale-up
2025
Kristian Freeman
Manager @ Cloudflare
Manager @ Cloudflare
When I used Toolhouse at a hackathon for the first time, I saw its potential.
Their vision is to enable anyone to build AI agents.
Any non-technical user can become productive in seconds.
Infrastructure
2025
Got Questions? We've Got Answers!
Got Questions? We've Got Answers!
Find everything you need to know about Toolhouse and how to get started.
Find everything you need to know about Toolhouse and how to get started.
What is Toolhouse?
What is an AI agent and what can I build?
What does the free plan include?
What is Toolhouse?
What is an AI agent and what can I build?
What does the free plan include?
What is Toolhouse?
What is an AI agent and what can I build?
What does the free plan include?
Unleash the Full Potential of AI with Just One Click
Unleash the Full Potential of AI with Just One Click
Unleash the Full Potential of AI with Just One Click
Effortlessly build, deploy, and scale AI agents without the need for complex coding or infrastructure.
Effortlessly build, deploy, and scale AI agents without the need for complex coding or infrastructure.
Effortlessly build, deploy, and scale AI agents without the need for complex coding or infrastructure.
