AgentIndex icon
AgentIndex
opentakeoff logo
opentakeoff
★ 650
vs
muggle-ai-works logo
muggle-ai-works
★ 16

opentakeoff vs muggle-ai-works

opentakeoff: OpenTakeoff is a free, open-source web-based canvas for measuring quantities from building plans, applicable to various construction trades like flooring. It uniquely allows both human users and AI agents to utilize the same measurement engine, with all data processed locally in the browser and features like one-click area tracing.; muggle-ai-works: Run real-browser E2E acceptance tests on your web app from any AI coding agent. Generate test scripts from plain English, replay them on localhost, capture screenshots, and validate user flows like signup, checkout, and dashboards.

01

TL;DR

opentakeoff logo
opentakeoffWorkflow Automation · ★ 650

Measuring quantities for building plans in construction and estimating.

Read opentakeoff full review →
muggle-ai-works logo
muggle-ai-worksWorkflow Automation · ★ 16

Test a feature on localhost: Describe what to test in English, and the AI will find or create test cases, launch a real browser, and report results with screenshots.

Read muggle-ai-works full review →
02

Side-by-Side Comparison

Field
opentakeoff logoopentakeoff
muggle-ai-works logomuggle-ai-works
Category
Workflow Automation
Workflow Automation
Stars
★ 650
★ 16
License
Apache-2.0
MIT
Install Command
cd web && npm install && npm run dev
npm install -g @muggleai/works
Updated
1d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Building Plan Analysis, Quantity Takeoff, AI Agents
E2E Testing, AI Agents, Browser Automation
03

Features

opentakeoff logoopentakeoff
01Instantly open and process various plan formats (PDF, image, zip) directly in the browser without uploads.
02Powerful 'One-Click Area' flood-fill engine for accurate room tracing, even on hatched or scanned plans.
03Integrated AI agent support via MCP, allowing agents to drive the takeoff engine and browse plan sets.
04Comprehensive reports and exports (CSV, JSON, Excel, Marked Set PDF) with material buy lists and revision comparisons.
05Local-first operation with all data (drawings, scales, conditions) autosaving to the browser, ensuring privacy and no server-side uploads.
muggle-ai-works logomuggle-ai-works
01AI drives a real browser against your localhost across desktop and mobile resolutions, clicks through flows like a user would, and reports failures with step-by-step screenshots.
02Handles the full development cycle: code the feature, run unit tests, run E2E acceptance tests, triage failures, and open a PR with evidence.
03Provides 70+ MCP tools for custom workflows, including project management, test case generation from plain English, script replay, and batch-run regressions.
04

Use Cases

opentakeoff logoopentakeoff
↳Measuring quantities for building plans in construction and estimating.
↳Commercial flooring, drywall, paint, concrete, and sitework estimating.
↳AI agents automating the takeoff process from building plans.
↳Creating labeled datasets for training takeoff models (via optional capture layer).
muggle-ai-works logomuggle-ai-works
↳Test a feature on localhost: Describe what to test in English, and the AI will find or create test cases, launch a real browser, and report results with screenshots.
↳Autonomous dev pipeline: Complete the full development cycle from requirements to PR in one command, with AI handling coding, unit tests, E2E acceptance tests, and PR creation.
↳Direct MCP tool calls: Utilize any of the 70+ MCP tools directly from your AI assistant to build highly customized E2E acceptance workflows.
FAQ

FAQ

What is the difference between opentakeoff and muggle-ai-works?
Both opentakeoff and muggle-ai-works are in the Workflow Automation category. opentakeoff has 650 stars, while muggle-ai-works has 16 stars.
Which is better, opentakeoff or muggle-ai-works?
The best choice depends on your use case. Choose opentakeoff if Measuring quantities for building plans in construction and estimating., and muggle-ai-works if Test a feature on localhost: Describe what to test in English, and the AI will find or create test cases, launch a real browser, and report results with screenshots..
Is opentakeoff free or open source?
Yes, opentakeoff is open source on GitHub (Apache-2.0).
Is muggle-ai-works free or open source?
Yes, muggle-ai-works is open source on GitHub (MIT).
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