[Hackathon] feat: Workflow Snippets + Quick Steps — Reusable Operator Bundles & One-Click Automation ⚡

[EmilySun621]

😤 The Problem

Every ML project starts the same way: drag CSV Source, add Missing Value Handler, add Train/Test Split, add Model, add Evaluation. Every. Single. Time. And when you want to run + generate a report? That's 3 separate manual steps.

✨ The Solution

Snippets: select operators → save as a bundle → drag the bundle onto any future workflow. All operators + connections appear at once.

Quick Steps: pre-defined action sequences. One click = multiple steps executed automatically.

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🧩 Snippets

Save from Canvas

Select 2+ operators on canvas → Right-click → "Save as Snippet"
→ Name it → All operators + connections saved as a reusable bundle

Create from Operator Catalog

Snippets page → "+ Create Snippet" → Browse operator catalog
→ Click operators to add → They chain automatically → Save

Drag to Reuse

Operator panel → Snippets section (bottom) → Drag "Classification Bundle"
→ Split + Logistic Regression + Evaluation appear connected on canvas

3 Built-in Snippets

Snippet | Operators | Use case -- | -- | -- 🧹 Data Cleaning Kit | Filter → Distinct → TypeCasting | Clean any dataset 🧠 Classification Bundle | Split → LogisticRegression → SklearnTesting | Quick ML pipeline 📊 EDA Starter | CSVFileScan → Aggregate → ScatterMatrixChart | Explore any dataset

Real Execution

Quick Steps actually execute — not simulated:

• "Run and Report" programmatically triggers the Run button, waits for execution to complete, then sends a real message to the AI agent requesting a comprehensive analysis report
• "Clean and Profile" opens the actual Data Profiling panel
• Progress panel shows live status: ✅ Step 1 → ⏳ Step 2 → ⬜ Step 3

Create Custom Quick Steps

• "+ Create Quick Step" in the dropdown
• Pick from available actions, set order
• Save for future use

🎬 Demo
Snippets:

Open operator panel → scroll to "📦 Snippets" section
Drag "Classification Bundle" onto canvas
→ Split + Logistic Regression + SklearnTesting appear connected ✅
Select 2 operators on canvas → right-click → "Save as Snippet"
New snippet appears in the panel

Quick Steps:

Open a workflow with data → click "⚡ Quick Steps" in toolbar
Click "🚀 Run and Report"
Progress: Run workflow ✅ → Generate report ✅ → Report ready ✅
Agent produces real analysis in chat / Results Dashboard