app-audit
Audit Glide apps for performance issues and optimization opportunities. Use when analyzing app performance, identifying bottlenecks in data structure or layout, or providing recommendations for improving app speed and user experience. Automatically triggered when user provides a Glide app URL for audit, including read-only support-mode URLs of the form https://go.glideapps.com/support/{uuid}.
What this skill does
# Glide App Audit
Comprehensive performance audit tool for Glide applications. Analyzes data architecture and layout design to identify bottlenecks, anti-patterns, and optimization opportunities.
## ⚠️ Read-Only Guarantee
**This tool is 100% read-only and NEVER modifies your app:**
- ✅ Reads data via API (GET requests only)
- ✅ Navigates through Layout Editor to inspect screens
- ✅ Takes snapshots to analyze components
- ✅ Clicks to view settings panels (read-only)
- ❌ NEVER edits columns, components, or settings
- ❌ NEVER adds or deletes anything
- ❌ NEVER saves any changes
- ❌ NEVER modifies data or structure
**Safe to run anytime** - Your app remains exactly as it was before the audit.
## Official Glide Performance Thresholds
These thresholds come directly from [Glide documentation](https://www.glideapps.com/docs/performance-analysis) and [community guidance](https://community.glideapps.com/t/app-performance-tips-tricks-speed/73139):
| Metric | Threshold | Source |
|--------|-----------|--------|
| **Column computation time** | 100ms | [Performance Analysis](https://www.glideapps.com/docs/performance-analysis) - columns exceeding this show ⚠️ |
| **Query column entries** | 10,000 max | [Query Column Limits](https://help.glideapps.com/en/articles/12063345-understanding-query-column-limits-in-glide-apps) |
| **Glide Table rows** | 25,000 max | [Big Tables Guide](https://www.glideapps.com/docs/guide-to-bigtables) |
| **Big Table rows** | 10 million max | [Big Tables](https://www.glideapps.com/docs/big-tables) |
| **Big Table rollup/lookup matches** | 100 max | [Big Tables](https://www.glideapps.com/docs/big-tables) |
| **Collection items visible** | 24 recommended | [Build for Speed](https://www.glideapps.com/blog/build-speed-and-scale) |
| **Image dimensions** | 1,500px max | [Build for Speed](https://www.glideapps.com/blog/build-speed-and-scale) |
### Big Table Computed Column Limits
Big Tables use SQL (AlloyDB) for queries. Only certain computed columns can be filtered/sorted:
**Supported for filtering/sorting in Big Tables:**
- Math columns
- If-Then-Else columns
- Lookup columns (single relation, basic columns only)
- Template columns (static template only)
**NOT supported for filtering/sorting in Big Tables:**
- Rollup columns
- Multi-relation columns
- Query columns
- Plugin-based columns
See [analysis-patterns.md](analysis-patterns.md) for detailed requirements.
## What It Audits
### Data Layer Analysis
**Using Glide's Performance Analysis tool:**
- Run Performance Analysis in the Data Editor
- Identify columns with ⚠️ warning (>100ms computation)
- Focus on those specific columns for optimization
**Using Dev Tools plugin** (Glide internal users only):
- **Column Dependencies** - Complete dependency graph with depth calculations
- **Max Depth** - Deepest computed column chain in the app
- **Access Control** - Row Owner and Role columns
- **User Specific Columns** - Per-user data storage
- **Table Row Counts** - Accurate counts with CSV export
**Known performance anti-patterns** (from Glide docs):
- **Query columns** - [Slower than Relations](https://www.glideapps.com/docs/query-column) for Glide Tables
- **Query on same table** - Can crash the app ([source](https://www.glideapps.com/blog/build-speed-and-scale))
- **Nested computed columns** - Cause slowdowns with large datasets
- **Filtering on computed columns** - Forces entire table recalculation
- **Tables approaching 25,000 rows** - Need Big Tables migration
### Layout Analysis
- **Collection item counts** - More than 24 items hurts performance
- **Image sizes** - Large images slow rendering
- **First screen weight** - Heavy first screens hurt perceived performance
## How to Use
### Basic Usage
```
/app-audit https://go.glideapps.com/app/abc123
```
### Support Mode URL
The audit also accepts a **support-mode URL**, which opens the app in a
read-only support session (no edits or data saving possible):
```
/app-audit https://go.glideapps.com/support/8cfc3aa0-fed1-475e-a15d-ea8199d17d7d
```
The trailing value is a **support-session UUID**, not an App ID. For these
URLs the audit navigates to the support URL directly (this is what grants
read-only mode), then reads the real App ID from the loaded app. This pairs
naturally with the audit's read-only guarantee.
The audit will:
1. Extract app ID from URL (or open the support session and read it from the loaded app)
2. Connect to app and retrieve API token
3. Run Performance Analysis to find slow columns
4. Analyze data structure via API + browser
5. Inspect layout via browser automation
6. Generate markdown report with findings
### What You'll Get
A report identifying:
- **Columns exceeding 100ms** - From Performance Analysis
- **Query columns that could be Relations** - Glide's recommended optimization
- **Tables approaching row limits** - 25,000 for Glide Tables
- **Computed column dependencies** - Chains that may cause cascading delays
- **Layout issues** - Collections, images, screen weight
## Audit Workflow
### Phase 1: Connect to App
1. Parse Glide app URL to extract App ID
2. Navigate to app in browser
3. Extract API token via "Show API" panel
### Phase 2: Run Performance Analysis
1. Open Data Editor
2. Click Performance Analysis button
3. Document all columns showing ⚠️ warning (>100ms)
4. Note which tables have performance issues
### Phase 3: Data Structure Analysis
**Via API:**
- Fetch all tables (`GET /tables`) for row counts
- Check tables approaching 25,000 row limit
**Via Browser (computed columns not in API):**
- Inspect computed column types in Data Editor
- Trace column dependencies to build dependency graph
- Identify Query columns that could be Relations
- Check for queries on same table (critical issue)
**Via Dev Tools** (if available):
- Get complete dependency analysis instantly
- Export column dependency data
### Phase 4: Layout Analysis
1. Navigate to Layout Editor
2. For each screen:
- Check collection configurations (pagination, limits)
- Note image usage and sizes
- Identify heavy first screens
### Phase 5: Generate Report
1. List columns exceeding 100ms threshold
2. Document row counts vs limits
3. Map computed column dependencies
4. Note Query → Relation optimization opportunities
5. Include recommendations based on Glide best practices
## Known Performance Issues
### From Glide Documentation
| Issue | Why It's Slow | Recommendation |
|-------|---------------|----------------|
| **Query columns** | Full table scan | [Use Relations instead](https://www.glideapps.com/docs/query-column) when matching exact values |
| **Query on same table** | Can crash app | Never do this - restructure data |
| **Nested computed columns** | Cascade delays | Minimize chain depth, use Performance Analysis to identify |
| **Filtering on computed columns** | Full table recalc | Filter on basic columns when possible |
| **Large collections** | Heavy rendering | Limit to 24 items, use pagination |
| **Large images** | Slow download | Keep under 1,500px |
| **External data sources** | Sync delays | Prefer Glide Tables for real-time data |
### What Performance Analysis Shows
Glide's built-in Performance Analysis tool (Data Editor → Performance Analysis) shows:
- ⚠️ **Warning**: Column takes >100ms to compute
- ✅ **OK**: Column computes in <100ms
Focus optimization efforts on columns with ⚠️ warnings.
## Dependency Diagrams
The audit generates a Mermaid diagram showing computed column relationships:
```mermaid
flowchart BT
subgraph Table["Table Name"]
A["Basic Column"] --> B["Relation"]
B --> C["Rollup"]
C --> D["If-Then-Else"]
end
```
This helps visualize:
- Which columns depend on others
- How deep the dependency chains go
- Where to focus optimization
## Supporting Documentation
**Glide Official:**
- [Performance Analysis](https://www.glideapps.com/docs/performance-analysis)
- [Query Column Limits](https://help.glideapps.com/en/articles/12063345-underRelated in Security
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