axiom-testflight-triage▌
charleswiltgen/axiom · updated Apr 8, 2026
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Systematic workflow for investigating TestFlight crashes and reviewing beta feedback using Xcode Organizer. Core principle: Understand the crash before writing any fix — 15 minutes of triage prevents hours of debugging.
TestFlight Crash & Feedback Triage
Overview
Systematic workflow for investigating TestFlight crashes and reviewing beta feedback using Xcode Organizer. Core principle: Understand the crash before writing any fix — 15 minutes of triage prevents hours of debugging.
Red Flags — Use This Skill When
- "A beta tester said my app crashed"
- "I see crashes in App Store Connect metrics but don't know how to investigate"
- "Crash logs in Organizer aren't symbolicated"
- "User sent a screenshot of a crash but I can't reproduce it"
- "App was killed but there's no crash — just disappeared"
- "TestFlight feedback has screenshots I need to review"
Decision Tree — Start Here
"A user reported a crash"
- Open Xcode Organizer (Window → Organizer → Crashes tab)
- Select your app from the left sidebar
- Find the build version the user was running
- Is the crash symbolicated?
- YES (you see function names) → Go to Reading the Crash Report
- NO (you see hex addresses like
0x100abc123) → Go to Symbolication Workflow
- Can you identify the crash location?
- YES → Go to Common Crash Patterns
- NO → Go to Claude-Assisted Interpretation
"App was killed but no crash report"
Not all terminations produce crash reports. Check for:
- Jetsam reports — System killed app due to memory pressure
- Organizer shows these separately from crashes
- Look for high
pageOutsvalue
- Watchdog termination — Main thread blocked too long
- Exception code
0x8badf00d("ate bad food") - Happens during launch (>20s) or background tasks (>10s)
- Exception code
- MetricKit diagnostics — On-device termination reasons
- Requires MetricKit integration in your app
→ See Terminations Without Crash Reports
"I want to review TestFlight feedback"
- Xcode Organizer → Feedback tab (next to Crashes)
- Or App Store Connect → My Apps → [App] → TestFlight → Feedback
→ See Feedback Triage Workflow
Xcode Organizer Walkthrough
Opening the Organizer
Window → Organizer (or ⌘⇧O from Xcode)
UI Layout
┌─────────────────────────────────────────────────────────────────┐
│ [Toolbar: Time Period ▼] [Version ▼] [Product ▼] [Release ▼] │
├──────────┬──────────────────────────┬───────────────────────────┤
│ Sidebar │ Crashes List │ Inspector │
│ │ │ │
│ • Crashes│ ┌─────────────────────┐ │ Distribution Graph │
│ • Energy │ │ syncFavorites crash │ │ ┌─────────────────────┐ │
│ • Hang │ │ 21 devices • 7 today│ │ │ ▄ ▄▄▄ v2.0 │ │
│ • Disk │ └─────────────────────┘ │ │ ▄▄▄▄▄ v2.0.1 │ │
│ Feedback │ ┌─────────────────────┐ │ └─────────────────────┘ │
│ │ │ Another crash... │ │ │
│ │ └─────────────────────┘ │ Device Distribution │
│ │ │ OS Distribution │
│ ├──────────────────────────┤ │
│ │ Log View │ [Feedback Inspector] │
│ │ (simplified crash view) │ Shows tester feedback │
│ │ │ for selected crash │
└──────────┴──────────────────────────┴───────────────────────────┘
Key Features
| Feature | What It Does |
|---|---|
| Speedy Delivery | TestFlight crashes delivered moments after occurrence (not daily) |
| Year of History | Filter crashes by time period, see monthly trends |
| Product Filter | Filter by App Clip, watch app, extensions, or main app |
| Version Filter | Drill down to specific builds |
| Release Filter | Separate TestFlight vs App Store crashes |
| Share Button | Share crash link with team members |
| Feedback Inspector | See tester comments for selected crash |
Crash Entry Badges
Crashes in the list show badges indicating origin:
| Badge | Meaning |
|---|---|
| App Clip | Crash from your App Clip |
| Watch | Crash from watchOS companion |
| Extension | Crash from share extension, widget, etc. |
| (none) | Main iOS app |
The Triage Questions Workflow
Before diving into code, ask yourself these questions (from WWDC):
Question 1 — How Long Has This Been an Issue
→ Check the inspector's graph area on the right → Graph legend shows which versions are affected → Look for when the crash first appeared
Question 2 — Is This Affecting Production or Just TestFlight
→ Use the Release filter in toolbar → Select "Release" to see App Store crashes only → Select "TestFlight" for beta crashes only
Question 3 — What Was the User Doing
→ Open the Feedback Inspector (right panel) → Check for tester comments describing their actions → Context clues: network state, battery level, disk space
Using the Feedback Inspector
When a crash has associated TestFlight feedback, you'll see a feedback icon in the crashes list. Click it to open the Feedback Inspector.
Each feedback entry shows:
| Field | Why It Matters |
|---|---|
| Version/Build | Confirms exact build tester was running |
| Device model | Device-specific crashes (older devices, specific screen sizes) |
| Battery level | Low battery can affect app behavior |
| Available disk | Low disk can cause write failures |
| Network type | Cellular vs WiFi, connectivity issues |
| Tester comment | Their description of what happened |
Example insight from WWDC: A tester commented "I was going through a tunnel and hit the favorite button. A few seconds later, it crashed." This revealed a network timeout issue — the crash occurred because a 10-second timeout was too short for poor network conditions.
Opening Crash in Project
- Select a crash in the list
- Click Open in Project button
- Xcode opens with:
- Debug Navigator showing backtrace
- Editor highlighting the exact crash line
Sharing Crashes
- Select a crash
- Click Share button in toolbar
- Options:
- Copy link to share with team
- Add to your to-do list
- When teammate clicks link, Organizer opens focused on that specific crash
Symbolication Workflow
Why Crashes Aren't Symbolicated
Crash reports show raw memory addresses until matched with dSYM files (debug symbol files). Xcode handles this automatically when:
- You archived the build in Xcode (not command-line only)
- "Upload symbols to Apple" was enabled during distribution
- The dSYM is indexed by Spotlight
Quick Check: Is It Symbolicated?
In Organizer, look at the stack trace:
| What You See | Status |
|---|---|
0x0000000100abc123 |
Unsymbolicated — needs dSYM |
MyApp.ViewController.viewDidLoad() + 45 |
Symbolicated — ready to analyze |
| System frames symbolicated, app frames not | Partially symbolicated — missing your dSYM |
Manual Symbolication
If automatic symbolication failed:
# 1. Find the crash's build UUID (shown in crash report header)
# Look for "Binary Images" section, find your app's UUID
# 2. Find matching dSYM
mdfind "com_apple_xcode_dsym_uuids == YOUR-UUID-HERE"
# 3. If not found, check Archives
ls ~/Library/Developer/Xcode/Archives/
# 4. Symbolicate a specific address
xcrun atos -arch arm64 \
-o MyApp.app.dSYM/Contents/Resources/DWARF/MyApp \
-l 0x100000000 \
0x0000000100abc123
# 5. Symbolicate an entire crash log (parse + symbolicate in one step)
# Note: crashlog is an LLDB Python script, not a compiled tool.
# Works via xcrun but may not be available in all Xcode configurations.
xcrun crashlog MyCrash.ips
atos vs crashlog: Use atos for individual addresses (always available). Use crashlog to parse and symbolicate an entire crash report at once — it handles the full Binary Images section and resolves all addresses automatically.
Common Symbolication Failures
| Symptom | Cause | Fix |
|---|---|---|
| System frames OK, app frames hex | Missing dSYM for your app | Find dSYM in Archives folder, or re-archive with symbols |
| Nothing symbolicated | UUID mismatch between crash and dSYM | Verify UUIDs match; rebuild exact same commit |
| "No such file" from atos | dSYM not in Spotlight index | Run mdimport /path/to/MyApp.dSYM |
| Can't find dSYM anywhere | Archived without symbols | Enable "Debug Information Format = DWARF with dSYM" in build settings |
Preventing Symbolication Issues
# Verify dSYM exists after archive
ls ~/Library/Developer/Xcode/Archives/YYYY-MM-DD/MyApp*.xcarchive/dSYMs/
# Verify UUID matches
dwarfdump --uuid MyApp.app.dSYM
Reading the Crash Report
Key Fields (What Actually Matters)
| Field | What It Tells You |
|---|---|
| Exception Type | Category of crash (EXC_BAD_ACCESS, EXC_CRASH, etc.) |
| Exception Codes | Specific error (KERN_INVALID_ADDRESS = null pointer) |
| Termination Reason | Why the system killed the process |
| Crashed Thread | Which thread died (Thread 0 = main thread) |
| Application Specific Information | Often contains the actual error message |
| Binary Images | Loaded frameworks (helps identify third-party culprits) |
Reading the Stack Trace
The crashed thread's stack trace reads top to bottom:
- Frame 0 = Where the crash occurred (most specific)
- Lower frames = What called it (call chain)
- Look for your code = Frames with your app/framework name
Thread 0 Crashed:
0 libsystem_kernel.dylib __pthread_kill + 8 ← System code
1 libsystem_pthread.dylib pthread_kill + 288 ← System code
2 libsystem_c.dylib abort + 128 ← System code
3 MyApp ViewController.loadData() ← YOUR CODE (start here)
4 MyApp ViewController.viewDidLoad()
5 UIKitCore -[UIViewController _loadView]
Start at frame 3 — the first frame in your code. Work down to understand the call chain.
Example: Interpreting a Real Crash
Exception Type: EXC_BAD_ACCESS (SIGSEGV)
Exception Codes: KERN_INVALID_ADDRESS at 0x0000000000000010
Thread 0 Crashed:
0 MyApp 0x100abc123 UserManager.currentUser.getter + 45
1 MyApp 0x100abc456 ProfileViewController.viewDidLoad() + 123
2 UIKitCore 0x1a2b3c4d5 -[UIViewController loadView] + 89
Translation:
EXC_BAD_ACCESSwithKERN_INVALID_ADDRESS= Tried to access invalid memory- Address
0x10= Very low address, almost certainly nil dereference - Crashed in
currentUser.getter= Accessing a property that was nil - Called from
ProfileViewController.viewDidLoad()= During view setup
Likely cause: Force-unwrapping an optional that was nil, or accessing a deallocated object.
Common Crash Patterns
EXC_BAD_ACCESS (SIGSEGV / SIGBUS)
What it means: Accessed memory that doesn't belong to you.
Common causes in Swift:
| Pattern | Example | Fix |
|---|---|---|
| Force-unwrap nil | user!.name |
Use guard let or if let |
| Deallocated object | Accessing self in escaped closure after dealloc |
Use [weak self] |
| Array out of bounds | array[index] where index >= count |
Check bounds first |
| Uninitialized pointer | C interop with bad pointer | Validate pointer before use |
// Before (crashes if user is nil)
let name = user!.name
// After (safe)
guard let user = user else {
logger.warning("User was nil in ProfileViewController")
return
}
let name = user.name
EXC_CRASH (SIGABRT)
What it means: App deliberately terminated itself.
Common causes:
| Pattern | Clue in Crash Report |
|---|---|
fatalError() / preconditionFailure() |
Your assertion message in Application Specific Info |
| Uncaught Objective-C exception | NSException type and reason in report |
| Swift runtime error | "Fatal error: ..." message |
| Deadlock detected | dispatch_sync onto current queue |
Debug tip: Look at "Application Specific Information" section — it usually contains the actual error message.
Watchdog Termination (0x8badf00d)
What it means: Main thread was blocked too long and the system killed your app.
Time limits:
| Context | Limit |
|---|---|
| App launch | ~20 seconds |
| Background task | ~10 seconds |
| App going to background | ~5 seconds |
Common causes:
- Synchronous network request on main thread
- Synchronous file I/O on main thread
- Deadlock between queues
- Expensive computation blocking UI
// Before (blocks main thread — will trigger watchdog)
let data = try Data(contentsOf: largeFileURL)
processData(data)
// After (offload to background)
Task.detached {
let data = try Data(contentsOf: largeFileURL)
await MainActor.run {
self.processData(data)
}
}
Jetsam (Memory Pressure Kill)
What it means: System terminated your app to free memory. No crash report — just gone.
Symptoms:
- App "disappears" without any crash
- Jetsam report in Organizer (separate from crashes)
- High
pageOutsvalue in report - Often happens during photo/video processing or large data operations
Investigation:
- Profile with Instruments → Allocations
- Look for memory spikes during the reported operation
- Check for image caching without size limits
- Look for large data structures kept in memory
Common fixes:
- Use
autoreleasepoolfor batch processing - Implement image cache with memory limits
- Stream large files instead of loading entirely
- Release references to large objects when backgrounded
Terminations Without Crash Reports
When users report "the app just closed" but you find no crash:
The Terminations Organizer
The Terminations Organizer (separate from Crashes) shows trends of app terminations that aren't programming crashes:
Window → Organizer → Terminations (in sidebar)
| Termination Category | What It Means |
|---|---|
| Launch timeout | App took too long to launch |
| Memory limit | Hit system memory ceiling |
| CPU limit (background) | Too much CPU while backgrounded |
| Background task timeout | Background task exceeded time limit |
How to use axiom-testflight-triage on Cursor
AI-first code editor with Composer
Prerequisites
Before installing skills in Cursor, ensure your development environment meets these requirements:
- ›Cursor installed and configured on your development machine
- ›Node.js version 16.0+ with npm package manager (verify with
node --version) - ›Active project directory or workspace where you want to add axiom-testflight-triage
Execute installation command
Execute the skills CLI command in your project's root directory to begin installation:
The skills CLI fetches axiom-testflight-triage from GitHub repository charleswiltgen/axiom and configures it for Cursor.
Select Cursor when prompted
The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:
Verify installation
Confirm successful installation by checking the skill directory location:
Reload or restart Cursor to activate axiom-testflight-triage. Access the skill through slash commands (e.g., /axiom-testflight-triage) or your agent's skill management interface.
Security & Verification Notice
We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.
Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.
List & Monetize Your Skill
Submit your Claude Code skill and start earning
Use Cases▌
Task Automation & Efficiency
Automate repetitive workflows and reduce manual effort
Example
Generate reports, summarize documents, draft communications
Save 3-5 hours per week on routine tasks
Knowledge Enhancement
Learn new skills, understand complex topics, get expert guidance
Example
Explain concepts, provide examples, suggest learning resources
Accelerate learning and skill development by 2x
Quality Improvement
Enhance output quality through reviews, suggestions, and refinements
Example
Review drafts, suggest improvements, catch errors
Improve work quality by 30-40% with less effort
Implementation Guide▌
Prerequisites
- ›Claude Desktop or compatible AI client with skill support
- ›Clear understanding of task or problem to solve
- ›Willingness to iterate and refine outputs
Time Estimate
15-45 minutes depending on use case complexity
Installation Steps
- 1.Install skill using provided installation command
- 2.Test with simple use case relevant to your work
- 3.Evaluate output quality and relevance
- 4.Iterate on prompts to improve results
- 5.Integrate into regular workflow if valuable
Common Pitfalls
- ⚠Expecting perfect results without iteration
- ⚠Not providing enough context in prompts
- ⚠Using skill for tasks outside its intended scope
- ⚠Accepting outputs without review and validation
Best Practices▌
✓ Do
- +Start with clear, specific prompts
- +Provide relevant context and constraints
- +Review and refine all outputs before using
- +Iterate to improve output quality
- +Document successful prompt patterns
✗ Don't
- −Don't use without understanding skill limitations
- −Don't skip validation of outputs
- −Don't share sensitive information in prompts
- −Don't expect skill to replace human judgment
💡 Pro Tips
- ★Be specific about desired format and style
- ★Ask for multiple options to choose from
- ★Request explanations to understand reasoning
- ★Combine AI efficiency with human expertise
When to Use This▌
✓ Use When
Use when skill capabilities match your task, clear ROI on time saved, and you can validate outputs. Best for repetitive tasks, learning, and quality improvement.
✗ Avoid When
Avoid when task requires deep expertise you can't validate, involves sensitive decisions, or when learning process is more valuable than speed of completion.
Learning Path▌
- 1Familiarize yourself with skill capabilities and limitations
- 2Start with low-risk, non-critical tasks
- 3Progress to more complex and valuable use cases
- 4Build expertise through regular use and experimentation
Discussion
Product Hunt–style comments (not star reviews)- No comments yet — start the thread.
Ratings
4.6★★★★★48 reviews- ★★★★★William Harris· Dec 28, 2024
Solid pick for teams standardizing on skills: axiom-testflight-triage is focused, and the summary matches what you get after install.
- ★★★★★Pratham Ware· Dec 20, 2024
axiom-testflight-triage has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Ren Haddad· Dec 16, 2024
axiom-testflight-triage fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
- ★★★★★William Thompson· Dec 16, 2024
Registry listing for axiom-testflight-triage matched our evaluation — installs cleanly and behaves as described in the markdown.
- ★★★★★Anika Martin· Nov 19, 2024
axiom-testflight-triage has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Yash Thakker· Nov 11, 2024
Solid pick for teams standardizing on skills: axiom-testflight-triage is focused, and the summary matches what you get after install.
- ★★★★★Ava Robinson· Nov 7, 2024
Useful defaults in axiom-testflight-triage — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Mei Gill· Nov 7, 2024
I recommend axiom-testflight-triage for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.
- ★★★★★Ava Wang· Nov 7, 2024
axiom-testflight-triage reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Kiara Reddy· Oct 26, 2024
axiom-testflight-triage is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
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