axiom-testflight-triage

charleswiltgen/axiom · updated Apr 8, 2026

MDX-style export adds YAML metadata + attribution linking explainx.ai and this canonical listing URL.

$npx skills add https://github.com/charleswiltgen/axiom --skill axiom-testflight-triage
0 commentsdiscussion
summary

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.

skill.md

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"

  1. Open Xcode Organizer (Window → Organizer → Crashes tab)
  2. Select your app from the left sidebar
  3. Find the build version the user was running
  4. Is the crash symbolicated?
  5. Can you identify the crash location?

"App was killed but no crash report"

Not all terminations produce crash reports. Check for:

  1. Jetsam reports — System killed app due to memory pressure
    • Organizer shows these separately from crashes
    • Look for high pageOuts value
  2. Watchdog termination — Main thread blocked too long
    • Exception code 0x8badf00d ("ate bad food")
    • Happens during launch (>20s) or background tasks (>10s)
  3. MetricKit diagnostics — On-device termination reasons
    • Requires MetricKit integration in your app

→ See Terminations Without Crash Reports

"I want to review TestFlight feedback"

  1. Xcode Organizer → Feedback tab (next to Crashes)
  2. 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

  1. Select a crash in the list
  2. Click Open in Project button
  3. Xcode opens with:
    • Debug Navigator showing backtrace
    • Editor highlighting the exact crash line

Sharing Crashes

  1. Select a crash
  2. Click Share button in toolbar
  3. Options:
    • Copy link to share with team
    • Add to your to-do list
  4. 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_ACCESS with KERN_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 pageOuts value in report
  • Often happens during photo/video processing or large data operations

Investigation:

  1. Profile with Instruments → Allocations
  2. Look for memory spikes during the reported operation
  3. Check for image caching without size limits
  4. Look for large data structures kept in memory

Common fixes:

  • Use autoreleasepool for 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

How to use axiom-testflight-triage on Cursor

AI-first code editor with Composer

1

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
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/charleswiltgen/axiom --skill axiom-testflight-triage

The skills CLI fetches axiom-testflight-triage from GitHub repository charleswiltgen/axiom and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/axiom-testflight-triage

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

GET_STARTED →

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. 1.Install skill using provided installation command
  2. 2.Test with simple use case relevant to your work
  3. 3.Evaluate output quality and relevance
  4. 4.Iterate on prompts to improve results
  5. 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

  1. 1Familiarize yourself with skill capabilities and limitations
  2. 2Start with low-risk, non-critical tasks
  3. 3Progress to more complex and valuable use cases
  4. 4Build expertise through regular use and experimentation

Discussion

Product Hunt–style comments (not star reviews)
  • No comments yet — start the thread.
general reviews

Ratings

4.648 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.

showing 1-10 of 48

1 / 5