Agent Skills: App Store Connect Reference

Reference for App Store Connect crash analysis, TestFlight feedback, metrics dashboards, and data export workflows

UncategorizedID: charleswiltgen/axiom/axiom-app-store-connect-ref

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axiom-codex/skills/axiom-app-store-connect-ref/SKILL.md

Skill Metadata

Name
axiom-app-store-connect-ref
Description
Use when navigating App Store Connect to find crash data, read TestFlight feedback, interpret metrics dashboards, or export diagnostic logs. Covers crash-free rates, dSYM symbolication, termination types, MetricKit.

App Store Connect Reference

Overview

App Store Connect (ASC) provides crash reports, TestFlight feedback, and performance metrics for your apps. This reference covers how to navigate ASC to find and export crash data for analysis.

ASC vs Xcode Organizer

| Task | Best Tool | |------|-----------| | Quick crash triage during development | Xcode Organizer | | Team-wide crash visibility | App Store Connect | | TestFlight feedback with screenshots | App Store Connect | | Historical metrics and trends | App Store Connect | | Downloading crash logs for analysis | Either (ASC has better export) | | Symbolication | Xcode Organizer |


Navigating to Crash Data

Path to Crashes

App Store Connect
└── My Apps
    └── [Your App]
        └── Analytics
            └── Crashes

Direct URL pattern: https://appstoreconnect.apple.com/analytics/app/[APP_ID]/crashes

Crashes Dashboard Sections

  1. Filters bar — Platform, Version, Date Range, Compare
  2. Crash-Free Users graph — Daily percentage trend line
  3. Crash Count by Version — Bar chart comparing versions
  4. Top Crash Signatures — Ranked by share percentage, shows exception type and function name

Key Metrics Explained

| Metric | What It Means | |--------|---------------| | Crash-Free Users | Percentage of daily active users who didn't experience a crash | | Crash Count | Total number of crash reports received | | Crash Rate | Crashes per 1,000 sessions | | Affected Devices | Number of unique devices that crashed | | Crash Signature | Grouped crashes with same stack trace |

Filtering Options

| Filter | Use Case | |--------|----------| | Platform | iOS, iPadOS, macOS, watchOS, tvOS | | Version | Drill into specific app versions | | Date Range | Last 7/30/90 days or custom range | | Compare | Compare crash rates between versions | | Device | Filter by iPhone model, iPad, etc. | | OS Version | Find OS-specific crashes |


Viewing Individual Crash Reports

Crash Signature Detail

Each crash signature shows:

  • Header — Exception type and affected device/crash share counts, first seen date
  • Exception Information — Type (e.g., EXC_BAD_ACCESS), codes, address
  • Crashed Thread — Stack frames with binary, function, and offset
  • Distribution — Breakdown by iOS version and device model

Downloading Crash Logs

  1. Click on a crash signature
  2. Look for Download Logs button (top right)
  3. Select format:
    • .ips (JSON format, iOS 15+)
    • .crash (text format, legacy)
  4. Use crash-analyzer agent to parse: /axiom:analyze-crash

TestFlight Feedback

Path to Feedback

App Store Connect
└── My Apps
    └── [Your App]
        └── TestFlight
            └── Feedback

Feedback Entry Contents

Each feedback submission includes:

| Field | Description | |-------|-------------| | Screenshot | What the tester saw (often most valuable) | | Comment | Tester's description of the issue | | App Version | Exact TestFlight build number | | Device Model | iPhone 15 Pro Max, iPad Air, etc. | | OS Version | iOS 17.2.1, etc. | | Battery Level | Low battery can affect behavior | | Available Disk | Low disk can cause write failures | | Network Type | WiFi vs Cellular | | Locale | Language and region settings | | Timestamp | When submitted |

Feedback Filtering

| Filter | Use Case | |--------|----------| | Build | Focus on specific TestFlight builds | | Date | Recent feedback first | | Has Screenshot | Find visual issues quickly |

Limitation: No Reply

TestFlight feedback is one-way. You cannot respond to testers through ASC. For follow-up:

  • Contact through TestFlight group email
  • Add in-app feedback mechanism
  • Include your email in TestFlight notes

Metrics Dashboard

Path to Metrics

App Store Connect
└── My Apps
    └── [Your App]
        └── Analytics
            └── Metrics

Available Metrics Categories

| Category | What It Shows | |----------|---------------| | Crashes | Crash-free users, crash count, top signatures | | Hang Rate | Main thread hangs > 250ms | | Disk Writes | Excessive disk I/O patterns | | Launch Time | App startup performance | | Memory | Peak memory usage, terminations | | Battery | Energy usage during foreground/background | | Scrolling | Scroll hitch rate |

Terminations (Non-Crash Kills)

The Metrics dashboard shows terminations that don't produce crash reports:

| Termination Type | Cause | |------------------|-------| | Memory Limit | Jetsam killed app for memory pressure | | CPU Limit (Background) | Exceeded background CPU quota | | Launch Timeout | App took too long to launch | | Background Task Timeout | Background task exceeded time limit |

Comparing Versions

Use the Compare filter to see:

  • Did crash rate improve or regress?
  • Which version introduced a spike?
  • Performance trends over releases

Exporting Data

Manual Export

  1. Navigate to Crashes or Metrics
  2. Use date range filter to select period
  3. Click Export (if available) or download individual crash logs

App Store Connect API

For automated export, use the App Store Connect API:

# Get crash diagnostic insights
GET /v1/apps/{id}/perfPowerMetrics

# Authentication requires API key from ASC
# Users and Access → Keys → App Store Connect API

API capabilities:

| Endpoint | Data | |----------|------| | perfPowerMetrics | Performance and power metrics | | diagnosticSignatures | Crash signature aggregates | | diagnosticLogs | Individual crash logs | | betaTesters | TestFlight tester info | | betaFeedback | TestFlight feedback entries |

MCP-Powered Access

If asc-mcp is configured, you can access ASC data programmatically from Claude Code:

| Manual ASC Action | asc-mcp Tool | |-------------------|-------------| | View crash metrics | metrics_app_perf, metrics_build_diagnostics | | Download crash logs | metrics_get_diagnostic_logs | | List TestFlight testers | builds_get_beta_testers | | View app reviews | reviews_list, reviews_stats | | Respond to reviews | reviews_create_response | | Check build status | builds_get_processing_state | | Export sales data | analytics_sales_report (requires vendor_number) |

Setup and workflows: /skill axiom-asc-mcp

Xcode Cloud Integration

If using Xcode Cloud, crash data integrates with CI/CD:

  • View crashes per workflow run
  • Compare crash rates between branches
  • Automated alerts on crash spikes

Best Practices

Daily Monitoring

  1. Check crash-free users percentage
  2. Review any new crash signatures
  3. Monitor for version-to-version regressions

Crash Triage Priority

| Priority | Criteria | |----------|----------| | P0 - Critical | >1% of users affected, data loss risk | | P1 - High | >0.5% affected, user-facing impact | | P2 - Medium | <0.5% affected, workaround exists | | P3 - Low | Rare, edge case, no impact |

Correlating with Releases

After each release:

  1. Wait 24-48 hours for crash data to populate
  2. Compare crash-free rate to previous version
  3. Investigate any new top crash signatures
  4. Check TestFlight feedback for user reports

Common Questions

Why don't I see crashes in ASC?

| Cause | Fix | |-------|-----| | Too recent | Wait 24 hours for processing | | No users yet | Need active installs to report | | User opted out | Requires device analytics sharing | | Build not distributed | Must be TestFlight or App Store |

Why are crashes unsymbolicated?

ASC crashes should auto-symbolicate if you uploaded dSYMs during distribution. dSYM files contain the debug symbols that map memory addresses back to function names and line numbers.

Verify dSYMs were uploaded:

  1. Xcode → Window → Organizer → Archives → select build
  2. Right-click → "Show in Finder" → right-click .xcarchive → "Show Package Contents"
  3. Check dSYMs/ folder contains .dSYM bundles

Manual symbolication workflow:

# 1. Download .ips file from ASC (Crashes → signature → Download Logs)

# 2. Find the binary UUID from the crash report
grep --after-context=2 "Binary Images" crash.ips
# Look for: 0x100000000 - 0x100ffffff MyApp arm64 <UUID>

# 3. Locate matching dSYM on your machine
mdfind "com_apple_xcode_dsym_uuids == <UUID>"

# 4. Symbolicate an address
atos -arch arm64 -o MyApp.app.dSYM/Contents/Resources/DWARF/MyApp \
     -l 0x100000000 0x100045abc
# Output: -[UserManager currentUser] (UserManager.m:42)

Common symbolication failures:

| Symptom | Cause | Fix | |---------|-------|-----| | All addresses unsymbolicated | dSYMs not uploaded | Re-upload from Xcode Organizer | | Only your code unsymbolicated | dSYM UUID mismatch | Rebuild from same commit | | System frameworks unsymbolicated | Normal for device-specific | Use atos with device support files | | Bitcode builds unsymbolicated | Apple recompiled binary | Download dSYMs from ASC: Xcode → Organizer → Download Debug Symbols |

See crash-analyzer agent for automated parsing: /axiom:analyze-crash

ASC vs Organizer: Which stack trace is better?

Both show the same data, but:

  • Organizer integrates with Xcode projects (click to jump to code)
  • ASC better for team-wide visibility and historical trends

Field Diagnostics with MetricKit

For device-level crash diagnostics, hang call stacks, and custom telemetry beyond ASC's aggregated dashboards, see axiom-metrickit-ref.

Key difference: ASC shows aggregated trends for team visibility. MetricKit provides per-device diagnostics you can correlate with your own telemetry.


Related

Skills: axiom-testflight-triage (Xcode Organizer workflows), axiom-asc-mcp (programmatic ASC access via MCP)

Agents: crash-analyzer (automated crash log parsing)

Commands: /axiom:analyze-crash


Resources

WWDC: 2020-10076, 2020-10078, 2021-10203, 2021-10258

Docs: /app-store-connect/api, /xcode/diagnosing-issues-using-crash-reports-and-device-logs