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Compares two `tuist generate` runs to identify cache hit rate changes and root-cause analysis of cache invalidation. Can be invoked with generation IDs, dashboard URLs, or branch names.

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$ npx -y skills add tuist/tuist --skill compare-generations --agent claude-code

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  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
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  • Slash command/compare-generations

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Compares two `tuist generate` runs to identify cache hit rate changes and root-cause analysis of cache invalidation. Can be invoked with generation IDs, dashboard URLs, or branch names.

SKILL.md

compare-generations.SKILL.md
name: compare-generations
description: Compares two `tuist generate` runs to identify cache hit rate changes and root-cause analysis of cache invalidation. Can be invoked with generation IDs, dashboard URLs, or branch names.

Compare Generations

Quick Start

You'll typically receive two generation identifiers. Follow these steps:

1. Run `tuist generate list --json` to find generations on each branch. 2. Run `tuist generate show <id> --json` for both base and head generations. 3. Compare duration, status, and cache hit rates. 4. Summarize cache changes with root cause analysis.

Step 1: Resolve Generations

If base/head are generation IDs or dashboard URLs

Fetch each directly:

tuist generate show <base-id> --json
tuist generate show <head-id> --json

If base/head are branch names

List recent generations on each branch:

tuist generate list --git-branch <base-branch> --json --page-size 1
tuist generate list --git-branch <head-branch> --json --page-size 1

Then fetch full details with `tuist generate show <id> --json`.

Defaults

  • If no base is provided, use the project's default branch (usually `main`).
  • If no head is provided, detect the current git branch.

Step 2: Compare Top-Level Metrics

After fetching both generations, compare:

| Metric | What to check | |---|---| | `duration` | Flag if head is >10% slower | | `status` | Flag if base succeeded but head failed | | `cacheable_targets` | Note if target count changed | | `local_cache_target_hits` | Compare local hit counts | | `remote_cache_target_hits` | Compare remote hit counts | | `is_ci` | Note if one is CI and the other local |

Compute cache hit rates:

  • Base: `(local_hits + remote_hits) / cacheable_targets * 100`
  • Head: same formula
  • Delta: `head_rate - base_rate`

Step 3: Analyze Cache Invalidation

If cache hit rate dropped, the key question is: **which target(s) caused the invalidation cascade?**

Cache invalidation typically works like this: 1. A "root cause" target has a direct change (source file modified, build setting changed, etc.) 2. All targets that depend on the root cause target also get invalidated because their `dependencies` hash changes. 3. This cascade can invalidate many targets from a single root change.

Identifying root cause targets

Without the module cache target detail endpoint (available via MCP), use these heuristics:

1. Check `git diff` between the base and head commits to see which files changed. 2. Map changed files to their Tuist targets/modules. 3. Targets with direct source changes are likely root causes. 4. Targets that only changed due to dependency hash cascading are secondary invalidations.

Common root causes of cache invalidation

| Cause | Description | |---|---| | Source changes | Files in the target's source directory were modified | | Resource changes | Assets, XIBs, storyboards, or other resources changed | | Build settings | Target or project build settings were modified | | Dependency changes | An external dependency version changed | | Info.plist changes | The target's Info.plist was modified | | Entitlements changes | The entitlements file was modified | | Deployment target | The minimum deployment target changed | | Headers | Public or project headers changed | | Project settings | Shared project-level settings changed |

Step 4: Assess Impact

Categorize the cache invalidation:

  • **Expected**: Source files were intentionally changed, causing expected cache misses.
  • **Unexpected**: No source changes but cache was invalidated (build settings, Xcode version, etc.).
  • **Cascade**: A small change invalidated many downstream targets.

Summary Format

Produce a summary with:

1. **Overall verdict**: Cache hit rate improved, regressed, or stable. 2. **Cache hit rate**: Base rate vs head rate with delta. 3. **Duration**: Absolute and percentage change. 4. **Root cause targets**: Which targets had direct changes. 5. **Cascade impact**: How many targets were invalidated due to dependency cascading. 6. **Recommendations**: How to minimize cache invalidation.

Example:

Generation Comparison: base (gen-123 on main) vs head (gen-456 on feature-x)

Duration: 12.5s -> 28.3s (+126%) -- REGRESSION
Cache hit rate: 92% (46/50) -> 64% (32/50) (-28%) -- REGRESSION
Status: success -> success

Root cause: FoundationModule had source changes (3 files modified).
This cascaded to 14 downstream targets that depend on FoundationModule.

Cache invalidation breakdown:
- Direct changes: FoundationModule (sources changed)
- Cascade: NetworkModule, AuthModule, UIModule, + 11 others (dependency hash changed)

Recommendations:
- Consider splitting FoundationModule into smaller modules to reduce cascade impact
- The 14 cascaded targets could benefit from more granular dependency declarations
- If FoundationModule changes frequently, consider interface/implementation module splitting

Done Checklist

  • Resolved both base and head generations
  • Compared duration and cache hit rates
  • Identified root cause targets for cache invalidation
  • Analyzed cascade impact
  • Provided actionable recommendations for reducing cache misses
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