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go-dependency-analyzer

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Analyzes Go dependencies to determine usage in production code, what functionality is used, and where it's located. Use when user asks "verify where we use [dependency]", "is [dependency] used in production", "analyze dependency [name]", "what uses [package]", "dependency analysis", mentions CVE numbers, security vulnerabilities, or needs to understand dependency impact for triage, upgrades, or removal decisions.

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Go Dependency Analyzer

Analyzes Go dependencies to determine production impact, used functionality, and code locations. Supports CVE triage, security issue assignment, dependency upgrade decisions, and understanding what would break if a dependency is removed or changed.

When to Use This Skill

ALWAYS use this skill when the user asks ANY question about Go dependencies:

  • "Why do we need [dependency]?"
  • "What uses [package/module]?"
  • "Is [dependency] used in production?"
  • "Where is [dependency] imported?"
  • "Should we upgrade [dependency]?"
  • "What would break if we remove [dependency]?"
  • "Analyze [dependency]"
  • "Check [dependency] for CVE-XXXXX"
  • "Verify dependency usage for [security issue]"
  • "Which team owns [dependency]?"

Trigger on:

  • Dependency names (e.g., "pgx", "zap", "docker/distribution")
  • Module paths (e.g., "github.com/jackc/pgx/v5")
  • CVE numbers (e.g., "CVE-2024-12345")
  • Security vulnerability discussions
  • Dependency upgrade/removal decisions
  • Questions about Go packages in go.mod

If the user mentions a Go dependency name or asks about usage/impact of any package, invoke this skill immediately before attempting manual analysis.

Key Features

  • Branching Workflow: Automatically detects direct vs transitive dependencies and uses appropriate analysis path
  • Wrapper Pattern Detection: Identifies when dependencies are wrapped by internal packages (e.g., zap via pkg/logging)
  • goda Visualization: Mandatory dependency tree visualization for understanding import chains
  • Transitive Chain Analysis: Shows full dependency path: Our code → Intermediate → Dependency
  • Replace Directive Tracking: Detects StackRox forks and version gaps
  • go mod why Integration: Includes dependency justification in all reports

Prerequisites

This skill requires the goda tool for dependency graph visualization. Install it with:

go install github.com/loov/goda@latest

Instructions

Step 1: Identify the Dependency

When given a dependency name, CVE, or package:

  1. Extract the Go module path (e.g., github.com/jackc/pgx/v5)
  2. If given a CVE number, search for the affected package name first
  3. Normalize the module path (handle version suffixes like /v2, /v5)
  4. Accept partial names (e.g., "pgx" → find full path github.com/jackc/pgx/v5)

Step 2: Check Dependency Presence & Type

IMPORTANT: Work in current directory - do not change directories (respects git worktrees).

Pre-flight check:

# Verify go.mod exists in current directory
test -f go.mod || { echo "ERROR: go.mod not found. Run this skill from the Go module root directory."; exit 1; }

Run these commands in parallel:

# Check if dependency is in go.mod (direct or indirect)
grep "module-name" go.mod

# Check for replace directives (StackRox forks)
grep "module-name" go.mod | grep "=>"

# Check if indirect
grep "module-name" go.mod | grep "// indirect"

Multi-module Workspace Note: StackRox uses a single root go.mod (monorepo). This skill analyzes only the root go.mod.

Tool vs Production Dependencies:

  • Dependencies used only by /tools/, /scripts/, build infrastructure: Lower CVE priority (not shipped)
  • Dependencies in /central/, /sensor/, /scanner/, /roxctl/, /operator/: Higher CVE priority (production code)
  • If dependency appears only in tool build files, include this in status classification

If NOT found: Respond immediately that the dependency is not used - issue can be closed.

If replaced: Note the fork/replacement in analysis (e.g., go.uber.org/zap => github.com/stackrox/zap).

CRITICAL DECISION POINT:

A dependency can be BOTH direct and indirect (imported directly by some packages, pulled transitively by others).

Check if dependency is marked // indirect:

  • If YES (only indirect): Follow Step 2A: Transitive Dependency Analysis Path
  • If NO (direct, or both direct+indirect): Follow Step 3: Direct Dependency Analysis Path

Note: If go mod why shows direct import paths AND the dependency is marked // indirect, it means the dependency is used both ways - report this in the analysis.

Step 2A: Transitive Dependency Analysis Path

ONLY use this path for indirect dependencies.

# Show why this transitive dependency is needed
go mod why -m module-name

# Show full dependency chain using go mod graph
go mod graph | grep "module-name"

# Visualize what pulls this dependency
goda graph "reach(./..., module-name)" | head -30

Analysis for transitive dependencies:

  1. Identify the chain: Who pulls this dependency?

    • Format: Our package → Intermediate package → module-name
    • Example: central/externalbackups → cloud.google.com/go/storage → protoc-gen-validate
  2. Check if we use the intermediate package:

    # Production usage (excludes test files)
    grep -r "intermediate-package" --include="*.go" --exclude-dir=vendor --exclude-dir=test --exclude="*_test.go" | wc -l
    
    # Test-only usage
    grep -r "intermediate-package" --include="*_test.go" --exclude-dir=vendor | wc -l
    

    Test-Only Transitive Dependencies:

    • If intermediate package is only imported in *_test.go files, the transitive dependency is test-only
    • Test-only transitive dependencies have lower CVE priority (not in shipped binaries)
    • Include "TEST INFRASTRUCTURE ONLY" in status if applicable
    • For CVE triage: Test-only transitive dependencies can usually be deferred unless critical
  3. Report format for transitive:

    ## Dependency Analysis: [Module Name] (TRANSITIVE)
    
    **Status:** TRANSITIVE ONLY - Not directly used
    
    **Dependency Chain:**
    

    Our code ↓ imports [intermediate package] ↓ depends on [module-name] v[version]

    
    **Why it exists:**
    - [Explain what intermediate package needs it for]
    - Used by: [List our files using intermediate package]
    
    **Action:**
    - No direct maintenance needed under normal circumstances
    - Updated automatically when [intermediate package] updates
    - Monitor for security issues but typically lower priority (transitive)
    
    **When to Proactively Bump Indirect Dependencies:**
    - **Critical CVE** in transitive dependency AND intermediate package hasn't updated within reasonable timeframe (e.g., 30 days after CVE disclosure)
    - **High severity** with known exploits and production impact through intermediate package
    - **Workaround:** Can add explicit `require` in go.mod to force minimum version, but this:
      - Creates maintenance burden (must track when intermediate updates)
      - May conflict with intermediate's version constraints
      - Should be temporary until intermediate package updates
    - **Preferred approach:** File issue/PR with intermediate package maintainers for faster upstream fix
    

SKIP to Step 7 (Generate Report) after transitive analysis.

Step 3: Direct Dependency Analysis Path

ONLY use this path for direct dependencies (not marked // indirect).

# Confirm it's direct
go list -m module-name

# MANDATORY: Show why dependency is needed
go mod why -m module-name

# Visualize dependency graph with goda
goda graph "reach(./..., module-name)" | head -30

# Check how many packages use it
goda list "reach(./..., module-name)" | cut -d: -f1 | sort -u | wc -l

Why Both Tools Are Needed:

go mod why -m module-name (MANDATORY):

  • Shows ONE import path from our code to the dependency
  • Limitation: If multiple packages import the dependency, only shows first path found
  • Use for: Dependency justification, "why does this exist in go.mod"

goda graph "reach(./..., module-name)" (COMPREHENSIVE):

  • Shows ALL import paths and the complete dependency tree
  • Identifies all packages that transitively depend on the module
  • Use for: Full impact analysis, finding all usage locations
  • Complements go mod why by revealing paths go mod why misses

Example scenario:

  • go mod why shows: central/auth → module-name
  • goda reveals additional paths: sensor/detector → module-name, roxctl/cli → module-name
  • Without goda, you'd miss sensor and roxctl usage

Both tools are required for complete analysis.

Handling "does not need" Output:

If go mod why returns "(main module does not need module)" despite the dependency appearing in go.mod without // indirect:

  • This indicates stale go.mod (dependency removed from code but not tidied) OR build-tag-excluded imports
  • Document this in the report as: "Listed in go.mod but go mod why reports 'does not need' - likely stale entry or build-tag-excluded import"
  • Recommend running go mod tidy to clean up go.mod
  • Still analyze with goda to check for any actual usage

Analysis:

  • Direct dependency: We explicitly import it
  • go mod why output: MANDATORY - include in final report
  • goda visualization: Shows which of our packages import it

Step 4: Find Actual Usage Locations (Direct Dependencies Only)

Check for wrapper pattern: Some dependencies are wrapped by pkg/ packages (e.g., zap via pkg/logging). If wrapped, count BOTH direct imports AND wrapper usage.

# Find direct imports
grep -r '"module-name' --include="*.go" --exclude-dir=vendor | cut -d: -f1 | sort -u | head -20
goda list "reach(./..., module-name)" | head -30

# Separate production vs test
grep -r '"module-name' --include="*.go" --exclude="*_test.go" --exclude-dir=vendor --exclude-dir=test | wc -l
grep -r '"module-name' --include="*_test.go" --exclude-dir=vendor | wc -l

# If wrapper detected in pkg/, count wrapper users too
grep -r 'pkg/wrapper"' --include="*.go" --exclude="*_test.go" --exclude-dir=vendor --exclude-dir=test | wc -l

Step 5: Analyze Used Functionality (Direct Dependencies Only)

Use gopls MCP tools (mcp__gopls__go_search, mcp__gopls__go_symbol_references) or grep to find specific function usage:

# Search for vulnerable functions mentioned in CVE
grep -r "FunctionName" --include="*.go" --exclude-dir=vendor | head -20

Note: GitNexus hooks may auto-provide symbol context if available.

Step 6: Determine Production Impact

Production code if:

  • Used in *.go files (not *_test.go)
  • Not in /test/, /qa-tests-backend/, /tools/ directories
  • Imported by main application packages (/central/, /sensor/, /scanner/, /roxctl/)

Non-production if:

  • Only in *_test.go files
  • Only in /qa-tests-backend/, /tools/, /scripts/
  • Only transitive through test dependencies

Step 7: Generate Analysis Report

For DIRECT dependencies:

## Dependency Analysis: [Dependency Name or CVE-ID]

**Dependency:** module-path v[version]
**Status:** USED IN PRODUCTION | USED IN TESTS ONLY | WRAPPER PATTERN

**Usage Summary:**
- Direct dependency: YES
- Production code files: [count] files (direct imports)
- Wrapper pattern: [if applicable: "+ [count] files via pkg/wrapper"]
- Test code files: [count] files
- Primary components: [list: central, sensor, scanner, roxctl, etc.]

**Why Needed (go mod why):**

[MANDATORY: Include go mod why -m output here] github.com/stackrox/rox/path/to/package imports github.com/example/dependency


**Specific Functionality Used:**
- [List actual functions/types imported and used]
- CVE affects: [specific function from CVE if applicable]
- We use: [functions we actually call]

**Replace Directive:**
- Original: [module path if replaced]
- Fork/Replace: [replacement path from go.mod]
- Version Gap: [if fork behind: "Fork at v1.18, upstream at v1.27"]
- Reason: [if known, note why fork exists - check commit history]

**Locations:**
[List key files with line numbers where possible]
- central/path/file.go:123 - uses QueryRow()
- sensor/pkg/file.go:456 - uses Connect()

[If wrapper pattern detected:]
**Wrapper Usage:**
- Wrapped by: pkg/wrapper-name
- Components using wrapper: [list]
- Total indirect users: [count] files

**Team Assignment:**
[Team name(s) from CODEOWNERS based on component usage]

For TRANSITIVE dependencies (from Step 2A):

## Dependency Analysis: [Dependency Name] (TRANSITIVE)

**Dependency:** module-path v[version]
**Status:** TRANSITIVE ONLY - Not directly imported

**Dependency Chain:**

Our code (StackRox) ↓ imports [intermediate-package] v[version] ↓ depends on [module-name] v[version]


**Why It Exists:**
[From go mod why output - explain the chain]

**Our Usage of Intermediate Package:**
- We import: [intermediate-package]
- Used in: [count] production files
- Components: [list components using intermediate]
- Files: [list key files]

**What Intermediate Uses It For:**
- [Brief explanation - e.g., "GCS SDK uses it for proto validation"]
- [CVE impact: "If CVE affects this, check if intermediate is vulnerable"]

**Team Assignment:**
N/A - Transitive dependency managed via [intermediate-package] updates
[If CVE with production impact: assign to team(s) from CODEOWNERS owning files that use the intermediate package]

Examples

Example 1: Direct production dependency

User: "Verify where we use pgx dependency for CVE-2024-12345"

Actions:

  1. Search go.mod: grep pgx go.mod → Found: github.com/jackc/pgx/v5 v5.4.0
  2. Check usage: grep -r "jackc/pgx" --include="*.go" --exclude-dir=vendor --exclude-dir=test
  3. Use gopls: mcp__gopls__go_search with query "pgx"
  4. Analyze files: Found in central/database/postgres/store.go
  5. Check functions: grep -r "QueryRow\|Query\|Exec" central/database/postgres/

Result:

## CVE-2024-12345 Analysis: pgx SQL Injection

**Status:** USED IN PRODUCTION - HIGH PRIORITY

**Usage Summary:**
- Direct dependency: YES
- Production files: 23 files in central/
- Test files: 45 files
- Primary components: Central (PostgreSQL storage layer)

**Functionality Used:**
- CVE affects: pgx.QueryRow() with string concatenation
- We use: pgx.Query(), pgx.Exec(), pgx.QueryRow() - VULNERABLE

**Locations:**
- central/database/postgres/store.go:234 - uses QueryRow()
- central/database/postgres/migration.go:89 - uses Exec()

**Team Assignment:**
@stackrox/core-workflows (from CODEOWNERS: `pkg/postgres/**/*` and `migrator/**/*`)

Example 2: Test-only dependency

User: "Is testify/assert used in production for CVE-2024-99999?"

Actions:

  1. grep testify go.mod → Found as indirect
  2. grep -r "testify/assert" --include="*.go" --exclude="*_test.go" --exclude-dir=vendor --exclude-dir=test → No results
  3. grep -r "testify/assert" --include="*_test.go" → 500+ files

Result:

## CVE-2024-99999 Analysis: testify

**Status:** TEST CODE ONLY - LOW PRIORITY

**Usage Summary:**
- Direct dependency: NO (indirect via test dependencies)
- Production files: 0 files
- Test files: 500+ files
- Primary components: Test infrastructure only

**Team Assignment:**
N/A - Test-only transitive dependency (not production-critical)

Example 3: Multiple dependency analysis

User: "Check pgx, docker, and zap dependencies"

Actions:

  1. Run grep searches in parallel for all three in go.mod
  2. Detect replace directives: grep "zap.*=>" go.mod
  3. Count files for each dependency
  4. Identify components using each
  5. Create summary table

Result:

## Multi-Dependency Analysis

### Summary Table

| Dependency | Version | Status | Production Files | Components | Priority |
|------------|---------|--------|------------------|------------|----------|
| **pgx** | v5.9.2 | Direct | 155 | Central, Scanner, Migrator | CRITICAL |
| **docker/distribution** | v2.8.3 | Direct | 3 | pkg/registries | Medium |
| **zap** | v1.18.2 (fork) | Direct | 7 | pkg/logging, operator | CRITICAL |

Example 4: Transitive dependency (test infrastructure)

User: "Check CVE-2024-11111 in protoc-gen-validate"

Actions:

  1. Search go.mod: grep protoc-gen-validate go.mod → Found: github.com/envoyproxy/protoc-gen-validate v0.10.1 // indirect
  2. Run go mod why: Shows dependency chain via cloud.google.com/go/storage
  3. Check intermediate usage: grep -r "cloud.google.com/go/storage" --include="*.go" --exclude="*_test.go" --exclude-dir=vendor --exclude-dir=test → 0 results
  4. Check test usage: grep -r "cloud.google.com/go/storage" --include="*_test.go" → 15 files in central/externalbackups/
  5. Run go mod graph | grep protoc-gen-validate to see full chain

Result:

## CVE-2024-11111 Analysis: protoc-gen-validate (TRANSITIVE)

**Dependency:** github.com/envoyproxy/protoc-gen-validate v0.10.1
**Status:** TRANSITIVE ONLY - TEST INFRASTRUCTURE ONLY

**Dependency Chain:**

StackRox test code ↓ imports (test files only) cloud.google.com/go/storage v1.30.1 ↓ depends on github.com/envoyproxy/protoc-gen-validate v0.10.1


**Why It Exists:**
GCS SDK (cloud.google.com/go/storage) uses protoc-gen-validate for protocol buffer validation.
We import GCS SDK only in test code for external backup testing.

**Our Usage of Intermediate Package:**
- We import: cloud.google.com/go/storage
- Used in: 0 production files, 15 test files
- Components: central/externalbackups (test infrastructure only)
- Files: central/externalbackups/gcs_test.go, central/externalbackups/s3_test.go

**What Intermediate Uses It For:**
- GCS SDK uses it for proto validation in API responses
- CVE impact: Only affects test execution, not shipped binaries

**Action:**
- No direct maintenance needed under normal circumstances
- Test-only transitive dependency - lower CVE priority
- Updated automatically when cloud.google.com/go/storage updates
- For critical CVEs: Consider fixing in upstream GCS SDK or upgrading GCS SDK version

**Team Assignment:**
N/A - Test-only transitive dependency (low priority)
If fix needed: @stackrox/core-workflows (owns central/externalbackups tests)

Example 5: Replace directive (StackRox fork)

User: "Analyze github.com/hashicorp/consul/api dependency for CVE-2024-22222"

Actions:

  1. Search go.mod: grep consul go.mod → Found with replace directive
  2. Check replace: grep "consul.*=>" go.mod → github.com/hashicorp/consul/api => github.com/stackrox/consul v1.15.3-0.20240215
  3. Check versions: Upstream at v1.18.0, fork at v1.15.3 (3 minor versions behind)
  4. Find usage: grep -r "consul/api" --include="*.go" --exclude="*_test.go" --exclude-dir=vendor --exclude-dir=test → 12 files in sensor/kubernetes/
  5. Run go mod why -m github.com/hashicorp/consul/api
  6. Check StackRox fork repo for reason: Security patches backported from v1.18.0

Result:

## CVE-2024-22222 Analysis: Consul API

**Dependency:** github.com/hashicorp/consul/api v1.18.0 (replaced)
**Status:** USED IN PRODUCTION - FORK WITH SECURITY PATCHES

**Usage Summary:**
- Direct dependency: YES (with StackRox fork)
- Production files: 12 files in sensor/kubernetes/
- Test files: 8 files
- Primary components: Sensor (service discovery)

**Why Needed (go mod why):**

github.com/stackrox/rox/sensor/kubernetes/localscanner imports github.com/hashicorp/consul/api


**Replace Directive:**
- Original: github.com/hashicorp/consul/api v1.18.0
- Fork/Replace: github.com/stackrox/consul v1.15.3-0.20240215134248
- Version Gap: Fork at v1.15.3, upstream at v1.18.0 (3 minor versions behind)
- Reason: CVE-2023-XXXXX security patches backported to v1.15.3 (check stackrox/consul repo commits)

**CVE Analysis:**
- CVE affects: v1.15.0-v1.17.2 in ConsulClient.Query()
- StackRox fork status: Patch applied in fork commit abc123 (2024-02-15)
- **ALREADY PATCHED** - StackRox fork includes fix despite version gap

**Specific Functionality Used:**
- sensor/kubernetes/localscanner/discovery.go:45 - ConsulClient.Health()
- sensor/kubernetes/localscanner/watcher.go:89 - ConsulClient.Query()
- CVE affects Query() - **WE USE THIS FUNCTION** but fork is patched

**Locations:**
- sensor/kubernetes/localscanner/discovery.go:45
- sensor/kubernetes/localscanner/watcher.go:89
- sensor/kubernetes/localscanner/config.go:23

**Team Assignment:**
@stackrox/sensor-team (from CODEOWNERS: `sensor/**/*`)

**Recommendation:**
No immediate action needed - fork already contains security patches.
Consider syncing fork to v1.18.0+ to reduce version gap and maintenance burden.

Example 6: Wrapper pattern (infrastructure library)

User: "Who needs zap logger?"

Actions:

  1. Check go.mod: grep zap go.mod → Found with replace directive
  2. Check indirect: grep zap go.mod | grep indirect → NO, it's direct
  3. Find direct imports: grep -r '"go.uber.org/zap"' --include="*.go" --exclude-dir=vendor --exclude-dir=test → Only 7 files
  4. Detect wrapper: All 7 files in pkg/logging/
  5. Count wrapper usage: grep -r 'pkg/logging"' --include="*.go" --exclude-dir=vendor --exclude-dir=test → 563 files!
  6. Run go mod why -m go.uber.org/zap

Result:

## Dependency Analysis: Zap Logger

**Dependency:** go.uber.org/zap v1.27.1
**Status:** WRAPPER PATTERN - Used via pkg/logging

**Usage Summary:**
- Direct dependency: YES (with StackRox fork)
- Direct zap imports: 7 files (all in pkg/logging infrastructure)
- Wrapper pattern: + 563 files via pkg/logging
- Primary components: ALL (Central, Sensor, Scanner, Operator, Migrator, roxctl, Compliance)

**Why Needed (go mod why):**

github.com/stackrox/rox/pkg/logging imports go.uber.org/zap


**Replace Directive:**
- Original: go.uber.org/zap v1.27.1
- Fork/Replace: github.com/stackrox/zap v1.18.2-0.20240314134248-5f932edd0404
- Version Gap: Fork at v1.18.2, upstream at v1.27.1 (9 minor versions behind)
- Reason: StackRox-specific customizations (check stackrox/zap repo)

**Wrapper Usage:**
- Wrapped by: pkg/logging
- Components using wrapper: Central (100+ files), Sensor (80+ files), ALL other components
- Architecture: All platform logging flows through pkg/logging → zap

**Team Assignment:**
From CODEOWNERS: Multiple teams own components using logging.
Primary: Team owning `pkg/logging` wrapper.
Impact: ALL TEAMS (critical infrastructure)

Troubleshooting

Error: "goda: command not found"

Cause: goda not installed

Solution:

go install github.com/loov/goda@latest

Error: "gopls not responding"

Cause: Large codebase, gopls indexing

Solution:

  • Fall back to grep-based analysis
  • Use go list and go mod why instead
  • Wait for gopls initialization to complete

Module path variations

Problem: Package imported as pgx/v5 but searching for pgx

Solution:

  • Search for base package name: grep "pgx" (case-sensitive - Go module paths distinguish github.com/Foo vs github.com/foo)
  • Include version suffix: grep "pgx/v[0-9]"
  • Use go list: go list -m all | grep pgx

Replace directives (forks)

Problem: go.mod shows one version but code uses a fork

Example:

go.uber.org/zap v1.27.1
go.uber.org/zap => github.com/stackrox/zap v1.18.2

Solution:

  • Always check for replace: grep "module-name.*=>" go.mod
  • Report BOTH versions in analysis
  • Note version differences (upstream 1.27.1 vs fork 1.18.2)
  • Investigate why fork exists (security patch, features, etc.)
  • Consider: Should we sync with upstream?

Impact:

  • Actual version used: The replacement version (v1.18.2)
  • Declared version: What appears without replace (v1.27.1)
  • CVEs may reference declared version but fork may have fix

Too many results

Problem: Common package name matches everywhere

Solution:

  • Use full import path: grep "github.com/jackc/pgx/v5"
  • Limit to specific directories: grep -r "pgx" central/ sensor/
  • Use goda with specific scope: goda list "reach(./central/..., pgx)"

Uncertain about production vs test

Quick verification:

# Check directory structure
ls -la path/to/file.go  # Is it in /test/ or /qa-tests-backend/?

# Check imports
head -20 path/to/file.go  # Does it import testing packages?

# Check build tags
grep "//go:build" path/to/file.go  # Build constraints?

Working in git worktrees

Symptom: Commands failing or analyzing wrong repository

Cause: Skill working in different directory than expected

Solution:

  • The skill ALWAYS works in your current directory
  • Do NOT change directories with cd commands
  • If you need to analyze the main repo from a worktree, use absolute paths:
    grep "module-name" /path/to/main/repo/go.mod
    
  • Use git worktree list to see all worktrees
  • Use pwd to confirm current directory before analysis

Best practice: Stay in current worktree, analyze current go.mod

Component to Team Mapping

When assigning issues, consult .github/CODEOWNERS to determine team ownership based on the files/directories where the dependency is used.

How to use CODEOWNERS:

  1. Identify which files/directories use the dependency (from your analysis)
  2. Read .github/CODEOWNERS to find matching patterns
  3. The LAST matching line wins (CODEOWNERS rule)
  4. Assign to the team(s) listed for those patterns

Multi-team dependencies: If used across multiple components with different owners, list all affected teams.

Performance Notes

  • Run grep searches in parallel when possible
  • Use --include="*.go" to avoid searching binaries
  • Use --exclude-dir=vendor to skip vendored code
  • For large repos, limit scope: ./central/... instead of ./...
  • Cache go mod graph output if analyzing multiple dependencies
  • When analyzing multiple dependencies, batch the go.mod greps in one message