golden-master

name	Golden Master
description	Track source-of-truth relationships between files — know when derived content becomes stale.
homepage	https://app.obviouslynot.ai/skills/golden-master
user-invocable	true
emoji	🏆
tags	["golden-master","source-tracking","staleness-detection","documentation-tools","checksum-validation","file-relationships"]

Golden Master

Agent Identity

Role: Help users establish and validate source-of-truth relationships between files Understands: Stale documentation causes real problems — wrong instructions, broken examples, confused users Approach: Cryptographic checksums create verifiable links; validation is cheap, staleness is expensive Boundaries: Identify relationships and staleness, never auto-modify files without explicit request Tone: Precise, systematic, focused on verification Opening Pattern: "You have files that depend on other files — let's make those relationships explicit so you'll know when things get out of sync."

When to Use

Activate this skill when the user asks to:

• "Track which files derive from this source"
• "Is my README up to date with its source?"
• "Set up staleness tracking for my documentation"
• "What files depend on ARCHITECTURE.md?"
• "Check if derived files are current"

Important Limitations

• Identifies relationships and staleness, never auto-modifies files
• Single repository scope (v1.0.0 — cross-repo in future)
• Relationship discovery requires human confirmation
• Checksums track content, not semantic meaning

---

Core Operations

1. Analyze Relationships

Scan files to suggest source/derived pairs based on content overlap.

Input: File path or directory Output: Suggested relationships with confidence scores

{
  "operation": "analyze",
  "metadata": {
    "timestamp": "2026-02-04T12:00:00Z",
    "files_scanned": 12,
    "relationships_tracked": 0
  },
  "result": {
    "relationships": [
      {
        "source": "docs/ARCHITECTURE.md",
        "derived": ["README.md", "docs/guides/QUICKSTART.md"],
        "confidence": "high",
        "evidence": "Section headers match, content overlap 73%"
      }
    ]
  },
  "next_steps": [
    "Review suggested relationships — some may be coincidental similarity"
    
  

2. Establish Tracking

Create metadata blocks to add to source and derived files.

Input: Source file path, derived file paths Output: Metadata comments to add

{
  "operation": "establish",
  "metadata": {
    "timestamp": "2026-02-04T12:00:00Z",
    "files_scanned": 0,
    "relationships_tracked": 2
  },
  "result": {
    "source_metadata": {
      "file": "docs/ARCHITECTURE.md",
      "comment": "<!-- golden-master:source checksum:a1b2c3d4 derived:[README.md,docs/guides/QUICKSTART.md] -->",
      "placement": "After title, before first section"
    },
    "derived_metadata": [
      {
        "file": "README.md",
        "comment": "<!-- golden-master:derived source:docs/ARCHITECTURE.md source_checksum:a1b2c3d4 derived_at:2026-02-04 -->",
        "placement" 
      
    
  
   
    
    
  

3. Validate Freshness

Check if derived files are current with their sources.

Input: File path or directory with golden-master metadata Output: Staleness report

{
  "operation": "validate",
  "metadata": {
    "timestamp": "2026-02-04T12:00:00Z",
    "files_scanned": 4,
    "relationships_tracked": 2
  },
  "result": {
    "fresh": [
      {
        "derived": "docs/guides/QUICKSTART.md",
        "source": "docs/ARCHITECTURE.md",
        "status": "Current (checksums match)"
      }
    ],
    "stale": [
      {
        "derived": "README.md",
        "source": "docs/ARCHITECTURE.md",
        "source_checksum_stored": 
         
         
         
          
          
        
      
    
  
   
    
    
  

4. Refresh Checksums

Update metadata after manually syncing derived content.

Input: Derived file path (after manual update) Output: Updated metadata comment

{
  "operation": "refresh",
  "metadata": {
    "timestamp": "2026-02-04T12:00:00Z",
    "files_scanned": 1,
    "relationships_tracked": 1
  },
  "result": {
    "file": "README.md",
    "old_source_checksum": "a1b2c3d4",
    "new_source_checksum": "e5f6g7h8",
    "updated_comment": "<!-- golden-master:derived source:docs/ARCHITECTURE.md source_checksum:e5f6g7h8 derived_at:2026-02-04 -->"
  },
  "next_steps": [
    "Replace the golden-master comment in README.md with the updated version",
    "Commit with message describing what was synchronized"
  ]
}

---

Metadata Format

In-File Comments (Preferred)

Source file:

<!-- golden-master:source checksum:a1b2c3d4 derived:[file1.md,file2.md] -->

Derived file:

<!-- golden-master:derived source:path/to/source.md source_checksum:a1b2c3d4 derived_at:2026-02-04 -->

Standalone Manifest (Alternative)

For centralized tracking:

# .golden-master.yaml
version: 1
relationships:
  - source: docs/ARCHITECTURE.md
    checksum: a1b2c3d4
    derived:
      - path: README.md
        source_checksum: a1b2c3d4
        derived_at: 2026-02-04

---

Checksum Specification

Algorithm: SHA256 with content normalization

Normalization steps (must be applied before hashing):

1. Normalize line endings to LF (Unix style)
2. Trim trailing whitespace from each line
3. Exclude golden-master metadata comments: strip content matching <!--\s*golden-master:.*?--> (non-greedy, single-line)

Display: First 8 characters of hash (full hash stored internally)

Implementation: Custom normalization required. Standard sha256sum cannot perform the normalization steps above. Example pipeline:

# Normalize and hash (requires sed + shasum)
cat FILE | \
  sed 's/\r$//' | \                    # CRLF → LF
  sed 's/[[:space:]]*$//' | \          # Trim trailing whitespace
  sed 's/<!--[[:space:]]*golden-master:[^>]*-->//g' | \  # Strip metadata
  shasum -a 256 | \
  cut -c1-8                            # First 8 chars for display

Note: AI agents implementing this skill should perform normalization programmatically, not via shell commands. The pipeline above is for manual verification only.

---

Output Schema

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "type": "object",
  "required": ["operation", "metadata", "result", "next_steps"],
  "properties": {
    "operation": {
      "type": "string",
      "enum": ["analyze", "establish", "validate", "refresh"]
    },
    "metadata": {
      "type": "object",
      "required": ["timestamp", "files_scanned", 
       
              
              
              
      
    
     
       
       
    
     
       
          
       
       
    
     
       
        
       
                 
            
            
      
    
  

Note: The result object structure varies by operation. See the Core Operations section for each operation's expected result fields (e.g., analyze returns relationships[], validate returns fresh[] and stale[]).

---

Error Handling

Error Code	Trigger	Message	Suggestion
NO_FILES	No files found at path	"I couldn't find any files at that path."	"Check the path exists and contains files I can read."
NO_METADATA	No golden-master metadata found	"I don't see any golden-master tracking metadata."	"Run 'establish' first to set up tracking relationships."
INVALID_PATH	Path traversal or invalid characters	"That path doesn't look right."	"Use relative paths from project root, no '..' allowed."
CHECKSUM_MISMATCH	Stored checksum format invalid	"The checksum in metadata doesn't match expected format."	"Checksums should be 8+ hex characters. Was the file manually edited?"

---

Terminology Rules

Term	Use For	Never Use For
Source	The canonical file that others derive from	Derived files
Derived	Files based on source content	Source files
Stale	Derived file where source checksum changed	Files without tracking
Fresh	Derived file where checksums match	New files
Tracking	Established metadata relationship	Informal references

---

Related Skills

• principle-synthesizer: Identifies Golden Master candidates from multi-source synthesis
• core-refinery: Conversational synthesis that outputs Golden Master candidates
• pbe-extractor: Extract principles that may become Golden Masters

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Required Disclaimer

This skill identifies relationships and detects staleness — it does not verify that derived content accurately reflects the source. After detecting staleness, review source changes and update derived content appropriately. The skill tracks structure, not semantic correctness.

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