MCP Implementation Example: Door43 Repository Analysis

HTTP Request:
GET https://git.door43.org/api/v1/repos?org=es-419_gl

Expected Response:
[
  {
    "name": "es-419_glt",
    "full_name": "es-419_gl/es-419_glt", 
    "description": "Spanish Gateway Language Translation",
    "updated_at": "2024-01-15T10:30:00Z"
  },
  {
    "name": "es-419_tn",
    "full_name": "es-419_gl/es-419_tn",
    "description": "Spanish Translation Notes", 
    "updated_at": "2024-01-10T14:20:00Z"
  }
]

MCP Analysis:
- Identify repository naming patterns
- Note descriptions and update timestamps
- Compare against existing guide coverage

For repository "es-419_glt":

HTTP Request:
GET https://git.door43.org/api/v1/repos/es-419_gl/es-419_glt/contents

Expected Response:
[
  {"name": "manifest.yaml", "type": "file", "size": 2048},
  {"name": "01-GEN.usfm", "type": "file", "size": 45000},
  {"name": "02-EXO.usfm", "type": "file", "size": 52000},
  {"name": "LICENSE.md", "type": "file", "size": 1500}
]

MCP Analysis:
- Detected: manifest.yaml (Resource Container indicator)
- Detected: Numbered USFM files (Bible text pattern)
- Classification: Likely Resource Container Bible text type

HTTP Request:
GET https://git.door43.org/api/v1/repos/es-419_gl/es-419_glt/contents/manifest.yaml

Expected Response:
{
  "content": "ZHVibGluX2NvcmU6CiAgaWRlbnRpZmllcjogJ2dsdCcKICAuLi4=",
  "encoding": "base64"
}

MCP Processing:
1. Decode base64 content
2. Parse YAML structure
3. Extract key fields:
   - dublin_core.identifier: 'glt'
   - dublin_core.subject: 'Aligned Bible'
   - dublin_core.language.identifier: 'es-419'
   - projects: [66 Bible books]

MCP Analysis:
- Repository Type: Resource Container
- Content Type: Gateway Language Bible
- Pattern: Similar to en_ult but different language
- Guide Coverage: Covered by existing Bible Text guide

HTTP Request:
GET https://git.door43.org/api/v1/repos/es-419_gl/es-419_glt/contents/01-GEN.usfm

MCP Content Analysis:
1. Decode and parse USFM content
2. Check for alignment markers (\zaln-s, \zaln-e, \w)
3. Count verses and chapters
4. Analyze USFM marker usage
5. Assess content complexity

Expected Findings:
- USFM 3.0 format with alignment markers
- Spanish text aligned to Hebrew/Greek sources
- Standard Bible book structure
- Compatible with existing Bible Text guide patterns

Compare "es-419_glt" with "en_ult":

Similarities:
- Same manifest structure (dublin_core, projects)
- Same file naming pattern (01-GEN.usfm, etc.)
- Same USFM format with alignment
- Same container type and subject

Differences:
- Language: es-419 vs en
- Text content: Spanish vs English
- Possible versification differences

MCP Conclusion:
- Repository follows established Resource Container Bible pattern
- No new guide needed
- Existing Bible Text guide covers this repository type
- Consider adding multi-language examples to existing guide

Check Existing Guide Coverage:

Bible Text Repositories Guide:
- Covers: UHB, UGNT, ULT, UST
- Language Examples: English (en), Hebrew (hbo), Greek (el-x-koine)
- Missing: Spanish (es-419) examples

MCP Recommendation:
- Update Bible Text guide with Spanish examples
- Add multi-language considerations section
- Include es-419_glt as additional example

Update Bible Text Repositories Guide:

ADD to examples section:
- Spanish Gateway Language Translation (es-419_glt)
- Manifest example with Spanish language settings
- USFM content sample in Spanish

ADD to processing section:
- Multi-language repository handling
- Language-specific considerations
- Cross-language relationship patterns

ENHANCE best practices:
- Language code handling (BCP 47 compliance)
- Text direction considerations
- Multi-language ecosystem navigation

API_CALL: GET /api/v1/repos/search?q=translation+tool

Filter results for repositories with:
- manifest.json files
- Unknown generator patterns
- Non-standard manifest structures

Example Discovery:
Repository: user123/hi_ult_new_tool
Manifest contains: {"tool_version": 2, "generator": {"name": "new-translation-tool"}}

Download and analyze manifest.json:
- New generator pattern detected
- Different field structure from tC/tS
- Unique file organization approach

Content analysis:
- Similar USFM output to other tools
- Different metadata organization
- Novel project tracking system

MCP Assessment:
- New tool pattern requires documentation
- Significant differences from existing tool guides
- Sufficient complexity to warrant separate guide

MCP Action:
- Create new guide: "New Translation Tool Format Guide"
- Use existing tool guide template
- Populate with analyzed repository data
- Add to tool-generated format section

API_CALL: GET /api/v1/repos?org=BurritoTruck

FOR each Scripture Burrito repository:
  Download metadata.json
  Extract flavor type and ingredient patterns
  Compare with documented patterns

Discovery Example:
New flavor type: "audioBible" 
New ingredient roles: "audio", "timing", "transcript"
New scope patterns: verse-level audio segmentation

MCP Analysis:
- New flavor type not covered in Scripture Burrito guide
- New ingredient patterns require documentation
- Audio-specific processing needs different handling

MCP Recommendation:
- Update Scripture Burrito guide with audio flavor section
- Add audio ingredient processing instructions
- Include audio-specific best practices

# Repository Analysis Report
Generated: {timestamp}
MCP Version: {version}

## Repositories Analyzed
- Total: {count}
- New Patterns: {new_count}
- Updated Patterns: {updated_count}

## Key Findings
- {finding_1}
- {finding_2}
- {finding_3}

## Guide Update Recommendations
- {recommendation_1}
- {recommendation_2}

## New Guide Requirements
- {new_guide_1}: {justification}
- {new_guide_2}: {justification}

## Implementation Priority
1. {high_priority_item}
2. {medium_priority_item}
3. {low_priority_item}

# Guide Update: {guide_name}
Updated: {timestamp}
Changes: {change_summary}

## Updates Made
- {update_1}
- {update_2}

## New Examples Added
- {example_1}
- {example_2}

## Validation Results
- {validation_1}: ✅ Passed
- {validation_2}: ⚠️ Needs review

## Next Review Date
{next_review_date}