MCP Task Specifications for Door43 Repository Analysis

Task Categories

This document provides specific task instructions for MCP systems to analyze different aspects of Door43 repositories and maintain comprehensive documentation.

Task 1: New Repository Type Discovery

Objective

Discover new repository types or patterns that aren't covered by existing guides.

Input Parameters

• Target Organizations: unfoldingWord, BurritoTruck, gateway language organizations
• Analysis Scope: All public repositories
• Comparison Base: Existing guide coverage

Execution Steps

Step 1: Repository Discovery

API_CALL: GET /api/v1/catalog/search?stage=prod
PURPOSE: Get all published resources for pattern analysis

API_CALL: GET /api/v1/repos?org={organization}  
PURPOSE: Get complete repository listings for each target organization

FILTER: Exclude repositories already covered in existing guides
RESULT: List of potentially new repository types

Step 2: Specification Analysis

FOR each uncovered repository:
  API_CALL: GET /api/v1/repos/{owner}/{repo}/contents
  PURPOSE: Get file listing to identify specification files
  
  API_CALL: GET /api/v1/repos/{owner}/{repo}/contents/{spec_file}
  PURPOSE: Download manifest/metadata files
  
  PARSE: specification content (YAML/JSON)
  CLASSIFY: Repository type based on specification structure
  
  IF new pattern detected:
    DOCUMENT: New repository characteristics
    RECOMMEND: Guide creation or update needed

Step 3: Pattern Recognition

ANALYZE: Cross-repository patterns in new discoveries
IDENTIFY: Common characteristics among similar repositories
COMPARE: Against existing guide patterns
DETERMINE: If new guide needed or existing guide update sufficient

OUTPUT: New repository type analysis report

Expected Outputs

• List of new repository types requiring guides
• Analysis of new patterns and characteristics
• Recommendations for guide creation or updates
• Examples of new repository structures

Task 2: Existing Guide Validation and Updates

Objective

Validate existing guides against current repository structures and update as needed.

Input Parameters

• Existing Guides: All repository format guides in docs/
• Target Repositories: Representative examples for each guide
• Validation Scope: Manifest structure, file organization, content patterns

Execution Steps

Step 1: Guide-Repository Mapping

FOR each existing guide:
  IDENTIFY: Repository types covered by guide
  SELECT: Representative repositories for validation
  LIST: Example repositories mentioned in guide

Step 2: Current State Analysis

FOR each repository example in guides:
  API_CALL: GET /api/v1/repos/{owner}/{repo}
  PURPOSE: Check if repository still exists and get current metadata
  
  API_CALL: GET /api/v1/repos/{owner}/{repo}/contents/manifest.yaml
  PURPOSE: Get current manifest structure
  
  COMPARE: Current structure vs guide documentation
  IDENTIFY: Discrepancies or changes
  
  IF significant changes detected:
    DOCUMENT: Changes and their impact
    RECOMMEND: Guide updates needed

Step 3: Content Validation

SAMPLE: Content files mentioned in guides
VERIFY: File structures match guide descriptions
CHECK: Content examples are still accurate
VALIDATE: Processing instructions are still correct

IF content patterns changed:
  UPDATE: Guide examples and instructions
  REVISE: Processing recommendations

Expected Outputs

• Validation report for each existing guide
• List of required updates with specific changes
• Updated guide content with current examples
• Deprecation notices for obsolete information

Task 3: Migration Guide Enhancement

Objective

Analyze conversion patterns and enhance migration guides with real conversion examples.

Input Parameters

• Source RC Repositories: All major RC types
• Target SB Examples: Existing Scripture Burrito repositories
• Conversion Scenarios: Different RC to SB migration paths

Execution Steps

Step 1: Conversion Pattern Analysis

FOR each RC type:
  ANALYZE: Source RC structure and content
  IDENTIFY: Target SB flavor type
  MAP: RC fields to SB equivalents
  ASSESS: Conversion complexity and requirements

Step 2: Real Conversion Examples

SELECT: Representative RC repository
PERFORM: Theoretical conversion to SB format
GENERATE: Before/after comparison
DOCUMENT: Conversion steps and decisions
VALIDATE: Conversion feasibility and quality

CREATE: Real conversion examples for migration guides

Step 3: Migration Validation

COMPARE: Theoretical conversions with existing SB repositories
IDENTIFY: Best practices from successful conversions
DOCUMENT: Common conversion challenges and solutions
UPDATE: Migration guides with enhanced examples

Expected Outputs

• Enhanced migration guides with real examples
• Conversion complexity assessments
• Best practice recommendations
• Common issue documentation

Task 4: Cross-Reference and Relationship Analysis

Objective

Analyze relationships between repositories and update cross-reference documentation.

Input Parameters

• All Repository Types: RC, SB, tool-generated
• Relationship Sources: RC relation[], SB relationships[], tool dependencies
• Cross-Reference Systems: rc:// links, dependency chains

Execution Steps

Step 1: Relationship Mapping

FOR each repository:
  EXTRACT: All dependency information
  PARSE: Cross-reference links and relationships
  MAP: Dependency chains and interconnections
  
BUILD: Complete relationship graph across all repositories

Step 2: Cross-Reference Validation

FOR each cross-reference:
  VERIFY: Target repository exists and is accessible
  CHECK: Reference format is correct
  VALIDATE: Relationship type is appropriate
  
IDENTIFY: Broken or outdated cross-references
RECOMMEND: Cross-reference updates or corrections

Step 3: Ecosystem Analysis

ANALYZE: Complete Door43 ecosystem interconnections
IDENTIFY: Central hub repositories (most referenced)
DOCUMENT: Dependency patterns and best practices
UPDATE: Guides with current relationship information

Expected Outputs

• Complete repository relationship map
• Cross-reference validation report
• Ecosystem interconnection analysis
• Updated relationship documentation in guides

Task 5: Content Evolution Tracking

Objective

Track changes in repository content patterns and update guides accordingly.

Input Parameters

• Historical Analysis: Compare current state with previous analysis
• Version Tracking: Monitor repository version changes
• Pattern Evolution: Track changes in file structures and content

Execution Steps

Step 1: Change Detection

COMPARE: Current analysis with historical data
IDENTIFY: Repositories with significant changes
ANALYZE: Nature and scope of changes
ASSESS: Impact on existing guides

FOR repositories with changes:
  DOCUMENT: Specific changes detected
  EVALUATE: Guide update requirements
  PRIORITIZE: Updates by impact and importance

Step 2: Pattern Evolution Analysis

TRACK: Evolution in repository patterns over time
IDENTIFY: Emerging trends in repository organization
ANALYZE: Tool evolution impact on repository structures
PREDICT: Future changes and requirements

UPDATE: Guides with evolutionary information
ENHANCE: Best practices based on pattern evolution

Expected Outputs

• Change detection reports
• Pattern evolution analysis
• Guide update priorities
• Future trend predictions

Quality Assurance Instructions

Guide Quality Validation

Content Accuracy:

• Verify all examples use current repository data
• Confirm API endpoints and responses are up-to-date
• Validate file structure examples match current reality
• Check processing instructions are complete and correct

Completeness Assessment:

• Ensure all discovered repository types have guides
• Verify migration paths exist for all RC types
• Confirm guides address all major use cases
• Check cross-references between guides are accurate

Natural Language Compliance:

• Ensure no programming language specifics
• Verify instructions are implementation-agnostic
• Confirm step-by-step format is maintained
• Check technical concepts are clearly explained

Continuous Improvement Process

Analysis Schedule:

• Weekly: Monitor for new repositories in target organizations
• Monthly: Validate guide examples against current repositories
• Quarterly: Comprehensive cross-repository pattern analysis
• Semi-annually: Major guide structure and content review

Update Prioritization:

1. Critical: Broken examples or incorrect API information
2. High: New repository types requiring new guides
3. Medium: Enhanced examples or improved explanations
4. Low: Minor clarifications or formatting improvements

Error Handling Instructions

API Access Errors

Rate Limiting:

• Implement exponential backoff for 429 responses
• Switch to authenticated access if available
• Queue requests and process systematically

Repository Access Errors:

• Handle 404 errors for moved or deleted repositories
• Manage 403 errors for private repositories
• Document inaccessible repositories for manual review

Content Processing Errors:

• Handle malformed YAML/JSON in specification files
• Manage encoding issues in content files
• Process repositories with non-standard structures
• Document processing errors for guide improvement

Guide Generation Errors

Template Processing:

• Handle missing data in template population
• Manage incomplete analysis results
• Process edge cases in repository structures
• Ensure guide completeness despite partial data

Validation Failures:

• Handle guide content validation errors
• Manage cross-reference validation failures
• Process incomplete or inconsistent analysis results
• Ensure guide quality standards are maintained

These MCP task specifications enable comprehensive, automated analysis of the Door43 ecosystem and systematic maintenance of repository format guides.