OpenSkillIndex← back to search
claude-coderesearch

Claude-skill-registry justice-matrix-research

Ralph research agent for discovering global youth justice cases and advocacy campaigns

install
source · Clone the upstream repo
git clone https://github.com/majiayu000/claude-skill-registry
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/justice-matrix-research" ~/.claude/skills/majiayu000-claude-skill-registry-justice-matrix-research && rm -rf "$T"
manifest: skills/data/justice-matrix-research/SKILL.md
tags
#youth-justice#case-discovery#advocacy-research#database-updating#source-analysis
source content

Justice Matrix Research Agent

When to Use

  • Discovering new global youth justice cases
  • Finding advocacy campaigns worldwide
  • Updating the Justice Matrix database
  • Checking source health and coverage gaps
  • Running scheduled research cycles

Commands

CommandPurposeDuration
/ralph-matrix-scan
Run discovery across active sources10-30 min
/ralph-matrix-extract
Process pending discoveries5-15 min
/ralph-matrix-status
Show pipeline status and statsInstant
/ralph-matrix-source [name]
Deep dive specific source10 min

Workflow

DISCOVER → EXTRACT → QUEUE → REVIEW → APPROVE
   ↓          ↓         ↓        ↓         ↓
Sources    AI Parse  Pending   Admin    Database

1. Source Scan (
/ralph-matrix-scan
)

// Query active sources by priority
const sources = await supabase
  .from('justice_matrix_sources')
  .select('*')
  .eq('is_active', true)
  .order('scrape_priority', { ascending: true });

// For each source:
// 1. Fetch pages
// 2. Extract case/campaign links
// 3. Check for duplicates
// 4. Queue new discoveries

2. AI Extraction (
/ralph-matrix-extract
)

For each pending discovery:

  1. Fetch full content from source URL
  2. Run AI extraction using patterns from PRD
  3. Geocode to lat/lng
  4. Categorize by legal themes
  5. Calculate confidence score
  6. Check for duplicates

3. Review Queue

Discoveries go to 

/admin/justice-matrix/discoveries
where admins can:

  • Preview extracted data
  • Edit before approval
  • Approve → creates case/campaign
  • Reject → marks as rejected with notes
  • Merge → links to existing item

Source Types

TypeExtraction Focus
court_database
Citation, year, court, holding, outcome
advocacy_org
Campaign name, orgs, goals, tactics, status
legal_database
Case analysis, precedent value
regional_body
Regional jurisdiction, treaty basis

Extraction Patterns

Court Database

{
  "required": ["case_citation", "jurisdiction", "year", "court"],
  "extract": ["strategic_issue", "key_holding", "outcome"],
  "infer": ["categories", "precedent_strength", "lat/lng"]
}

Advocacy Organization

{
  "required": ["campaign_name", "country_region", "lead_organizations"],
  "extract": ["goals", "tactics", "outcome_status"],
  "infer": ["is_ongoing", "categories", "lat/lng"]
}

Quality Scoring

SignalWeightDescription
Relevance30%Youth justice / child rights focus
Precedent25%Significance for future work
Coverage20%Fills geographic/thematic gap
Recency15%How current is this?
Actionable10%Useful for practitioners

Database Tables

TablePurpose
justice_matrix_sources
Scraping source configuration
justice_matrix_discovered
Pending review queue
justice_matrix_scrape_logs
Run history and stats
justice_matrix_cases
Approved cases
justice_matrix_campaigns
Approved campaigns

PRD Reference

Full source configuration: 

ralph/justice-matrix-prd.json

Sacred Boundaries

Never scrape:

  • Sealed juvenile records
  • Private case files
  • Paywalled content without permission
  • Individual identifying information

Always mark:

  • Indigenous rights cases
  • First Nations advocacy
  • Community-controlled campaigns

Always check:

  • Publication permissions
  • Child privacy protections
  • Cultural sensitivity

Example Usage

# Quick status check
/ralph-matrix-status

# Run full discovery cycle
/ralph-matrix-scan

# Process discoveries
/ralph-matrix-extract

# Deep dive on specific source
/ralph-matrix-source "ECHR HUDOC"