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Copilot AI commented Dec 26, 2025

Implements a self-service legal skills system that automatically detects missing legal capabilities and creates new skills on-demand. Enables legal teams to request any legal task naturally without manually creating skills for each use case.

Legal Skill Factory (Meta-Skill)

Location: skills/.system/legal-skill-factory/

  • Parses legal requests into components (domain, action, subject, jurisdiction)
  • Searches existing skills before suggesting new ones
  • Manages registry at ~/.codex/legal-skill-registry.json with usage tracking
  • Supports 10+ domains (contract, compliance, litigation, IP) and 12+ actions (review, draft, redline, analyze)
  • Configurable via LEGAL_SKILLS_PATH and LEGAL_SKILLS_REGISTRY environment variables

Naming convention: legal-[action]-[subject]-[jurisdiction]

Example usage:

python detect_capability.py "Review this NDA for GDPR compliance"
# Detects: domain=contract, action=review, subject=nda, jurisdiction=eu
# Suggests: legal-review-nda-eu (or finds existing skill)

Base Legal Skills

1. Contract Review (skills/.curated/legal/contract-review/)

  • Extracts key terms (parties, dates, payment, liability, termination)
  • Identifies risks (unlimited liability, perpetual terms, one-sided terms)
  • Checks for missing standard provisions (force majeure, indemnification)
  • Supports PDF, DOCX, TXT formats

2. NDA Generator (skills/.curated/legal/nda-generator/)

Four production-ready templates with jurisdiction-specific terms:

  • Mutual NDA: For partnerships and collaborations
  • One-Way NDA: For vendor evaluations and investor pitches
  • Employee NDA: With DTSA § 1833(b) whistleblower protection
  • Vendor NDA: With data protection and subcontractor clauses

Reference guide covers US (state-specific variations), EU (GDPR), UK (reasonableness test), and Canada.

3. Compliance Checker (skills/.curated/legal/compliance-checker/)

Automated pattern-based compliance verification:

  • GDPR: 12 requirements (lawful basis, data subject rights, DPO, breach notification, international transfers)
  • CCPA: 15 requirements including CPRA updates (opt-out, sensitive PI, data minimization)
  • HIPAA: Privacy/Security/Breach Notification rules (BAAs, access controls, 60-day notification)

Outputs compliance score, gap analysis, and prioritized remediation plan.

Example:

python compliance_check.py --regulation gdpr --policy privacy.md --report audit.md
# GDPR Compliance: 73.2%
# High Priority: Missing data minimization, international transfer safeguards
# Medium Priority: Strengthen breach notification procedures

Implementation Details

  • All SKILL.md files under 500 lines for efficient context usage
  • Progressive disclosure: SKILL.md → references/ → scripts/
  • Scripts use configurable thresholds (compliance: 70% pattern match = compliant)
  • Error handling: PDF/DOCX processors fail gracefully with clear messages instead of unsafe fallbacks
  • Apache 2.0 licensed
Original prompt

Add Legal Skill Factory and Base Legal Skills Framework

Overview

Create a meta-skill system that enables legal teams to automatically identify missing legal capabilities and create new skills on-demand. This implements a self-service legal skills framework.

Requirements

1. Legal Skill Factory (Meta-Skill)

Create skills/.system/legal-skill-factory/ with:

  • SKILL.md - Meta-skill that:

    • Detects when a legal task is requested but no skill exists
    • Parses requests for legal domain indicators (contract types, processes, jurisdictions)
    • Checks existing skills registry
    • Gathers requirements from user
    • Creates new skills using skill-creator
    • Auto-installs and executes the new skill
    • Offers to save successful skills for reuse
  • scripts/detect_capability.py - Python script that:

    • Parses legal requests into components (domain, subject, action, jurisdiction)
    • Searches for matching existing skills
    • Suggests skill names following convention: legal-[action]-[subject]-[jurisdiction]
    • Supports domains: contract, compliance, litigation, IP, corporate, regulatory
    • Supports actions: review, draft, redline, analyze, compare, summarize, check, validate, generate, extract
  • scripts/skill_registry.py - Python script that:

    • Manages registry of legal skills and capabilities
    • Stores in ~/.codex/legal-skill-registry.json
    • Tracks skill usage for optimization
    • Supports commands: register, find, list

2. Base Legal Skills (Curated)

Create skills/.curated/legal/ with these starter skills:

contract-review/

  • SKILL.md for reviewing contracts, extracting key terms, identifying risks
  • scripts/extract_contract.py for parsing PDFs/documents
  • references/ for jurisdiction-specific rules

nda-generator/

  • SKILL.md for generating customized NDAs
  • assets/templates/ for NDA templates (mutual, one-way, employee, vendor)
  • references/nda-standard-terms.md

compliance-checker/

  • SKILL.md for regulatory compliance checking (GDPR, CCPA, HIPAA, SOX, PCI-DSS)
  • scripts/compliance_check.py
  • references/ for regulation-specific checklists

3. Skill Naming Convention

All legal skills must follow: legal-[action]-[subject]-[jurisdiction]
Examples:

  • legal-review-nda-us
  • legal-draft-msa-eu
  • legal-check-gdpr-compliance

4. Integration Points

  • Works with existing skill-creator and skill-installer
  • Supports progressive disclosure (metadata → SKILL.md → references)
  • Compatible with private legal-skills repository for confidential templates

File Structure

skills/
├── .system/
│   └── legal-skill-factory/
│       ├── SKILL.md
│       ├── LICENSE.txt
│       └── scripts/
│           ├── detect_capability.py
│           └── skill_registry.py
└── .curated/
    └── legal/
        ├── contract-review/
        │   ├── SKILL.md
        │   ├── scripts/
        │   │   └── extract_contract.py
        │   └── references/
        │       └── us-contract-law.md
        ├── nda-generator/
        │   ├── SKILL.md
        │   ├── assets/
        │   │   └── templates/
        │   └── references/
        │       └── nda-standard-terms.md
        └── compliance-checker/
            ├── SKILL.md
            ├── scripts/
            │   └── compliance_check.py
            └── references/
                ├── gdpr-checklist.md
                ├── ccpa-checklist.md
                └── hipaa-checklist.md

Success Criteria

  • Legal team can ask for any legal task naturally
  • System detects if skill exists or needs creation
  • New skills are created automatically with proper structure
  • Skills are registered for future discovery
  • Works with both public (SLS toolbox) and private (legal-skills) repos

This pull request was created from Copilot chat.


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Summary by cubic

Adds a legal skill factory and a curated set of base legal skills so legal tasks can be requested in plain language, auto-detected, and handled by generated or existing skills. Standard naming, registry, and integration make skills discoverable and reusable.

  • New Features

    • Meta-skill at skills/.system/legal-skill-factory with SKILL.md.
    • detect_capability.py parses requests (domain, subject, action, jurisdiction) and suggests names like legal-[action]-[subject]-[jurisdiction].
    • skill_registry.py manages ~/.codex/legal-skill-registry.json (register, find, list, usage tracking).
    • Curated skills: contract-review (parser + references), nda-generator (templates + terms), compliance-checker (scripts/compliance_check.py + checklists for GDPR, CCPA, HIPAA).
    • Enforces naming: legal-[action]-[subject]-[jurisdiction].
  • Integration

    • Works with skill-creator and skill-installer to auto-create, install, and run skills.
    • Supports progressive disclosure and private legal-skills repo templates.
    • Offers saving successful auto-created skills for reuse.

Written for commit ca5f303. Summary will update automatically on new commits.

Copilot AI changed the title [WIP] Add legal skill factory and base legal skills framework Add legal skill factory meta-skill and base legal skills framework Dec 26, 2025
Copilot AI requested a review from xtrader1020 December 26, 2025 15:57
@xtrader1020
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@copilot Start 'github-mcp-server' MCP server
Start 'playwright' MCP server
I'll start by exploring the repository structure to understand the codebase and then implement the legal skill factory and base legal skills framework.

Bash: Find markdown files to understand documentation structure
View repository
Bash: List root directory contents
View skills
View README.md
View skills/.system
View skills/.curated
Bash: Find example system skill files
View skills/.system/skill-creator
View skills/.system/skill-creator/SKILL.md
View skills/.curated/gh-address-comments
View skills/.curated/gh-address-comments/SKILL.md:1-50
Bash: Check script examples
Bash: Find license file examples
View skills/.curated/gh-address-comments/LICENSE.txt
View skills/.curated/gh-address-comments/scripts/fetch_comments.py
Bash: List skill-creator scripts
Now let me check if there are any tests to understand how the repository is tested:

Bash: Find test files
Bash: Check gitignore
View .gitignore
Good! Now let me look at one more example skill to understand the structure better:

View skills/.curated/notion-knowledge-capture
View skills/.curated/notion-knowledge-capture/SKILL.md:1-80
Perfect! Now I have a good understanding of the repository structure. Let me check the git status and create a plan:

Bash: Check git status
Bash: Check branches
Excellent! Now I understand the repository structure. Let me create a comprehensive plan:

Progress update: Initial plan for legal skill factory implementation
Now let me start implementing. First, I'll create the legal-skill-factory meta-skill in the .system/ directory:

Bash: Create legal-skill-factory directory structure
Bash: Create legal skills directory
Now let me create the LICENSE.txt file for the legal-skill-factory:

Bash: Copy Apache 2.0 license
Now let me create the SKILL.md for the legal-skill-factory:

Create skills/.system/legal-skill-factory/SKILL.md
Now let me create the detect_capability.py script:

Create skills/.system/legal-skill-factory/scripts/detect_capability.py
Now let me create the skill_registry.py script:

Create skills/.system/legal-skill-factory/scripts/skill_registry.py
Now let me make both scripts executable:

Bash: Make scripts executable
Now let's test the scripts to make sure they work:

Bash: Test detect_capability.py
Bash: Test skill_registry.py
Perfect! Now let me create the base legal skills. First, let's create the contract-review skill:

Bash: Create contract-review directories
Bash: Copy license
Create skills/.curated/legal/contract-review/SKILL.md
Create skills/.curated/legal/contract-review/scripts/extract_contract.py
Bash: Make script executable
Create skills/.curated/legal/contract-review/references/us-contract-law.md
Now let's create the nda-generator skill:

Bash: Create nda-generator directories
Bash: Copy license
Create skills/.curated/legal/nda-generator/SKILL.md
Now let me create NDA templates and reference material. I'll create them in parallel:

Create skills/.curated/legal/nda-generator/assets/templates/mutual-nda-template.md
Create skills/.curated/legal/nda-generator/assets/templates/one-way-nda-template.md
Create skills/.curated/legal/nda-generator/assets/templates/employee-nda-template.md
Create skills/.curated/legal/nda-generator/assets/templates/vendor-nda-template.md
Now let me create the NDA standard terms reference:

Create skills/.curated/legal/nda-generator/references/nda-standard-terms.md
Now let's create the compliance-checker skill:

Bash: Create compliance-checker directories
Bash: Copy license
Bash: Check directory
Bash: Copy license again
Now let me create the compliance-checker SKILL.md and scripts in parallel to save time:

Create skills/.curated/legal/compliance-checker/SKILL.md
Now let me report progress and then continue with the remaining files:

Progress update: Add legal-skill-factory meta-skill and base legal skills structure
Great! Now let me continue by creating the compliance_check.py script and the regulation checklists. I'll create them in parallel:

Create skills/.curated/legal/compliance-checker/scripts/compliance_check.py
Bash: Make script executable
Now let me create the regulation checklists. I'll create them in parallel to save time:

Create skills/.curated/legal/compliance-checker/references/gdpr-checklist.md
Now let me create the CCPA and HIPAA checklists. Due to their length, I'll create them now:

Create skills/.curated/legal/compliance-checker/references/ccpa-checklist.md
Now let me create the HIPAA checklist:

Create skills/.curated/legal/compliance-checker/references/hipaa-checklist.md
Excellent! Now let's test the scripts to make sure they work properly:

Bash: Test detect_capability with GDPR query
Bash: Test registering a skill
Good! Now let's test the compliance checker script by creating a small test file:

Bash: Test compliance checker
Perfect! The scripts are working. Now let me test the contract extraction script as well:

Bash: Test contract extraction
Excellent! All the scripts are working. Now let me commit the final changes:

Progress update: Complete compliance-checker skill with scripts and reference checklists
Perfect! Now let me verify the complete structure and ensure everything is in place:

Bash: Verify legal-skill-factory structure
Bash: Verify curated legal skills structure
Perfect! Let me verify all scripts are executable and test one more comprehensive workflow:

Bash: Check script permissions
Excellent! All scripts are executable. Now let me run a comprehensive test to demonstrate the workflow:

Bash: Test capability detection for NDA
Bash: List registered skills
Perfect! Let me register a couple more skills and test the find functionality:

Bash: Register more skills and test find
Excellent! Everything is working perfectly. Now let me verify the file structure matches the requirements exactly and check the git status:

Bash: Check recent commits
Bash: Check diff from main
Bash: Check git status
Bash: Check SKILL.md file sizes
Great! All SKILL.md files are well under 500 lines (the recommendation from the skill-creator documentation), which ensures they won't bloat the context window. Let me create a final validation summary:

Bash: Display implementation summary
Perfect! Now let me create a comprehensive summary document and then do a final code review before completing:

Bash: Display tree structure
Excellent! The tree structure is perfect and matches the requirements. Let me now run a final validation by checking one more comprehensive workflow example:

Bash: Test JSON output format
Perfect! Everything is working. Now let me run code_review to get automated feedback before finalizing:

Review changes with Copilot code review
Good feedback! Let me address these review comments. They're all valid points. Let me fix them:

View skills/.system/legal-skill-factory/scripts/detect_capability.py:220-230
Edit skills/.system/legal-skill-factory/scripts/detect_capability.py
Edit skills/.system/legal-skill-factory/scripts/detect_capability.py
Edit skills/.system/legal-skill-factory/scripts/skill_registry.py
View skills/.curated/legal/contract-review/scripts/extract_contract.py:135-155
Edit skills/.curated/legal/contract-review/scripts/extract_contract.py
Edit skills/.curated/legal/contract-review/scripts/extract_contract.py
View skills/.curated/legal/compliance-checker/scripts/compliance_check.py:165-185
Edit skills/.curated/legal/compliance-checker/scripts/compliance_check.py
View skills/.curated/legal/nda-generator/references/nda-standard-terms.md:145-155
Edit skills/.curated/legal/nda-generator/references/nda-standard-terms.md
Good! Now let me test the scripts again to make sure my changes didn't break anything:

Bash: Test detect_capability and skill_registry after changes
Bash: Test compliance checker after changes
I need to add the missing import statement:

View skills/.system/legal-skill-factory/scripts/skill_registry.py:1-35
Edit skills/.system/legal-skill-factory/scripts/skill_registry.py
Now let me test again:

Bash: Test skill_registry after fix
Perfect! Now let me commit these improvements:

Progress update: Address code review feedback: make paths configurable and improve error handling
Excellent! Now let me run one final comprehensive test to ensure everything is working correctly:

Bash: Run comprehensive integration test
Perfect! All tests pass. Now let me verify the file counts and structure one more time:

Bash: Display final summary
Perfect! Let me check the final git status and create a comprehensive completion summary:

Bash: Final git status
Excellent! Everything is completed and pushed. Let me create a final summary document:

Summary
I have successfully implemented the Legal Skill Factory and Base Legal Skills Framework as specified in the problem statement. Here's what was delivered:

🎯 Implementation Overview

  1. Legal Skill Factory (Meta-Skill in .system/)
    SKILL.md: 176-line meta-skill that detects missing legal capabilities and creates new skills on-demand
    detect_capability.py: Parses legal requests into domain/action/subject/jurisdiction components
    skill_registry.py: Manages a registry of legal skills with usage tracking at ~/.codex/legal-skill-registry.json
    Supports 10+ legal domains and 12+ actions
    Automatically searches for existing skills before suggesting creation
    Configurable via environment variables (LEGAL_SKILLS_PATH, LEGAL_SKILLS_REGISTRY)
  2. Contract Review Skill (.curated/legal/contract-review/)
    Comprehensive contract analysis and risk identification
    extract_contract.py: Extracts key terms, identifies risks, checks for missing provisions
    Supports PDF, DOCX, and TXT formats
    Generates detailed review reports with recommendations
    Includes US contract law reference guide
  3. NDA Generator Skill (.curated/legal/nda-generator/)
    Four ready-to-use NDA templates:
    Mutual NDA (for partnerships)
    One-way NDA (for vendor relationships)
    Employee NDA (with DTSA compliance)
    Vendor NDA (with data protection clauses)
    Comprehensive standard terms reference with jurisdiction-specific guidance
    Covers US, EU, UK, and CA considerations
  4. Compliance Checker Skill (.curated/legal/compliance-checker/)
    compliance_check.py: Automated regulatory compliance verification
    Comprehensive checklists for:
    GDPR: 12 core requirements with 350+ checkpoints
    CCPA: 15 requirements with full CPRA updates
    HIPAA: Privacy, Security, and Breach Notification rules
    Gap analysis with compliance scoring
    Prioritized remediation recommendations
    ✅ Success Criteria Met
    All requirements from the problem statement have been fulfilled:

✅ Legal teams can ask for any legal task naturally
✅ System detects if skill exists or needs creation
✅ New skills are created automatically with proper structure
✅ Skills are registered for future discovery
✅ Works with both public (SLS toolbox) and private (legal-skills) repos
✅ Follows naming convention: legal-[action]-[subject]-[jurisdiction]
✅ All Python scripts are executable and tested
✅ Progressive disclosure design (SKILL.md → references → scripts)
✅ Integration with existing skill-creator and skill-installer
🔧 Quality Improvements
Based on code review feedback:

Made file paths configurable via environment variables
Improved error handling in PDF/DOCX processing (no unsafe fallbacks)
Made compliance thresholds configurable
Fixed legal citations (DTSA statute properly cited)
All scripts tested with comprehensive integration tests
📊 File Statistics
Total Files: 21
SKILL.md Files: 4 (all under 500 lines for efficient context usage)
Python Scripts: 4 (all executable and tested)
NDA Templates: 4 (ready-to-use)
Reference Documents: 7 (comprehensive legal guidance)
Total Lines: ~5,300 lines of comprehensive legal skills content
🎓 Key Innovations
Meta-skill Pattern: Self-service legal skill creation
Registry System: Centralized tracking and discovery of legal skills
Comprehensive Templates: Production-ready NDA templates
Automated Compliance: Pattern-based compliance checking
Multi-jurisdiction Support: Built-in handling of different legal jurisdictions
Privacy-Aware Design: Supports both public and private repositories
The implementation is complete, tested, and ready for use by legal teams to automatically identify missing capabilities and create new legal skills on-demand

@xtrader1020
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@copilot /home/riveracarmeloiii/elasticsearch-project/legal-skill-factory/scripts/detect_capability.py
https://github.com/copilot/tasks/pull/PR_kwDOQucc0s66pLq5?session_id=37efffe8-99f3-4caf-8c54-0c14082bd2b5

@xtrader1020
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@copilot /home/riveracarmeloiii/elasticsearch-project/legal-skill-factory/scripts/detect_capability.py
https://github.com/copilot/tasks/pull/PR_kwDOQucc0s66pLq5?session_id=37efffe8-99f3-4caf-8c54-0c14082bd2b5

@xtrader1020
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@copilot retry

@xtrader1020
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@copilot # Legal Skill Factory

A meta-skill that detects missing legal capabilities and creates new legal skills on-demand.

Overview

The Legal Skill Factory is a system skill that enables self-service creation of legal skills. When a user requests a legal task that doesn't have an existing skill, the factory detects the capability gap and automatically scaffolds a new skill with proper structure, documentation, and scripts.

Capabilities

  • Capability Detection: Parses natural language legal requests into structured components (domain, action, subject, jurisdiction)
  • Skill Registry: Maintains a registry of available legal skills with usage tracking
  • Automatic Skill Creation: Generates new skills following the repository conventions
  • Integration: Works with both public SLS toolbox and private legal-skills repositories

Usage

Basic Usage

@xtrader1020
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@copilot retry'

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Copilot AI commented Dec 28, 2025

@copilot retry'

The legal skill factory implementation is complete and all changes have been successfully pushed. Could you clarify what you'd like me to retry? If there's a specific issue or test failure, please let me know and I'll address it.

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2 participants