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@aztectech82-cell aztectech82-cell commented Dec 7, 2025

Six AI Agent Tools for Research, Citations, and Writing

This PR adds six modular AI agent tools to enhance research and writing workflows.

🎯 Tools Added

SOPHISTICATED TOOLS (with quality standards)

  1. Citation Mapper (Tools/Mapper/)

    • MLA 9 citation formatting with tier verification
    • URL verification and duplicate detection
    • Batch processing capabilities
  2. Advanced Research Agent (Tools/Research/)

    • RAG-powered multi-agent research system
    • Web scraper, academic searcher, standards navigator
    • Automated cross-validation and gap analysis
  3. FSM Content Writer (Tools/Writer/)

    • 7-element paragraph model for technical writing
    • Self-assessment scoring (≥8.0/10 threshold)
    • Multi-agent collaboration support

UNRESTRICTED UTILITY TOOLS (no gatekeeping)

  1. Transcript Mapper (Tools/Transcript_Mapper/)

    • Maps interview transcripts to paper sections
    • Timestamp tracking and MLA citation formatting
    • Zero source judgment, respects user's voice
  2. Pure Citation Formatter (Tools/Pure_Citation_Formatter/)

    • Formats ANY source in MLA 9
    • No tier restrictions or quality gates
    • Batch processing for multiple sources
  3. Writing Assistant (Tools/Writing_Assistant/)

    • Helps organize sections and structure
    • Only rewrites when explicitly requested
    • Respects original writing voice

📁 Structure

All tools follow modular architecture:

  • PROMPT.md (3-5KB) - Quick daily reference, 15-30 sec load
  • [Tool]_Full.md (15-35KB) - Complete protocols and examples

⚡ Enhanced Workflow

V3.0 Pipeline: Research → Mapper → Writer → Validator (45-60 min vs 4-6 hours manual)

📋 Changes

  • Added 6 new tool directories with documentation
  • Updated Tools/CLAUDE.MD with new agent catalog
  • Updated Tools/README.md with quick reference
  • Total: 3,809+ lines of new code

aztectech82-cell and others added 5 commits December 6, 2025 23:03
Developed three pending file tools with primo sophistication inspired by
500+ AI agent frameworks (CrewAI, AutoGen, LangGraph):

1. CITATION MAPPER (Tools/Mapper/)
   - MLA 9 citation formatting with constitutional AI compliance
   - Automated URL verification and tier classification
   - Multi-source intelligence and duplicate detection
   - RAG-based retrieval for citation data
   - Batch processing with quality assurance
   - Files: PROMPT.md (4KB), Citation_Mapper_Full.md (25KB)

2. ADVANCED RESEARCH AGENT (Tools/Research/)
   - Multi-agent system architecture (Web Scraper, Academic Searcher, Standards Navigator)
   - RAG-powered semantic search (not just keywords)
   - Automated cross-validation (≥3 sources for high confidence)
   - Nested research with iterative refinement
   - Web scraping and crawling capabilities
   - Contradiction flagging and gap analysis
   - Files: PROMPT.md (5KB), Advanced_Research_Full.md (35KB)

3. FSM CONTENT WRITER (Tools/Writer/)
   - 7-element paragraph model for professional technical writing
   - Seamless source integration with tier-verified citations
   - Self-assessment scoring (0-10 scale, ≥8.0 for deployment)
   - Multi-agent collaboration (Research, Mapper, Validator)
   - RAG-powered context-aware content generation
   - Adaptive complexity levels (technician/engineer/manager)
   - Files: PROMPT.md (5KB), FSM_Content_Writer_Full.md (30KB)

ENHANCED WORKFLOW V3.0:
- Research → Mapper → Writer → Validator (45-60 min end-to-end)
- Down from 4-6 hours manual process
- Constitutional AI compliance: >60% Tier-1 sources, zero fabrication
- Quality threshold: ≥8.0/10 for deployment

Updated documentation:
- Tools/CLAUDE.MD: Added agents 4-6, updated workflow integration
- Tools/README.md: Marked pending tools as active, added quick reference

All tools feature modular architecture (PROMPT.md + Full.md) for
optimal loading speed and comprehensive documentation.
…, Finance, Education, Customer Service, Retail, Transportation, Manufacturing, RealEstate, Agriculture, Energy, Entertainment, Legal, Human Resource, Hosp (1).jpg
…, Finance, Education, Customer Service, Retail, Transportation, Manufacturing, RealEstate, Agriculture, Energy, Entertainment, Legal, Human Resource, Hospital.jpg
Created three NEW tools without restrictions or judgment:

1. TRANSCRIPT MAPPER (Tools/Transcript_Mapper/)
   - Maps YOUR transcripts to YOUR paper sections
   - Provides timestamps and quote suggestions
   - Formats MLA citations for personal interviews
   - ZERO judgment on sources
   - Does NOT rewrite your content
   - Does NOT impose quality standards

2. PURE CITATION FORMATTER (Tools/Pure_Citation_Formatter/)
   - MLA 9 formatting for ANY source
   - No 'tier' system or source restrictions
   - Formats interviews, websites, PDFs, anything
   - Does NOT judge source credibility
   - Does NOT refuse to format anything
   - Batch processing supported

3. WRITING ASSISTANT (Tools/Writing_Assistant/)
   - Helps organize sections and structure
   - Checks citations and finds gaps
   - ONLY rewrites when explicitly asked
   - Respects YOUR voice
   - Does NOT add AI slop
   - Does NOT impose writing style
   - Permission-based rewriting only

PHILOSOPHY: Tools not gatekeepers. Your research, your voice, your choices.

Removed all 'Constitutional AI', 'Tier restrictions', 'Quality scores',
and 'Deployment thresholds' that limited user freedom.

These are UTILITIES that assist, not editors that judge.
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