author: LLM Platform Team source: https://github.com/bluefly/llm-platform-ecosystem publisher: Bluefly Technologies permissions: public audience: developers, government-agencies, enterprise-architects category: platform-overview keyword: [llm, ai, government, enterprise, drupal, api-first, multi-tenant, data-sovereignty] resourceid: llm-platform-main

⚠️ CRITICAL PROJECT PROTECTION WARNING ⚠️ NEVER DELETE, DISABLE, REMOVE, OR MERGE ANY OF THE FOLLOWING PROJECTS:

All projects in common_npm/, models/, recipes/
All Drupal modules in web/modules/custom/
All themes in web/themes/custom/
chat.bluefly project
NO NEW PROJECTS should be created - work with existing projects only These are active, working projects with significant development investment.

🚀 LLM Platform Ecosystem

🎯 Overview

This is the main LLM ecosystem containing multiple specialized projects for AI-native development, government compliance, and enterprise solutions.

📁 Project Structure

🤖 AI & Development Tools (`/common_npm/`)

tddai - Test-Driven Development AI

Purpose: AI-powered TDD workflow automation with intelligent safe mode
Status: ✅ Production Ready (Safe Mode Enabled)
Location: /common_npm/tddai/
Safe Mode: 🛡️ Enterprise-grade protection with git respect, audit-first execution, and AI learning

tddai_cursor_agent - Cursor IDE Integration

Purpose: Cursor IDE extension for TDD workflows
Status: 🟡 Development Phase
Location: /common_npm/tddai_cursor_agent/

llmcli - Command Line Interface

Purpose: Unified CLI for all LLM platform operations
Status: ✅ Production Ready
Location: /common_npm/llmcli/
Features: Drupal integration, key management, module operations

llm_gateway - API Gateway

Purpose: Central API gateway for all LLM services
Status: ✅ Production Ready
Location: /common_npm/llm_gateway/

llm_mcp - Model Context Protocol

Purpose: MCP server for LLM operations
Status: 🟡 Functional (CLI only)
Location: /common_npm/llm_mcp/

llm_ui - User Interface Components

Purpose: Reusable UI components for LLM applications
Status: 🟡 Basic components only
Location: /common_npm/llm_ui/

🏛️ Government & Compliance (`/common_npm/`)

bfrfp - Bid for Request for Proposal

Purpose: Government RFP automation and compliance
Status: 🔴 152 TypeScript errors (CRITICAL)
Location: /common_npm/bfrfp/

gov_compliance - Government Compliance

Purpose: Government compliance and audit features
Status: 🔴 Needs implementation
Location: /common_npm/gov_compliance/

secure_project - Security Framework

Purpose: Security and compliance framework
Status: 🟡 Interfaces only
Location: /common_npm/secure_project/

🐳 Infrastructure & Intelligence (`/common_npm/`)

docker_intelligence - Docker AI

Purpose: AI-powered Docker container management
Status: 🔴 63 compilation errors (CRITICAL)
Location: /common_npm/docker_intelligence/

qdrant - Vector Database

Purpose: Vector database for RAG capabilities
Status: ✅ Production Ready
Location: /common_npm/qdrant/

📚 Documentation & Content (`/common_npm/`)

llm_docs - Documentation Hub

Purpose: Centralized documentation system
Status: 🔴 MDX compilation failures
Location: /common_npm/llm_docs/

🍎 Apple Integration (`/common_npm/`)

apple_fm - Apple Foundation Models

Purpose: Apple AI model integration
Status: 🟡 Development Phase
Location: /common_npm/apple_fm/

🧠 AI Models (`/models/`)

gov_rfp_model - Government RFP Model

Purpose: Specialized AI model for government RFPs
Status: 🟡 Development Phase
Location: /models/gov_rfp_model/

llm_platform_model - LLM Platform Model

Purpose: Core LLM platform AI model
Status: 🟡 Development Phase
Location: /models/llm_platform_model/

tddai_model - TDD AI Model

Purpose: AI model for test-driven development
Status: 🟡 Development Phase
Location: /models/tddai_model/

🌐 Drupal Test Site (`/llm-platform/`)

Drupal Modules (`/web/modules/custom/`)

ai_agent_crewai: CrewAI integration 🔴 Needs implementation
ai_agent_huggingface: HuggingFace integration 🔴 Needs implementation
ai_agent_orchestra: AI orchestration 🔴 Needs implementation
ai_agentic_workflows: Workflow management 🔴 Needs implementation
ai_provider_apple: Apple AI integration 🔴 Needs implementation
ai_provider_langchain: LangChain integration 🔴 Needs fixes
alternative_services: Alternative service providers 🟡 Partially working
api_normalizer: API normalization 🟡 Partially working
code_executor: Code execution engine 🔴 Needs implementation
dita_ccms: DITA content management 🔴 Needs implementation
gov_compliance: Government compliance features 🔴 Needs fixes
llm: Main LLM integration module ✅ Working
mcp_registry: MCP server registry ✅ Working
recipe_onboarding: Recipe management system 🟡 Partially working

Drupal Recipes (`/recipes/`)

llm_platform: Main platform recipe
secure_drupal: Security-focused recipe

Drupal Theme (`/web/themes/custom/`)

llm_platform_manager: Admin theme for LLM platform

🔧 Critical Issues to Fix

🔴 High Priority (Fix First)

bfrfp: 152 TypeScript compilation errors
docker_intelligence: 63 compilation errors
llm_docs: MDX compilation failures
ai_provider_langchain: Missing interfaces

🟡 Medium Priority

gov_compliance: Government compliance features
llm_mcp: npm start script missing
llm_ui: Advanced components needed
secure_project: Actual implementation needed

🚀 Quick Start

Prerequisites

# Install dependencies for all projects
cd /Users/flux423/Sites/LLM
npm install

Development Workflow

# Start Drupal test site
cd llm-platform
ddev start

# Run TDD AI with Safe Mode (Recommended)
cd ../common_npm/tddai
tddai safe-exec --respect "npm start"

# Run CLI tool
cd ../common_npm/llmcli
npm start

🛡️ TDDAI Safe Mode

TDDAI Safe Mode provides enterprise-grade protection for AI-assisted development:

Core Protection Rules

🚫 NEVER DELETE .git - Version history is sacred
🔍 AUDIT EVERYTHING - No blind writes, no magic overwrites
📋 CHECK UNCOMMITTED CHANGES - Always verify git status before operations
🤝 RESPECT THE CODEBASE - Fix problems, don't disable features
🧠 LEARN FROM PATTERNS - Uses /models/tddai-model to get smarter

Safe Mode Commands

# Maximum protection mode
tddai safe-exec --respect "rm old_file.txt"

# Audit only (no execution)
tddai safe-exec --audit-only "composer update"

# Self-audit TDDAI before changes
tddai self-audit

# Show safety recommendations
tddai predict-safety "drush sql-drop -y"

# Learn from execution patterns
tddai learn --analyze-patterns

Intelligence Features

🔍 Pre-execution audit - Checks git status, protected paths, dangerous commands
💾 Automatic backups - Creates recovery points before risky operations
🧠 Pattern learning - Learns from successful/failed executions
📊 Safety scoring - Calculates risk levels for commands
💡 Smart recommendations - Suggests safer alternatives based on context

Drupal Integration

Standards enforcement - Validates Drupal coding standards
Module awareness - Understands Drupal module dependencies
Recipe validation - Checks recipe compatibility before application
API-first compliance - Ensures OpenAPI 3.1 specifications

📊 Status Summary

Project	Status	Priority	Issues
tddai	✅ Production	Low	None
llmcli	✅ Production	Low	None
llm_gateway	✅ Production	Low	None
bfrfp	🔴 Critical	HIGH	152 TS errors
docker_intelligence	🔴 Critical	HIGH	63 errors
llm_docs	🔴 Critical	HIGH	MDX failures
llm_mcp	🟡 Functional	Medium	npm start
llm_ui	🟡 Basic	Medium	Advanced components
gov_compliance	🔴 Needs work	Medium	Implementation
secure_project	🟡 Interfaces	Medium	Implementation

🎯 Next Steps

Immediate (This Week)

Fix bfrfp TypeScript compilation errors
Fix docker_intelligence compilation errors
Fix llm_docs MDX compilation
Fix ai_provider_langchain missing interfaces

Short Term (Next 2 Weeks)

Complete all critical fixes
Implement missing module functionality
Add advanced UI components
Complete government compliance features

Medium Term (Next Month)

Performance optimization
Security hardening
Accessibility compliance
Complete documentation

📚 Documentation

Architecture: /docs/cursor-integration.md
API Documentation: /docs/api/
Development Guides: /docs/development/
Deployment: /docs/deployment/

🤝 Contributing

Each project has its own development workflow:

Drupal modules: Follow Drupal coding standards
Node.js projects: Follow TDD workflow
AI models: Follow ML best practices
CLI tools: Follow command-line UX principles

📞 Support

Issues: Create issues in respective project repositories
Documentation: Check /docs/ for each project
Development: Follow MASTER_ROADMAP.md for priorities

Maintainer: Thomas Scola
Version: 1.0.0 - Ecosystem Overview
Last Updated: August 2025

This ecosystem represents a comprehensive AI-native development platform with government compliance capabilities.

@bluefly/llm-docs

🚀 LLM Platform Ecosystem

🎯 Overview

📁 Project Structure

🤖 AI & Development Tools (/common_npm/)

tddai - Test-Driven Development AI

tddai_cursor_agent - Cursor IDE Integration

llmcli - Command Line Interface

llm_gateway - API Gateway

llm_mcp - Model Context Protocol

llm_ui - User Interface Components

🏛️ Government & Compliance (/common_npm/)

bfrfp - Bid for Request for Proposal

gov_compliance - Government Compliance

secure_project - Security Framework

🐳 Infrastructure & Intelligence (/common_npm/)

docker_intelligence - Docker AI

qdrant - Vector Database

📚 Documentation & Content (/common_npm/)

llm_docs - Documentation Hub

🍎 Apple Integration (/common_npm/)

apple_fm - Apple Foundation Models

🧠 AI Models (/models/)

gov_rfp_model - Government RFP Model

llm_platform_model - LLM Platform Model

tddai_model - TDD AI Model

🌐 Drupal Test Site (/llm-platform/)

Drupal Modules (/web/modules/custom/)

Drupal Recipes (/recipes/)

Drupal Theme (/web/themes/custom/)