socratic-agents 0.3.1

Constitutional AI Agents - Reference Implementation with Governance

Socratic Agents

⚠️ SOCRATES-ONLY LIBRARY - This library is designed exclusively for use within the Socrates monolith and is NOT suitable for standalone use.

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Overview

Socratic Agents is a collection of 19+ specialized agents that power the Socrates AI platform. These agents handle complex tasks like Socratic questioning, code generation, project management, quality control, learning, and conflict resolution.

Key Point: All agents in this library require the Socrates monolith to be installed locally. They depend on socratic_system internals and cannot function independently.

Requirements

• Socrates Monolith - Must be installed locally
• socratic_system - Must be available in Python path
• Python 3.9+

Why Socrates-Only?

The agents in this library are tightly integrated with Socrates internals:

• Access to centralized database
• Vector database integration
• Unified LLM client orchestration
• Shared user and project context
• Maturity tracking and workflow optimization

After the Socrates architecture redesign, many of these agents will be refactored for independence.

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Installation

Within Socrates Monolith

If you're working within the Socrates monolith, Socratic-agents is already available:

cd Socrates
pip install -e Socratic-agents

As External Package (Future)

Currently, this package is NOT published to PyPI because it requires local Socrates installation.

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The 19+ Agents

Core Dialogue Agents

• SocraticCounselorAgent - Guides users through Socratic questioning with full dialogue orchestration
• QuestionQueueAgent - Manages and prioritizes question queues

Project & Workflow Agents

• ProjectManagerAgent - Manages project lifecycle (creation, loading, collaboration)
• QualityControllerAgent - Orchestrates maturity tracking and quality assurance
• WorkflowOptimizationAgent - Optimizes workflow paths and decision strategies

Code & Technical Agents

• CodeGeneratorAgent - Generates code based on project context
• CodeValidationAgent - Validates and tests code
• DocumentProcessorAgent - Processes and imports project documents
• GitHubSyncHandler - Handles GitHub repository synchronization

Learning & Knowledge Agents

• UserLearningAgent - Tracks user behavior and learning patterns
• KnowledgeManagerAgent - Manages knowledge base enrichment
• KnowledgeAnalysisAgent - Analyzes and extracts knowledge insights
• ConflictDetectorAgent - Detects and resolves conflicts in specifications

User & System Agents

• UserManagerAgent - Manages user accounts and preferences
• SystemMonitorAgent - Monitors system health and token usage
• ContextAnalyzerAgent - Analyzes and manages project context
• MultiLLMAgent - Coordinates multiple LLM providers

Note & Data Agents

• NoteManagerAgent - Manages project notes and documentation
• DocumentContextAnalyzer - Analyzes semantic content of documents

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Architecture

Socrates-Integrated Design

All agents are designed to work within the Socrates orchestration framework:

┌─────────────────────────────────────┐
│     Socrates Monolith               │
├─────────────────────────────────────┤
│  AgentOrchestrator                  │
│  ├─ Database Connection             │
│  ├─ Vector Database                 │
│  ├─ LLM Client (Multi-provider)     │
│  └─ Event System                    │
├─────────────────────────────────────┤
│  Socratic Agents (19+)              │
│  ├─ Dialogue Agents                 │
│  ├─ Project Agents                  │
│  ├─ Code Agents                     │
│  ├─ Learning Agents                 │
│  └─ System Agents                   │
└─────────────────────────────────────┘

Key Features

• Agent Orchestration - Coordinated agent workflows through AgentOrchestrator
• Async Support - Full async/await support for non-blocking operations
• Event System - Real-time event emission for status tracking
• Database Integration - Direct access to Socrates database
• Vector DB Access - Knowledge and context retrieval
• Multi-Provider LLM - Via Socratic Nexus integration
• Type Hints - Full Python type annotations
• Comprehensive Logging - Detailed operation logging

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Quick Reference

Initialize Agents Within Socrates

from socratic_agents import AgentOrchestrator, SocraticCounselorAgent

# Create orchestrator (within Socrates context)
orchestrator = AgentOrchestrator(
    database=socrates_db,
    vector_db=socrates_vector_db,
    claude_client=socrates_llm_client
)

# Create and use specific agent
counselor = SocraticCounselorAgent(orchestrator)
result = counselor.process({
    "action": "generate_question",
    "project": project_context,
    "current_user": user_id
})

Available Actions Vary by Agent

Each agent has specific actions. See individual agent documentation for details.

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Testing

cd Socratic-agents

# Run all tests (requires Socrates environment)
pytest tests/ -v

# Run with coverage
pytest tests/ --cov=src/socratic_agents --cov-report=html

# Run specific test category
pytest -m unit
pytest -m integration

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Future: Post-Architecture Redesign

After the Socrates architecture is redesigned and optimized, the following changes are planned:

1. Independent Agents - Some agents will be refactored as independent packages
2. Decoupled Dependencies - Reduced reliance on Socrates internals
3. Modular Publishing - Agent libraries published separately to PyPI
4. Standalone Mode - Core agents usable without full Socrates installation

Current independent Socratic libraries:

• socratic-analyzer - Code analysis (standalone)
• socratic-learning - Learning algorithms (standalone)
• Socratic-workflow - Workflow definitions (standalone)
• Socratic-maturity - Maturity tracking (standalone)
• And 4+ others...

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Architecture Documentation

Status: Currently in integration phase within Socrates monolith.

For detailed agent documentation, see the docs/ directory (available after Socrates publication).

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Contributing

This library is maintained as part of the Socrates monolith. Contributions should follow Socrates contribution guidelines.

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License

MIT License - See LICENSE for details.

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This library is part of the Socrates AI platform

Made by @Nireus79