"""
Per-agent tool configuration.
All agents have FULL standard stack + specialized tools.
Each agent is a platform with own site, channels, database, users.

v2: Supports default_tools merge policy via tools_rollout.yml config.
Effective tools = unique(DEFAULT_TOOLS_BY_ROLE ∪ agent.tools ∪ agent.capability_tools)
"""

import os
import logging
from pathlib import Path
from typing import List, Optional

logger = logging.getLogger(__name__)

# FULL standard stack - available to ALL agents (legacy explicit list, kept for compatibility)
FULL_STANDARD_STACK = [
    # Search & Knowledge (Priority 1)
    "memory_search",
    "graph_query",
    
    # Web Research (Priority 2)
    "web_search",
    "web_extract",
    "crawl4ai_scrape",
    
    # Memory
    "remember_fact",
    
    # Content Generation
    "image_generate",
    "tts_speak",
    
    # Presentations
    "presentation_create",
    "presentation_status",
    "presentation_download",

    # File artifacts
    "file_tool",
    
    # Repo Tool (read-only filesystem)
    "repo_tool",
    
    # PR Reviewer Tool
    "pr_reviewer_tool",
    
    # Contract Tool (OpenAPI/JSON Schema)
    "contract_tool",
    
    # Oncall/Runbook Tool
    "oncall_tool",
    
    # Observability Tool
    "observability_tool",
    
    # Config Linter Tool (secrets, policy)
    "config_linter_tool",
    
    # ThreatModel Tool (security analysis)
    "threatmodel_tool",
    
    # Job Orchestrator Tool (ops tasks)
    "job_orchestrator_tool",
    
    # Knowledge Base Tool (ADR, docs, runbooks)
    "kb_tool",

    # Drift Analyzer Tool (service/openapi/nats/tools drift)
    "drift_analyzer_tool",

    # Pieces OS integration
    "pieces_tool",
]

# Specialized tools per agent (on top of standard stack)
AGENT_SPECIALIZED_TOOLS = {
    # Helion - Energy platform
    "helion": ['comfy_generate_image', 'comfy_generate_video'],
    
    # Alateya - R&D Lab OS
    "alateya": ['comfy_generate_image', 'comfy_generate_video'],
    
    # Nutra - Health & Nutrition
    "nutra": ['comfy_generate_image', 'comfy_generate_video'],
    
    # AgroMatrix - Agriculture
    "agromatrix": ['comfy_generate_image', 'comfy_generate_video'],
    
    # GreenFood - Food & Eco
    "greenfood": ['comfy_generate_image', 'comfy_generate_video'],
    
    # Druid - Knowledge Search
    "druid": ['comfy_generate_image', 'comfy_generate_video'],
    
    # DaarWizz - DAO Coordination
    "daarwizz": ['comfy_generate_image', 'comfy_generate_video'],
    
    # Clan - Community
    "clan": ['comfy_generate_image', 'comfy_generate_video'],
    
    # Eonarch - Philosophy & Evolution
    "eonarch": ['comfy_generate_image', 'comfy_generate_video'],
    
    # SenpAI (Gordon Senpai) - Trading & Markets
    "senpai": ['market_data', 'comfy_generate_image', 'comfy_generate_video'],

    # 1OK - Window Master Assistant
    "oneok": [
        "crm_search_client",
        "crm_upsert_client",
        "crm_upsert_site",
        "crm_upsert_window_unit",
        "crm_create_quote",
        "crm_update_quote",
        "crm_create_job",
        "calc_window_quote",
        "docs_render_quote_pdf",
        "docs_render_invoice_pdf",
        "schedule_propose_slots",
        "schedule_confirm_slot",
    ],
    
    # Soul / Athena - Spiritual Mentor
    "soul": ['comfy_generate_image', 'comfy_generate_video'],
    
    # Yaromir - Tech Lead
    "yaromir": ['comfy_generate_image', 'comfy_generate_video'],
    
    # Sofiia - Chief AI Architect
    "sofiia": [
        'comfy_generate_image',
        'comfy_generate_video',
        'risk_engine_tool',
        'architecture_pressure_tool',
        'backlog_tool',
        'job_orchestrator_tool',
        'dependency_scanner_tool',
        'incident_intelligence_tool',
        'cost_analyzer_tool',
        'pieces_tool',
        'notion_tool',
        'calendar_tool',
        'agent_email_tool',
        'browser_tool',
        'safe_code_executor_tool',
        'secure_vault_tool',
    ],

    # Admin - platform operations
    "admin": [
        'risk_engine_tool',
        'architecture_pressure_tool',
        'backlog_tool',
        'job_orchestrator_tool',
        'dependency_scanner_tool',
        'incident_intelligence_tool',
        'cost_analyzer_tool',
        'pieces_tool',
        'notion_tool',
        'calendar_tool',
        'agent_email_tool',
        'browser_tool',
        'safe_code_executor_tool',
        'secure_vault_tool',
    ],
    
    # Daarion - Media Generation
    "daarion": ['comfy_generate_image', 'comfy_generate_video'],
}

# CrewAI team structure per agent (future implementation)
AGENT_CREW_TEAMS = {
    "helion": {
        "team_name": "Energy Specialists",
        "agents": ["analyst", "engineer", "market_researcher", "communicator"]
    },
    "alateya": {
        "team_name": "Research Professors",
        "agents": ["prof_erudite", "prof_analyst", "prof_creative", "prof_optimizer", "prof_communicator"]
    },
    "nutra": {
        "team_name": "Health Advisors",
        "agents": ["nutritionist", "biochemist", "fitness_coach", "communicator"]
    },
    "agromatrix": {
        "team_name": "Agro Experts",
        "agents": ["agronomist", "soil_specialist", "weather_analyst", "market_analyst"]
    },
    "greenfood": {
        "team_name": "Food & Eco Team",
        "agents": ["chef", "nutritionist", "eco_analyst", "supply_chain"]
    },
    "druid": {
        "team_name": "Knowledge Seekers",
        "agents": ["researcher", "fact_checker", "synthesizer", "archivist"]
    },
    "daarwizz": {
        "team_name": "DAO Operations",
        "agents": ["governance", "treasury", "community", "tech_ops"]
    },
    "clan": {
        "team_name": "Community Spirits",
        "agents": ["welcomer", "mediator", "event_organizer", "historian"]
    },
    "eonarch": {
        "team_name": "Consciousness Guides",
        "agents": ["philosopher", "futurist", "integrator", "storyteller"]
    },
}

# ─── Rollout Config Loader ────────────────────────────────────────────────────

_rollout_config = None
_rollout_loaded = False


def _load_rollout_config() -> dict:
    """Load tools_rollout.yml, cache on first call."""
    global _rollout_config, _rollout_loaded
    if _rollout_loaded:
        return _rollout_config or {}

    config_path = Path(__file__).parent.parent.parent / "config" / "tools_rollout.yml"
    try:
        import yaml
        with open(config_path, "r") as f:
            _rollout_config = yaml.safe_load(f) or {}
        logger.debug(f"Loaded tools_rollout.yml: {list(_rollout_config.keys())}")
    except Exception as e:
        logger.warning(f"Could not load tools_rollout.yml: {e}. Using legacy config.")
        _rollout_config = {}
    finally:
        _rollout_loaded = True

    return _rollout_config


def _expand_group(group_ref: str, config: dict, seen: Optional[set] = None) -> List[str]:
    """Expand @group_name reference recursively. Prevents circular refs."""
    if seen is None:
        seen = set()

    if group_ref.startswith("@"):
        group_name = group_ref[1:]
        if group_name in seen:
            logger.warning(f"Circular group reference: {group_name}")
            return []
        seen.add(group_name)
        group_tools = config.get(group_name, [])
        result = []
        for item in group_tools:
            result.extend(_expand_group(item, config, seen))
        return result
    else:
        return [group_ref]


def _get_role_tools(agent_id: str, config: dict) -> List[str]:
    """Get tools for agent's role via rollout config."""
    agent_roles = config.get("agent_roles", {})
    role = agent_roles.get(agent_id, "agent_default")

    role_map = config.get("role_map", {})
    role_config = role_map.get(role, role_map.get("agent_default", {}))
    role_tool_refs = role_config.get("tools", [])

    tools = []
    for ref in role_tool_refs:
        tools.extend(_expand_group(ref, config))
    return tools


def get_agent_tools(agent_id: str) -> List[str]:
    """
    Get all tools for an agent using merge policy:
        effective_tools = unique(DEFAULT_TOOLS_BY_ROLE ∪ FULL_STANDARD_STACK ∪ agent.specialized_tools)

    - First try rollout config for role-based tools.
    - Always union with FULL_STANDARD_STACK for backward compat.
    - Always add agent-specific specialized tools.
    - Stable order: role_tools → standard_stack → specialized (deduped).
    """
    rollout = _load_rollout_config()

    # 1. Role-based default tools (from rollout config)
    role_tools = _get_role_tools(agent_id, rollout) if rollout else []

    # 2. Legacy full standard stack (guaranteed baseline)
    standard_tools = list(FULL_STANDARD_STACK)

    # 3. Agent-specific specialized tools
    specialized = AGENT_SPECIALIZED_TOOLS.get(agent_id, [])

    # Merge with stable order, deduplicate preserving first occurrence
    merged = []
    seen = set()
    for tool in role_tools + standard_tools + specialized:
        if tool not in seen:
            merged.append(tool)
            seen.add(tool)

    logger.debug(f"Agent '{agent_id}' effective tools ({len(merged)}): {merged[:10]}...")
    return merged


def is_tool_allowed(agent_id: str, tool_name: str) -> bool:
    """Check if a tool is allowed for an agent."""
    allowed = get_agent_tools(agent_id)
    return tool_name in allowed


def get_agent_role(agent_id: str) -> str:
    """Get the role assigned to an agent via rollout config."""
    rollout = _load_rollout_config()
    agent_roles = rollout.get("agent_roles", {})
    return agent_roles.get(agent_id, "agent_default")


def get_agent_crew(agent_id: str) -> dict:
    """Get CrewAI team configuration for an agent."""
    return AGENT_CREW_TEAMS.get(agent_id, {"team_name": "Default", "agents": []})


def reload_rollout_config():
    """Force reload of tools_rollout.yml (for hot-reload/testing)."""
    global _rollout_config, _rollout_loaded
    _rollout_config = None
    _rollout_loaded = False
    return _load_rollout_config()