Architecture:
- agent_service/mcp/tools.py: 14 Tool definitions with JSON schemas
dispatch, finance_query, accounting_query, crm_query, sales_query,
project_query, elearning_query, expenses_query, employees_query,
get_health, list_agents, trigger_sweep, get_pending_approvals, approve_directive
- agent_service/mcp/server.py: mcp.Server with list_tools + call_tool handlers
- agent_service/routers/mcp_router.py: Starlette routes at /mcp/sse + /mcp/messages
- main.py: mounts MCP routes alongside existing FastAPI routers (graceful fallback if mcp not installed)
Privacy guarantee (enforced in server.py, not by convention):
- _force_local_context() sets llm_router._privacy_mode = 'local' before EVERY agent call
- _restore_mode() restores original mode after the tool returns
- HIPAA agents (finance, accounting, expenses, employees) were already Ollama-only;
MCP adds a second enforcement layer for all 8 agents
- MCP client (e.g. Claude Code CLI) receives only tool results — no LLM completions cross the boundary
Usage (Claude Code CLI):
claude mcp add --transport sse http://192.168.2.47:8001/mcp/sse
or copy claude_mcp_config.json to ~/.claude/mcp_servers.json
requirements.txt: added mcp==1.3.0
tests/test_mcp_server.py: 13 tests covering tool count, schemas, HIPAA labelling, privacy override
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
305 lines
12 KiB
Python
305 lines
12 KiB
Python
"""
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ActiveBlue AI — MCP Server
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Exposes 14 tools over SSE transport so Claude Code CLI (or any MCP client)
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can invoke our specialist agents via the Model Context Protocol.
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PRIVACY GUARANTEE
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-----------------
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Every tool call that runs an agent is intercepted here and the LLM router is
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temporarily overridden to 'local' mode for the duration of that call.
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No agent reasoning ever leaves the machine — only the tool *results*
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(Odoo data, agent reports) are returned to the MCP client.
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Transport: HTTP + SSE
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GET /mcp/sse — client connects, receives session endpoint
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POST /mcp/messages — client posts JSON-RPC tool calls
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"""
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from __future__ import annotations
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import asyncio
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import json
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import logging
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import time
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import uuid
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from contextlib import asynccontextmanager
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from mcp.server import Server
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from mcp.server.sse import SseServerTransport
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from mcp.types import TextContent, Tool
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from .tools import MCP_TOOLS, AGENT_TOOL_MAP
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logger = logging.getLogger(__name__)
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MCP_SERVER_NAME = 'activeblue-ai'
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MCP_SERVER_VERSION = '0.1.0'
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def _ok(data) -> list[TextContent]:
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"""Wrap a result as MCP TextContent."""
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if isinstance(data, str):
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return [TextContent(type='text', text=data)]
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return [TextContent(type='text', text=json.dumps(data, default=str, indent=2))]
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def _err(msg: str) -> list[TextContent]:
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return [TextContent(type='text', text=json.dumps({'error': msg}))]
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async def _force_local_context():
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"""
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Context manager that temporarily overrides the LLM router to local mode
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for the duration of an MCP tool call. Restores original mode on exit.
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"""
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from ..app_state import get_llm_router
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router = get_llm_router()
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if router is None:
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return None, None
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original_mode = getattr(router, '_privacy_mode', 'local')
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router._privacy_mode = 'local'
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return router, original_mode
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async def _restore_mode(router, original_mode):
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if router is not None and original_mode is not None:
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router._privacy_mode = original_mode
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def create_mcp_server() -> Server:
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server = Server(MCP_SERVER_NAME)
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@server.list_tools()
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async def list_tools() -> list[Tool]:
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return MCP_TOOLS
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@server.call_tool()
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async def call_tool(name: str, arguments: dict) -> list[TextContent]:
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logger.info('MCP tool call: %s args=%s', name, list(arguments.keys()))
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t0 = time.monotonic()
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# ----------------------------------------------------------
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# 1. dispatch — MasterAgent
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# ----------------------------------------------------------
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if name == 'dispatch':
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from ..app_state import get_master_agent
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master = get_master_agent()
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if master is None:
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return _err('Agent service not ready')
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message = arguments.get('message', '')
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user_id = str(arguments.get('user_id', 'mcp_user'))
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context = arguments.get('context', {})
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router, orig = await _force_local_context()
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try:
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response = await asyncio.wait_for(
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master.handle_message(
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user_id=user_id,
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message=message,
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context=context,
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),
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timeout=120,
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)
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except asyncio.TimeoutError:
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return _err('Dispatch timed out after 120s')
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except Exception as exc:
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logger.exception('dispatch error: %s', exc)
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return _err(str(exc))
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finally:
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await _restore_mode(router, orig)
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result = {
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'directive_id': response.directive_id,
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'reply': response.reply,
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'escalations': response.escalations,
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'actions_taken': response.actions_taken,
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'duration_ms': round((time.monotonic() - t0) * 1000),
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}
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return _ok(result)
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# ----------------------------------------------------------
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# 2. Specialist agent queries
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# ----------------------------------------------------------
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if name in AGENT_TOOL_MAP:
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agent_name = AGENT_TOOL_MAP[name]
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from ..app_state import get_master_agent
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master = get_master_agent()
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if master is None:
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return _err('Agent service not ready')
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query = arguments.get('query', '')
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# Build context from remaining kwargs (partner_id, project_id, etc.)
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context = {k: v for k, v in arguments.items() if k != 'query'}
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# Force local for this call
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router, orig = await _force_local_context()
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try:
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response = await asyncio.wait_for(
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master.handle_message(
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user_id='mcp_user',
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message=query,
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context={**context, '_preferred_agent': agent_name},
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),
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timeout=120,
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)
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except asyncio.TimeoutError:
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return _err(f'{agent_name} timed out after 120s')
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except Exception as exc:
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logger.exception('%s error: %s', agent_name, exc)
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return _err(str(exc))
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finally:
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await _restore_mode(router, orig)
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result = {
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'agent': agent_name,
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'reply': response.reply,
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'escalations': response.escalations,
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'actions_taken': response.actions_taken,
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'duration_ms': round((time.monotonic() - t0) * 1000),
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'privacy': 'local (Ollama)',
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}
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return _ok(result)
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# ----------------------------------------------------------
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# 3. get_health
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# ----------------------------------------------------------
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if name == 'get_health':
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from ..app_state import get_db_pool, get_master_agent, get_llm_router
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from ..config import get_settings
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settings = get_settings()
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pool = get_db_pool()
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db_status = 'unavailable'
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if pool:
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try:
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async with pool.acquire(timeout=5) as conn:
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await conn.fetchval('SELECT 1')
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db_status = 'ok'
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except Exception as exc:
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db_status = f'error: {exc}'
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master_status = 'ok' if get_master_agent() else 'unavailable'
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llm_mode = getattr(get_llm_router(), '_privacy_mode', 'unknown') if get_llm_router() else 'unavailable'
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return _ok({
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'status': 'ok' if db_status == 'ok' and master_status == 'ok' else 'degraded',
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'db': db_status,
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'master_agent': master_status,
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'llm_mode': llm_mode,
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'mcp_privacy': 'local (all MCP tool calls use Ollama)',
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'uptime_ms': round((time.monotonic() - t0) * 1000),
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})
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# ----------------------------------------------------------
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# 4. list_agents
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# ----------------------------------------------------------
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if name == 'list_agents':
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from ..app_state import get_agent_registry, get_llm_router
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registry = get_agent_registry()
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if registry is None:
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return _err('Registry not ready')
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agents = registry.get_all()
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result = []
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for a in agents:
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result.append({
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'name': a.get('name'),
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'domain': a.get('domain', ''),
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'active': a.get('active', True),
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'backend_in_mcp': 'ollama (forced local)',
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})
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return _ok({'agents': result, 'count': len(result)})
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# ----------------------------------------------------------
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# 5. trigger_sweep
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# ----------------------------------------------------------
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if name == 'trigger_sweep':
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from ..app_state import get_sweep_coordinator
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coordinator = get_sweep_coordinator()
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if coordinator is None:
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return _err('Sweep coordinator not ready')
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agent_names = arguments.get('agents', [])
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router, orig = await _force_local_context()
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try:
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result = await asyncio.wait_for(
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coordinator.run_sweep(agents=agent_names or None),
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timeout=300,
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)
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except asyncio.TimeoutError:
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return _err('Sweep timed out after 300s')
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except Exception as exc:
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logger.exception('sweep error: %s', exc)
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return _err(str(exc))
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finally:
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await _restore_mode(router, orig)
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result['duration_ms'] = round((time.monotonic() - t0) * 1000)
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return _ok(result)
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# ----------------------------------------------------------
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# 6. get_pending_approvals
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# ----------------------------------------------------------
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if name == 'get_pending_approvals':
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from ..app_state import get_db_pool
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pool = get_db_pool()
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if pool is None:
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return _err('DB not ready')
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async with pool.acquire(timeout=10) as conn:
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rows = await conn.fetch(
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'SELECT directive_id, agent_name, action_type, description, created_at '
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'FROM ab_directive_log WHERE status = $1 ORDER BY created_at ASC',
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'pending_approval',
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)
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items = [
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{
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'directive_id': str(r['directive_id']),
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'agent': r['agent_name'] or '',
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'action': r['action_type'] or '',
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'description': r['description'] or '',
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'created_at': str(r['created_at']),
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}
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for r in rows
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]
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return _ok({'pending_approvals': items, 'count': len(items)})
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# ----------------------------------------------------------
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# 7. approve_directive
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# ----------------------------------------------------------
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if name == 'approve_directive':
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from ..app_state import get_db_pool, get_master_agent
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pool = get_db_pool()
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if pool is None:
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return _err('DB not ready')
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directive_id = arguments.get('directive_id', '')
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approved = bool(arguments.get('approved', False))
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note = arguments.get('note', '')
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new_status = 'approved' if approved else 'rejected'
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async with pool.acquire(timeout=10) as conn:
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row = await conn.fetchrow(
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'SELECT status FROM ab_directive_log WHERE directive_id = $1',
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directive_id,
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)
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if not row:
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return _err(f'Directive {directive_id} not found')
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if row['status'] != 'pending_approval':
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return _err(f'Directive is not pending approval (status={row["status"]})')
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await conn.execute(
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'UPDATE ab_directive_log SET status=$1, approval_note=$2, updated_at=NOW() '
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'WHERE directive_id=$3',
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new_status, note, directive_id,
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)
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if approved:
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master = get_master_agent()
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if master and hasattr(master, 'resume_directive'):
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try:
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router, orig = await _force_local_context()
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await master.resume_directive(directive_id)
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await _restore_mode(router, orig)
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except Exception as exc:
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logger.error('resume_directive failed: %s', exc)
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return _ok({'directive_id': directive_id, 'status': new_status, 'note': note})
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return _err(f'Unknown tool: {name}')
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return server
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def build_sse_transport() -> SseServerTransport:
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"""Return an SSE transport bound to /mcp/messages."""
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return SseServerTransport('/mcp/messages')
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