Integrations

Register one callback. Every tool call is automatically logged to Sigmodx.

pip install sigmodx-integrations

from sigmodx_integrations import \
    SigmodxCallbackHandler, \
    ANOMALY_DETECTION_CONFIG

handler = SigmodxCallbackHandler(
    client=client,
    config=ANOMALY_DETECTION_CONFIG,
)

Process graph stream events. Every tool-calling node is automatically logged to Sigmodx.

from sigmodx_integrations.langgraph import (
    SigmodxLangGraphCallback,
    LANGGRAPH_ANOMALY_CONFIG,
)

handler = SigmodxLangGraphCallback(
    client=client,
    config=LANGGRAPH_ANOMALY_CONFIG,
)

async for event in graph.astream_events(
    inputs, version="v2"
):
    await handler.aprocess_event(event)

Task callback or crew-level step callback. Every task output and agent step is automatically logged.

pip install "sigmodx-integrations[crewai]"

from sigmodx_integrations.crewai import (
    SigmodxTaskCallback,
    CREWAI_ANOMALY_CONFIG,
)

task = Task(
    description="Analyze transaction",
    agent=analyst_agent,
    expected_output="flag/clear/escalate",
    callback=SigmodxTaskCallback(
        client=client,
        config=CREWAI_ANOMALY_CONFIG,
    ),
)

RunHooks implementation. Every tool call is logged automatically via on_tool_end.

pip install "sigmodx-integrations[openai-agents]"

from sigmodx_integrations.openai_agents import (
    SigmodxRunHooks,
    OPENAI_ANOMALY_CONFIG,
)

hooks = SigmodxRunHooks(
    client=client,
    config=OPENAI_ANOMALY_CONFIG,
)

result = await Runner.run(
    agent, "Check TXN-2026-4421", hooks=hooks
)

Expose Sigmodx as tools any MCP-compatible agent can call directly.

pip install sigmodx-mcp

"sigmodx": {
  "command": "sigmodx-mcp",
  "env": {
    "SIGMODX_API_KEY": "...",
    "SIGMODX_AGENT_ID": "..."
  }
}

Works with any agent framework, orchestration system, or custom agent implementation.

from sigmodx_integrations.universal import SigmodxAdapter

adapter = SigmodxAdapter(
    client=client,
    scenario="anomaly_detection",
)
adapter.log(inputs={...}, ...)

• AutoGen / Microsoft Agent Framework○ Coming soon
• Semantic Kernel○ Coming soon
• Google ADK○ Coming soon

Request prioritization: github.com/Sigmodx/integrations-python/issues