Plug into the systems you already run.

Three patterns: native integrations for Tier-1 workflows, the MCP tool bridge for external MCP servers, and OpenTelemetry collection for AI frameworks and model providers.

Native integrations

Bidirectional connectors maintained in-tree for the highest-volume operational workflows.

Incident

PagerDuty

Bidirectional incident sync with persona context and evidence.

Collaboration

Slack

Persona handoffs, approval prompts, and anomaly digests in-channel.

CI / CD

GitHub Actions

Release-quality gates wired to evaluation_results and deployment_events.

Identity

Keycloak

OIDC SSO + group-to-persona mapping for ABAC enforcement.

Identity

Microsoft Entra ID

JWT validation via JWKS for enterprise tenants.

Models

Azure AI Foundry

First-class model catalog wiring for persona-router.

MCP tool bridge

Surface external MCP servers to persona agents under ABAC tool-authorization checks.

FinOps

Vantage

Cloud cost lookup surfaced through the Cost Optimizer persona.

Data

Snowflake

Warehouse joins for revenue and customer impact context.

GRC

Drata

Compliance evidence retrieval for the Security persona.

Data

Databricks

Notebook + table access for the AI Engineer persona.

OpenTelemetry collection

Instrument once with OTLP. SignalCortex extracts gen_ai.*, OpenInference, evaluations, and reasoning traces automatically.

All languages

OpenTelemetry SDKs

OTLP gRPC :4317 and HTTP :4318 with X-API-Key auth.

AI framework

LangChain / LangGraph

gen_ai.* span attributes, token usage, cost computation.

AI framework

Microsoft Agent Framework

Multi-agent traces with evaluation events and reasoning steps.

Model providers

OpenAI / Azure OpenAI / Anthropic / Bedrock

Per-call cost, token counts, and prompt/response capture.

AI framework

OpenInference

Mapped to gen_ai.* convention for unified queries.