API Observability Loop

advanced

Debug API failures with schema context, database state, traces, and error reports.

Architecture

GraphQL MCP

Provides schema, resolver, and query context

79/100

npx mcp-graphql

PostgreSQL MCP Server

Inspects data shape and constraints

82/100

npx -y @modelcontextprotocol/server-postgres postgresql://...

Sentry MCP Server

Captures exceptions and stack traces

78/100

npx -y @modelcontextprotocol/server-sentry

Datadog MCP

Correlates traces and latency signals

78/100

npx @winor30/mcp-server-datadog

GitHub MCP Server

Maps failures to recent code changes

88/100

npx -y @modelcontextprotocol/server-github

Expected Output

API Observability Failing resolver: checkoutSession Database anomaly: missing customer_id Trace sample: linked Suspect commit: 4d8a21f -> Reproduction checklist ready

Related Recipes

Incident Response Command Center

ADVANCED

Triage production incidents from alerts to fixes with observability, chat, and repo context.

devopsworkflow

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API Development Workflow

INTERMEDIATE

Complete API lifecycle from design to testing with GraphQL support.

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3 components

Observability Stack

INTERMEDIATE

Full-stack monitoring with Grafana dashboards, Datadog APM, and Sentry error tracking.

devopsinfra

3 components