# Corelayer - [What is Corelayer? AI SRE for Production](https://docs.corelayer.com/index.md): Corelayer is an AI SRE and AI on-call platform that root-causes production incidents, cuts alert noise, and suggests fixes in minutes. Updated 2026. - [Anomaly Detection for Data Pipelines](https://docs.corelayer.com/anomalies/overview.md): Corelayer detects silent data failures in pipelines and infrastructure, learning a statistical baseline per partition and flagging observations that fall outside it. - [Database Table Monitoring and Alerts](https://docs.corelayer.com/anomalies/table-monitoring.md): Describe an anomaly in plain English, let Corelayer compile it to read-only SQL, and monitor any table in a connected database on a schedule. - [API Metrics: Track Custom Pipeline Metrics](https://docs.corelayer.com/anomalies/sdk-metrics.md): Instrument any pipeline or application with the Corelayer SDK to push custom metrics, build baselines per partition, and detect anomalies in your own data. - [Organization Memory: Learn From Incidents](https://docs.corelayer.com/memory/overview.md): Corelayer retains feedback and prior incident context, then applies that memory to suppress repeat alert noise and sharpen future root-cause analysis. - [PII Masking and Data Redaction](https://docs.corelayer.com/security/pii-masking.md): Corelayer redacts emails, API keys, and financial data before it reaches issue summaries or AI output, so regulated teams debug without exposing customer PII. - [AWS Integration: CloudWatch, RDS, and S3](https://docs.corelayer.com/integrations/aws.md): Connect AWS to Corelayer to monitor CloudWatch logs, RDS, and S3, with AI agents that root-cause incidents across your cloud infrastructure in minutes. - [GCP Integration: Cloud Run, GKE, Functions](https://docs.corelayer.com/integrations/gcp.md): Connect Google Cloud to Corelayer to monitor Cloud Run, Cloud Functions, and GKE, with AI agents that investigate and root-cause production incidents. - [Cloudflare Integration: Debug Workers](https://docs.corelayer.com/integrations/cloudflare.md): Connect Cloudflare to Corelayer to monitor Workers and debug edge applications, with AI agents that correlate edge errors against your wider production stack. - [Oracle Cloud (OCI) Integration and Logs](https://docs.corelayer.com/integrations/oci.md): Connect Oracle Cloud Infrastructure to Corelayer to monitor OCI log groups, with AI agents that root-cause production incidents across hybrid environments. - [Datadog Integration: Add an AI SRE Layer](https://docs.corelayer.com/integrations/datadog.md): Keep Datadog for dashboards and add Corelayer as the AI SRE layer that investigates what it surfaces, correlating logs, services, and metrics automatically. - [Sentry Integration: AI Error Debugging](https://docs.corelayer.com/integrations/sentry.md): Connect Sentry to Corelayer so AI agents investigate application errors automatically, correlating stack traces with logs, infrastructure, and code context. - [GitHub Integration: Code Context and PRs](https://docs.corelayer.com/integrations/github.md): Connect GitHub to Corelayer for repository context during investigations, letting AI agents trace incidents to the responsible code and open fix pull requests. - [Slack Integration: Incident Notifications](https://docs.corelayer.com/integrations/slack.md): Connect Slack to Corelayer to receive real-time incident notifications and completed root-cause summaries in the channels your on-call team already watches. - [Microsoft Teams Integration and Alerts](https://docs.corelayer.com/integrations/teams.md): Connect Microsoft Teams to Corelayer for real-time incident notifications and completed root-cause summaries delivered into your existing team channels. - [ClickHouse Integration: Query Analytics Data](https://docs.corelayer.com/integrations/clickhouse.md): Connect ClickHouse to Corelayer so AI agents securely query your analytics data during investigations, root-causing data correctness issues alongside logs. - [PlanetScale Integration: Debug App Data](https://docs.corelayer.com/integrations/planetscale.md): Connect PlanetScale to Corelayer so AI agents query application data while debugging, linking database state to the production incident under investigation. - [Apache Airflow Integration: Monitor DAGs](https://docs.corelayer.com/integrations/airflow.md): Connect Airflow to Corelayer to monitor DAG runs and debug workflow failures, with AI agents that trace pipeline breakages to their upstream root cause. - [Trigger.dev Integration: Debug Background Jobs](https://docs.corelayer.com/integrations/trigger-dev.md): Connect Trigger.dev to Corelayer to monitor background jobs and debug failures, with AI agents that root-cause job errors across your data and code stack. - [Vercel Integration: Monitor Deployments](https://docs.corelayer.com/integrations/vercel.md): Connect Vercel to Corelayer to monitor deployments and runtime logs, with AI agents that catch post-deploy regressions and trace them to the shipping change. - [Merge Integration: HR and HCM Data Context](https://docs.corelayer.com/integrations/merge.md): Connect Merge to Corelayer to bring HR and HCM platform data into investigations, giving AI agents the context to debug integration and sync failures. - [Overview](https://docs.corelayer.com/webhooks/overview.md): Receive alerts from monitoring tools and incident.io. - [incident.io](https://docs.corelayer.com/webhooks/incidentio.md): Send incident.io alerts and declared incidents to Corelayer for investigation. - [Honeycomb](https://docs.corelayer.com/webhooks/honeycomb.md): Send Honeycomb trigger alerts to Corelayer for investigation. - [CloudWatch](https://docs.corelayer.com/webhooks/cloudwatch.md): Send CloudWatch alarm state changes to Corelayer through EventBridge. - [Datadog](https://docs.corelayer.com/webhooks/datadog.md): Send Datadog monitor alerts to Corelayer for investigation. - [Custom alerts](https://docs.corelayer.com/webhooks/custom.md): Send JSON alerts to Corelayer using a webhook URL and bearer token. - [Corelayer CLI: Install, Auth, and Commands](https://docs.corelayer.com/cli/overview.md): Install the Corelayer CLI to list groups, triage issues, and check integrations from the terminal, with browser login, API keys, and machine-readable JSON. - [Corelayer MCP Server for AI Agents](https://docs.corelayer.com/cli/mcp-server.md): Connect AI agents to Corelayer over the Model Context Protocol to browse issues, read root-cause analyses, and search organization memory. Remote or local. - [Corelayer Skill for AI Coding Agents](https://docs.corelayer.com/cli/corelayer-skill.md): Install the Corelayer skill so any supported AI coding agent knows how to use the CLI for production triage, monitoring, and incident tasks without prompting. - [August 2026](https://docs.corelayer.com/changelog/august-2026.md): Worked Honeycomb Triggers and Grafana webhook payload templates for the Custom Webhook, mapping native fields to Corelayer's canonical alert schema. - [Corelayer Changelog: June 2026 Release](https://docs.corelayer.com/changelog/june-2026.md): June 2026 Corelayer release notes: preflight checks to catch issues before deploy, organization memory, CLI issue slug lookup, and post-deploy issue diffing. - [Corelayer Changelog: May 2026 Release](https://docs.corelayer.com/changelog/may-2026.md): May 2026 Corelayer release notes: the Custom Webhook integration, which accepts alerts from any monitoring tool through a single generic endpoint. - [Corelayer Changelog: April 2026 Release](https://docs.corelayer.com/changelog/april-2026.md): April 2026 Corelayer release notes: MCP server, bulk close, non-interactive CLI auth, agent-agnostic skill, PII masking, anomaly detection, 15 integrations. - [Corelayer Changelog: March 2026, v1.3.0](https://docs.corelayer.com/changelog/march-2026.md): March 2026 Corelayer release notes for v1.3.0: the REST API, the first Corelayer CLI, and agent learnings that carry incident context between investigations. - [Corelayer Changelog: February 2026, v1.2.0](https://docs.corelayer.com/changelog/february-2026.md): February 2026 Corelayer release notes for v1.2.0: Deep Research for longer autonomous investigations and the Anomaly Detection SDK for custom pipeline metrics. - [Corelayer Changelog: January 2026, v1.1.0](https://docs.corelayer.com/changelog/january-2026.md): January 2026 Corelayer release notes for v1.1.0: dynamic dependency maps for tracing across services and reliability improvements across every integration. - [Corelayer Changelog: December 2025, v1.0.0](https://docs.corelayer.com/changelog/december-2025.md): December 2025 Corelayer release notes for v1.0.0, the general availability launch of the Corelayer AI SRE and production support platform for teams.