# TalkOps.ai

> TalkOps is an open-source, multi-agent framework for DevOps automation built on LangGraph and the Model Context Protocol (MCP). Specialized AI agents automate Kubernetes, AWS, Azure, GCP, CI/CD, monitoring, and SRE operations through conversation.

## Agents

- [Kubernetes Agent (k8s-autopilot)](https://www.talkops.ai/docs/agents/application/kubernetes-agent/overview): Multi-domain K8s lifecycle automation with 13 sub-agents across Helm, App, K8s, and Observability domains. 8 MCP server integrations.
- [CI-Copilot](https://www.talkops.ai/docs/agents/application/ci-copilot/overview): Conversational CI/CD pipeline generation. Auto-detects languages, generates GitHub Actions YAML, validates with actionlint, and self-corrects.
- [AWS Orchestrator](https://www.talkops.ai/docs/agents/infrastructure/aws-orchestrator/overview): Enterprise Terraform module generation for AWS. 7+ specialized sub-agents research, generate, validate, and commit production-ready modules.
- [Azure Orchestrator](https://www.talkops.ai/docs/agents/infrastructure/azure-orchestrator/overview): Terraform module generation for Azure infrastructure (in development). AKS, VNet, Storage, Azure AD.
- [GCP Orchestrator](https://www.talkops.ai/docs/agents/infrastructure/gcp-orchestrator/overview): Terraform module generation for Google Cloud (in development). GKE, VPC, Cloud Storage, Workload Identity.
- [OpsCode](https://www.talkops.ai/docs/agents/opscode/overview): Terminal-native AI DevOps coding agent built on Deep Agents and LangGraph. State-aware IaC management, Pod Security Standards, and autonomous rubric grading.
- [Monitoring Agent](https://www.talkops.ai/docs/agents/monitoring/overview): Non-Kubernetes observability across Datadog, CloudWatch, Grafana, and Loki (in development).
- [SRE Agent](https://www.talkops.ai/docs/agents/sre/overview): AI incident commander for cross-agent incident response with PagerDuty, OpsGenie, SLO tracking (in development).

## MCP Servers

- [Helm MCP Server](https://www.talkops.ai/docs/integrations/helm-mcp-server/overview): 18 tools for Helm chart lifecycle management — search, install, upgrade, rollback, validate across Kubernetes clusters.
- [Prometheus MCP Server](https://www.talkops.ai/docs/integrations/prometheus-mcp-server/overview): 28 tools for PromQL execution, exporter lifecycle management, TSDB FinOps, and multi-backend observability.
- [Alertmanager MCP Server](https://www.talkops.ai/docs/integrations/alertmanager-mcp-server/overview): 14 tools for intelligent alert triage, silence management, routing introspection, and governance.
- [OpenTelemetry MCP Server](https://www.talkops.ai/docs/integrations/opentelemetry-mcp-server/overview): 19 tools for collector provisioning, auto-instrumentation, processor validation, and cardinality control.
- [Loki MCP Server](https://www.talkops.ai/docs/integrations/loki-mcp-server/overview): 9 tools for LogQL query building, structural pattern analysis, and query cost guardrails.
- [Tempo MCP Server](https://www.talkops.ai/docs/integrations/tempo-mcp-server/overview): 16 tools for TraceQL distributed tracing, critical path summarization, RED metrics, and cross-pillar pivots.
- [ArgoCD MCP Server](https://www.talkops.ai/docs/integrations/argocd-mcp-server/overview): 29 tools for GitOps deployment management — application sync, health monitoring, project management.
- [Argo Rollouts MCP Server](https://www.talkops.ai/docs/integrations/argo-rollout-mcp-server/overview): Progressive delivery with canary deployments, blue-green, analysis-driven promotions, and workloadRef migration.
- [Traefik MCP Server](https://www.talkops.ai/docs/integrations/traefik-mcp-server/overview): 11 tools for edge traffic management — weighted canary routing, middleware generation, NGINX migration.
- [Terraform MCP Server](https://www.talkops.ai/docs/integrations/terraform-mcp-server/overview): Infrastructure as Code with semantic provider documentation search, plan/apply workflows, and state management.

## Documentation

- [Full Documentation](https://www.talkops.ai/docs)
- [Architecture: Deep Agent Pattern](https://www.talkops.ai/docs)
- [A2A Protocol Reference](https://www.talkops.ai/docs/reference/a2a-protocol)
- [Blog](https://www.talkops.ai/blog)

## Links

- [GitHub Organization](https://github.com/talkops-ai)
- [Discord Community](https://discord.gg/RzqRy6uKAm)