├── .all-contributorsrc ├── .ark.env.local ├── .claude └── commands │ └── ark-create-crd.md ├── .cursorrules ├── .github ├── CHANGELOG.md ├── CODEOWNERS ├── actions │ ├── build-image │ │ └── action.yml │ ├── collect-coverage-e2e │ │ └── action.yml │ ├── collect-coverage │ │ └── action.yml │ ├── deploy-additional-services │ │ └── action.yml │ ├── deploy-ark-helmchart │ │ └── action.yml │ ├── jfrog-xray-scan │ │ └── action.yml │ ├── kubernetes │ │ └── generate-kubeconfig-using-github-oidc │ │ │ ├── action.yml │ │ │ └── get-kubeconfig.sh │ ├── resolve-version │ │ └── action.yml │ ├── setup-container-cache-registry │ │ └── action.yml │ ├── setup-e2e │ │ ├── action.yml │ │ ├── coverage-patch.yaml │ │ ├── coverage-pvc.yaml │ │ └── setup-local.sh │ ├── setup-k3s │ │ ├── LICENSE │ │ └── action.yml │ ├── terraform-validate-and-plan │ │ └── action.yml │ └── test-ark-cli │ │ └── action.yaml ├── chainguard │ └── McK-Internal_golden-path-infrastructure-automation.sts.yaml ├── dependabot.yaml ├── k8s │ ├── model-default.yaml.tpl │ └── rbac-evaluator-access.yaml ├── pull_request_template.md ├── release-please-config.json ├── release-please-manifest.json └── workflows │ ├── cicd.yaml │ ├── deploy.yml │ ├── deploy_aws.yml │ ├── deploy_gcp.yml │ ├── terraform_apply_aws.yml │ ├── terraform_apply_gcp.yml │ ├── terraform_plan_aws.yml │ ├── terraform_plan_gcp.yml │ └── validate_pr_title.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .terraform-docs.yml ├── CLAUDE.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── ark ├── .dockerignore ├── .gitignore ├── .golangci.yml ├── CLAUDE.md ├── Dockerfile ├── Dockerfile.ark ├── Makefile ├── PROJECT ├── README.md ├── api │ ├── v1alpha1 │ │ ├── a2atask_types.go │ │ ├── agent_types.go │ │ ├── agent_types_test.go │ │ ├── common_types.go │ │ ├── evaluation_types.go │ │ ├── evaluator_types.go │ │ ├── evaluator_types_test.go │ │ ├── groupversion_info.go │ │ ├── mcpserver_types.go │ │ ├── memory_types.go │ │ ├── model_types.go │ │ ├── query_types.go │ │ ├── team_types.go │ │ ├── tool_types.go │ │ └── zz_generated.deepcopy.go │ └── v1prealpha1 │ │ ├── a2aserver_types.go │ │ ├── common_types.go │ │ ├── executionengine_types.go │ │ ├── groupversion_info.go │ │ └── zz_generated.deepcopy.go ├── cmd │ └── main.go ├── config │ ├── ark-controller │ │ ├── ark-controller.yaml │ │ └── kustomization.yaml │ ├── certmanager │ │ ├── certificate-metrics.yaml │ │ ├── certificate-webhook.yaml │ │ ├── issuer.yaml │ │ ├── kustomization.yaml │ │ └── kustomizeconfig.yaml │ ├── crd │ │ ├── bases │ │ │ ├── ark.mckinsey.com_a2aservers.yaml │ │ │ ├── ark.mckinsey.com_a2atasks.yaml │ │ │ ├── ark.mckinsey.com_agents.yaml │ │ │ ├── ark.mckinsey.com_evaluations.yaml │ │ │ ├── ark.mckinsey.com_evaluators.yaml │ │ │ ├── ark.mckinsey.com_executionengines.yaml │ │ │ ├── ark.mckinsey.com_mcpservers.yaml │ │ │ ├── ark.mckinsey.com_memories.yaml │ │ │ ├── ark.mckinsey.com_models.yaml │ │ │ ├── ark.mckinsey.com_queries.yaml │ │ │ ├── ark.mckinsey.com_teams.yaml │ │ │ └── ark.mckinsey.com_tools.yaml │ │ ├── kustomization.yaml │ │ └── kustomizeconfig.yaml │ ├── default │ │ ├── cert_metrics_manager_patch.yaml │ │ ├── kustomization.yaml │ │ ├── manager_metrics_patch.yaml │ │ ├── manager_webhook_patch.yaml │ │ └── webhook_service_patch.yaml │ ├── dev │ │ ├── cert_metrics_manager_patch.yaml │ │ ├── certificate_patch.yaml │ │ ├── kustomization.yaml │ │ └── manager_webhook_patch.yaml │ ├── manager │ │ ├── kustomization.yaml │ │ └── manager.yaml │ ├── network-policy │ │ ├── allow-metrics-traffic.yaml │ │ ├── allow-webhook-traffic.yaml │ │ └── kustomization.yaml │ ├── prometheus │ │ ├── kustomization.yaml │ │ ├── monitor.yaml │ │ └── monitor_tls_patch.yaml │ ├── rbac │ │ ├── agent_admin_role.yaml │ │ ├── agent_editor_role.yaml │ │ ├── agent_viewer_role.yaml │ │ ├── ark-deployer-role.yaml │ │ ├── ark_controller_role.yaml │ │ ├── ark_controller_role_binding.yaml │ │ ├── evaluator_admin_role.yaml │ │ ├── evaluator_editor_role.yaml │ │ ├── evaluator_viewer_role.yaml │ │ ├── kustomization.yaml │ │ ├── leader_election_role.yaml │ │ ├── leader_election_role_binding.yaml │ │ ├── memory_admin_role.yaml │ │ ├── memory_editor_role.yaml │ │ ├── memory_viewer_role.yaml │ │ ├── metrics_auth_role.yaml │ │ ├── metrics_auth_role_binding.yaml │ │ ├── metrics_reader_role.yaml │ │ ├── model_admin_role.yaml │ │ ├── model_editor_role.yaml │ │ ├── model_viewer_role.yaml │ │ ├── query_admin_role.yaml │ │ ├── query_editor_role.yaml │ │ ├── query_viewer_role.yaml │ │ ├── service_account.yaml │ │ ├── team_admin_role.yaml │ │ ├── team_editor_role.yaml │ │ ├── team_viewer_role.yaml │ │ ├── tool_admin_role.yaml │ │ ├── tool_editor_role.yaml │ │ ├── tool_viewer_role.yaml │ │ └── webhook_role.yaml │ ├── samples │ │ ├── ark_v1alpha1_evaluator.yaml │ │ └── kustomization.yaml │ └── webhook │ │ ├── kustomization.yaml │ │ ├── kustomizeconfig.yaml │ │ ├── manifests.yaml │ │ └── service.yaml ├── devspace.yaml ├── dist │ └── chart │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ ├── _helpers.tpl │ │ ├── certmanager │ │ │ └── certificate.yaml │ │ ├── crd │ │ │ ├── ark.mckinsey.com_a2aservers.yaml │ │ │ ├── ark.mckinsey.com_a2atasks.yaml │ │ │ ├── ark.mckinsey.com_agents.yaml │ │ │ ├── ark.mckinsey.com_evaluations.yaml │ │ │ ├── ark.mckinsey.com_evaluators.yaml │ │ │ ├── ark.mckinsey.com_executionengines.yaml │ │ │ ├── ark.mckinsey.com_mcpservers.yaml │ │ │ ├── ark.mckinsey.com_memories.yaml │ │ │ ├── ark.mckinsey.com_models.yaml │ │ │ ├── ark.mckinsey.com_queries.yaml │ │ │ ├── ark.mckinsey.com_teams.yaml │ │ │ └── ark.mckinsey.com_tools.yaml │ │ ├── manager │ │ │ └── manager.yaml │ │ ├── metrics │ │ │ └── metrics-service.yaml │ │ ├── network-policy │ │ │ ├── allow-metrics-traffic.yaml │ │ │ ├── allow-webhook-traffic.yaml │ │ │ └── ark-system-protection.yaml │ │ ├── prometheus │ │ │ └── monitor.yaml │ │ ├── rbac │ │ │ ├── agent_admin_role.yaml │ │ │ ├── agent_editor_role.yaml │ │ │ ├── agent_viewer_role.yaml │ │ │ ├── ark-deployer-role.yaml │ │ │ ├── ark_controller_role.yaml │ │ │ ├── ark_controller_role_binding.yaml │ │ │ ├── evaluator_admin_role.yaml │ │ │ ├── evaluator_editor_role.yaml │ │ │ ├── evaluator_viewer_role.yaml │ │ │ ├── leader_election_role.yaml │ │ │ ├── leader_election_role_binding.yaml │ │ │ ├── memory_admin_role.yaml │ │ │ ├── memory_editor_role.yaml │ │ │ ├── memory_viewer_role.yaml │ │ │ ├── metrics_auth_role.yaml │ │ │ ├── metrics_auth_role_binding.yaml │ │ │ ├── metrics_reader_role.yaml │ │ │ ├── model_admin_role.yaml │ │ │ ├── model_editor_role.yaml │ │ │ ├── model_viewer_role.yaml │ │ │ ├── query_admin_role.yaml │ │ │ ├── query_editor_role.yaml │ │ │ ├── query_viewer_role.yaml │ │ │ ├── service_account.yaml │ │ │ ├── team_admin_role.yaml │ │ │ ├── team_editor_role.yaml │ │ │ ├── team_viewer_role.yaml │ │ │ ├── tool_admin_role.yaml │ │ │ ├── tool_editor_role.yaml │ │ │ ├── tool_viewer_role.yaml │ │ │ └── webhook_role.yaml │ │ ├── secrets │ │ │ └── registry-credentials.yaml │ │ └── webhook │ │ │ ├── service.yaml │ │ │ └── webhooks.yaml │ │ └── values.yaml ├── docs │ ├── deployment.md │ ├── distribution.md │ ├── makefile.md │ └── observability.md ├── go.mod ├── go.sum ├── hack │ └── boilerplate.go.txt ├── internal │ ├── annotations │ │ └── annotations.go │ ├── common │ │ ├── resolver.go │ │ ├── resolver_v1prealpha1.go │ │ ├── service_ref.go │ │ ├── service_ref_test.go │ │ ├── template_resolver.go │ │ └── transport.go │ ├── controller │ │ ├── a2aserver_controller.go │ │ ├── a2atask_controller.go │ │ ├── agent_controller.go │ │ ├── agent_controller_test.go │ │ ├── evaluation_controller.go │ │ ├── evaluation_controller_parameter_test.go │ │ ├── evaluation_controller_test.go │ │ ├── evaluator_controller.go │ │ ├── evaluator_controller_test.go │ │ ├── executionengine_controller.go │ │ ├── mcpserver_controller.go │ │ ├── memory_controller.go │ │ ├── memory_controller_test.go │ │ ├── model_controller.go │ │ ├── model_controller_test.go │ │ ├── query_controller.go │ │ ├── query_controller_telemetry_test.go │ │ ├── query_controller_test.go │ │ ├── suite_test.go │ │ ├── team_controller.go │ │ ├── team_controller_test.go │ │ ├── tool_controller.go │ │ ├── tool_controller_test.go │ │ └── types.go │ ├── eventing │ │ ├── config │ │ │ └── provider.go │ │ ├── emitter.go │ │ ├── kubernetes │ │ │ ├── emitter.go │ │ │ └── emitter_test.go │ │ ├── mock │ │ │ └── emitter.go │ │ ├── noop │ │ │ ├── emitter.go │ │ │ ├── emitter_test.go │ │ │ ├── provider.go │ │ │ └── query_recorder.go │ │ ├── recorder │ │ │ ├── a2a_recorder.go │ │ │ ├── agent_recorder.go │ │ │ ├── execution_engine_recorder.go │ │ │ ├── mcpserver_recorder.go │ │ │ ├── memory_recorder.go │ │ │ ├── model_recorder.go │ │ │ ├── operations │ │ │ │ ├── operation_tracker.go │ │ │ │ └── operation_tracker_test.go │ │ │ ├── query_recorder.go │ │ │ ├── team_recorder.go │ │ │ ├── tokens │ │ │ │ ├── token_collector.go │ │ │ │ └── token_collector_test.go │ │ │ └── tool_recorder.go │ │ └── recorders.go │ ├── genai │ │ ├── a2a.go │ │ ├── a2a_execution.go │ │ ├── a2a_protocol.go │ │ ├── a2a_protocol_test.go │ │ ├── a2a_test.go │ │ ├── a2a_types.go │ │ ├── agent.go │ │ ├── agent_parameters.go │ │ ├── agent_parameters_test.go │ │ ├── agent_tools.go │ │ ├── agent_tools_test.go │ │ ├── constants.go │ │ ├── context_retrieval_helper.go │ │ ├── context_utils.go │ │ ├── evaluator.go │ │ ├── execution_engine.go │ │ ├── execution_result.go │ │ ├── jq_filter.go │ │ ├── mcp.go │ │ ├── mcp_test.go │ │ ├── memory.go │ │ ├── memory_http.go │ │ ├── memory_http_test.go │ │ ├── memory_noop.go │ │ ├── message_helpers.go │ │ ├── message_helpers_test.go │ │ ├── model.go │ │ ├── model_azure.go │ │ ├── model_bedrock.go │ │ ├── model_generic.go │ │ ├── model_openai.go │ │ ├── model_probe.go │ │ ├── model_properties.go │ │ ├── overrides.go │ │ ├── overrides_test.go │ │ ├── partial_tool_executor.go │ │ ├── provider_azure.go │ │ ├── provider_bedrock.go │ │ ├── provider_openai.go │ │ ├── query.go │ │ ├── query_parameters.go │ │ ├── query_parameters_test.go │ │ ├── streaming.go │ │ ├── streaming_test.go │ │ ├── team.go │ │ ├── team_graph.go │ │ ├── team_selector.go │ │ ├── team_selector_test.go │ │ ├── tools.go │ │ └── types.go │ ├── labels │ │ └── labels.go │ ├── telemetry │ │ ├── config │ │ │ └── provider.go │ │ ├── mock │ │ │ └── mock.go │ │ ├── noop │ │ │ └── noop.go │ │ ├── otel │ │ │ ├── agent_recorder.go │ │ │ ├── model_recorder.go │ │ │ ├── query_recorder.go │ │ │ ├── team_recorder.go │ │ │ ├── tool_recorder.go │ │ │ └── tracer.go │ │ ├── propagation.go │ │ ├── recorders.go │ │ └── tracer.go │ └── webhook │ │ ├── v1 │ │ ├── agent_webhook.go │ │ ├── agent_webhook_test.go │ │ ├── evaluation_webhook.go │ │ ├── evaluator_webhook.go │ │ ├── mcpserver_webhook.go │ │ ├── model_webhook.go │ │ ├── model_webhook_test.go │ │ ├── query_webhook.go │ │ ├── query_webhook_test.go │ │ ├── team_webhook.go │ │ ├── team_webhook_test.go │ │ ├── tool_webhook.go │ │ ├── validation.go │ │ └── webhook_suite_test.go │ │ └── v1prealpha1 │ │ ├── a2aserver_webhook.go │ │ └── executionengine_webhook.go ├── samples │ ├── a2aserver-agent-dependency.yaml │ ├── evaluations │ │ ├── batch-evaluation-example.yaml │ │ ├── semantic-agent-evaluation.yaml │ │ ├── semantic-comprehensive-evaluation.yaml │ │ ├── semantic-query-evaluation.yaml │ │ ├── semantic-sequence-evaluation.yaml │ │ └── semantic-tool-evaluation.yaml │ └── evaluator-selector │ │ ├── README.md │ │ ├── evaluator-with-selector.yaml │ │ └── queries-with-labels.yaml ├── scripts │ ├── ark_ingress.yml │ ├── fix-helm-chart.sh │ └── validate-chart-crds.sh ├── services │ └── openai-apis │ │ └── .gitignore ├── test │ └── utils │ │ └── utils.go └── version.txt ├── charts └── ark-tenant │ ├── Chart.yaml │ ├── README.md │ ├── templates │ ├── _helpers.tpl │ ├── networkpolicy.yaml │ ├── resourcequota.yaml │ ├── role.yaml │ ├── rolebinding.yaml │ ├── serviceaccount.yaml │ └── tools.yaml │ └── values.yaml ├── devspace.yaml ├── docs ├── .gitignore ├── app │ ├── [[...mdxPath]] │ │ └── page.jsx │ ├── favicon.ico │ └── layout.jsx ├── components │ ├── ContributorsGrid.test.ts │ ├── ContributorsGrid.test.tsx │ ├── ContributorsGrid.tsx │ └── contributors.module.css ├── content │ ├── _meta.js │ ├── developer-guide │ │ ├── _meta.js │ │ ├── ark-cli.mdx │ │ ├── ark-dashboard.mdx │ │ ├── ark-evaluator.mdx │ │ ├── ark-gateway.mdx │ │ ├── ark-sdk.mdx │ │ ├── authentication.mdx │ │ ├── build.mdx │ │ ├── building-a2a-servers.mdx │ │ ├── cli-tools.mdx │ │ ├── crd-design-guide.mdx │ │ ├── design-principles.mdx │ │ ├── developing-resources │ │ │ └── developing-tools.mdx │ │ ├── images │ │ │ ├── architecture-v0.1.3.jpg │ │ │ ├── ark-dashboard-services.png │ │ │ ├── events-k9s.png │ │ │ ├── events-page.png │ │ │ ├── logs-k9s.png │ │ │ └── make-routes.png │ │ ├── langchain-execution-engine.mdx │ │ ├── local-development.mdx │ │ ├── logging-and-events.mdx │ │ ├── observability │ │ │ ├── _meta.js │ │ │ ├── index.mdx │ │ │ ├── langfuse-service.mdx │ │ │ └── phoenix-service.mdx │ │ ├── queries │ │ │ ├── _meta.js │ │ │ ├── a2a-queries.mdx │ │ │ ├── mcp-configuration.mdx │ │ │ └── streaming.mdx │ │ ├── rag-implementation.mdx │ │ ├── services.mdx │ │ ├── services │ │ │ ├── _meta.js │ │ │ ├── ark-api.mdx │ │ │ └── ark-cluster-memory.mdx │ │ ├── testing.mdx │ │ ├── testing │ │ │ ├── _meta.js │ │ │ ├── index.mdx │ │ │ └── ui-testing.mdx │ │ └── workflows │ │ │ ├── _meta.js │ │ │ ├── argo-workflows.mdx │ │ │ ├── images │ │ │ ├── a2a-workflow.png │ │ │ ├── argo-artifacts-screenshot.png │ │ │ └── query-fanout-screenshot.png │ │ │ └── index.mdx │ ├── disclaimer.mdx │ ├── images │ │ ├── ark-controller-dev-mode-diagram.png │ │ ├── ark-controller-diagram.png │ │ ├── high-level-architecture.png │ │ └── high-level-architecture_v0.1.png │ ├── index.mdx │ ├── operations-guide │ │ ├── _meta.js │ │ ├── artifact-analysis-reports.mdx │ │ ├── build-pipelines.mdx │ │ ├── code-analysis-reports.mdx │ │ ├── deploying-ark.mdx │ │ ├── images │ │ │ └── cicd-pipeline.png │ │ ├── penetration-testing-reports.mdx │ │ ├── provisioning.mdx │ │ └── technical-debt-and-upcoming-refactoring.mdx │ ├── quickstart.mdx │ ├── reference │ │ ├── _meta.js │ │ ├── ark-apis.mdx │ │ ├── contributors.mdx │ │ ├── crds.mdx │ │ ├── evaluations │ │ │ ├── _meta.js │ │ │ ├── evaluations.mdx │ │ │ ├── event-based-evaluations.mdx │ │ │ ├── event-types-reference.mdx │ │ │ └── semantic-expressions.mdx │ │ ├── query-execution.mdx │ │ ├── relationships.mdx │ │ ├── resources │ │ │ ├── _meta.js │ │ │ ├── a2aserver.mdx │ │ │ ├── a2atask.mdx │ │ │ ├── agent.mdx │ │ │ ├── mcpserver.mdx │ │ │ ├── memory.mdx │ │ │ ├── models.mdx │ │ │ ├── query.mdx │ │ │ ├── team.mdx │ │ │ └── tools.mdx │ │ ├── troubleshooting.mdx │ │ ├── upgrading.mdx │ │ └── utility-images.mdx │ └── user-guide │ │ ├── _meta.js │ │ ├── agents.mdx │ │ ├── ark-cli.mdx │ │ ├── dashboard.mdx │ │ ├── experimental-features.mdx │ │ ├── models.mdx │ │ ├── overrides.mdx │ │ ├── queries.mdx │ │ ├── samples │ │ ├── _meta.js │ │ ├── images │ │ │ ├── mcp-hosted.png │ │ │ ├── mcp-inspector-call-tool-with-token.png │ │ │ └── mcp-inspector-show-tools.png │ │ ├── mcp-servers.mdx │ │ ├── models │ │ │ ├── _meta.js │ │ │ ├── claude.mdx │ │ │ └── gemini.mdx │ │ ├── teams │ │ │ ├── _meta.js │ │ │ ├── github-team.mdx │ │ │ ├── team-selector-strategy.mdx │ │ │ └── team-strategies.mdx │ │ └── walkthrough │ │ │ └── index.mdx │ │ ├── teams.mdx │ │ ├── tips-on-building-agentic-use-cases.mdx │ │ └── tools.mdx ├── diagrams │ ├── ARK_architecture.drawio │ ├── high-level-architecture.drawio │ └── icons.psd ├── mdx-components.js ├── next.config.mjs ├── package-lock.json ├── package.json ├── public │ ├── ark-apis.png │ ├── ark-controller-dev-mode-diagram.png │ ├── ark-controller-diagram.png │ ├── ark-dashboard-screenshot.png │ ├── contributors.html │ ├── icon.svg │ ├── langfuse-agent-trace.png │ └── quickstart.png ├── scripts │ └── check-links.js └── vitest.config.ts ├── helpers.mk ├── images ├── ark-tools │ ├── .dockerignore │ ├── Dockerfile │ ├── README.md │ ├── USAGE.md │ └── build.mk └── images.mk ├── infrastructure ├── providers │ ├── aws │ │ ├── eks.tf │ │ ├── main.tf │ │ ├── outputs.tf │ │ ├── providers.tf │ │ ├── variables.tf │ │ └── vpc.tf │ └── gcp │ │ ├── gke.tf │ │ ├── main.tf │ │ ├── network.tf │ │ ├── outputs.tf │ │ ├── providers.tf │ │ └── variables.tf └── samples │ └── github_oidc_assume_role_policy_example.json ├── lib ├── ark-sdk │ ├── .gitignore │ ├── README.md │ ├── build.mk │ ├── crd_to_openapi.py │ ├── devspace.yaml │ ├── gen_sdk │ │ ├── __init__.py │ │ ├── overlay │ │ │ └── python │ │ │ │ ├── README.md │ │ │ │ ├── ark_sdk │ │ │ │ ├── auth │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── basic.py │ │ │ │ │ ├── config.py │ │ │ │ │ ├── exceptions.py │ │ │ │ │ └── validator.py │ │ │ │ ├── client.py │ │ │ │ ├── executor.py │ │ │ │ ├── executor_app.py │ │ │ │ ├── k8s.py │ │ │ │ ├── models │ │ │ │ │ └── kubernetes.py │ │ │ │ ├── streaming_config.py │ │ │ │ └── test_streaming_config.py │ │ │ │ ├── pyproject.toml │ │ │ │ └── tests │ │ │ │ ├── test_config.py │ │ │ │ ├── test_exceptions.py │ │ │ │ ├── test_secret_client.py │ │ │ │ └── test_validator.py │ │ ├── python_sdk.py │ │ ├── python_sdk_tests.py │ │ └── template │ │ │ └── python │ │ │ ├── base_client.py.template │ │ │ ├── test_base.py.template │ │ │ └── test_client.py.template │ ├── generate_ark_clients.py │ ├── install.sh │ ├── openapitools.json │ ├── pyproject.toml │ └── update_pyproject.py ├── executor-common │ └── uv.lock └── lib.mk ├── mcp └── filesystem-mcp │ ├── .gitignore │ ├── Dockerfile │ ├── Makefile │ ├── README.md │ ├── build.sh │ ├── chart │ ├── Chart.yaml │ ├── templates │ │ ├── _helpers.tpl │ │ ├── deployment.yaml │ │ ├── mcpserver.yaml │ │ ├── pvc.yaml │ │ ├── service.yaml │ │ └── serviceaccount.yaml │ └── values.yaml │ ├── devspace.yaml │ ├── package-lock.json │ ├── package.json │ ├── src │ ├── adapter.ts │ ├── adapters │ │ └── filesystem │ │ │ ├── adapter.ts │ │ │ ├── index.ts │ │ │ ├── lib.ts │ │ │ ├── path-utils.ts │ │ │ ├── path-validation.ts │ │ │ └── roots-utils.ts │ └── index.ts │ └── tsconfig.json ├── samples ├── README.md ├── a2a │ ├── langchain-weather-agent │ │ ├── .dockerignore │ │ ├── Dockerfile │ │ ├── Makefile │ │ ├── README.md │ │ ├── devspace.yaml │ │ ├── env.example │ │ ├── manifests.yaml │ │ ├── pyproject.toml │ │ ├── src │ │ │ └── langchain_weather_agent │ │ │ │ ├── __init__.py │ │ │ │ ├── __main__.py │ │ │ │ ├── a2a_server.py │ │ │ │ ├── langchain_agents.py │ │ │ │ └── weather_tools.py │ │ └── uv.lock │ └── simple-agent │ │ ├── .dockerignore │ │ ├── Dockerfile │ │ ├── Makefile │ │ ├── README.md │ │ ├── devspace.yaml │ │ ├── manifests.yaml │ │ ├── pyproject.toml │ │ └── src │ │ └── simple_a2a_server │ │ ├── __init__.py │ │ ├── __main__.py │ │ └── main.py ├── agent-modernization │ ├── agents │ │ └── agent-java8-to-js-modernizer.yaml │ ├── custom-evaluators │ │ ├── conversion-quality-evaluator.yaml │ │ ├── refusal-handling-evaluator.yaml │ │ └── scope-compliance-evaluator.yaml │ ├── perf-evaluators │ │ └── performance-evaluator.yaml │ └── queries │ │ ├── query-java-with-threading-complexity.yaml │ │ ├── query-java8-functional-interfaces.yaml │ │ ├── query-java8-stream-operations.yaml │ │ ├── query-malformed-java-code.yaml │ │ └── query-non-java-python-code.yaml ├── agents-as-tools │ └── coordinator-example.yaml ├── agents │ ├── amazed.yaml │ ├── blog.yaml │ ├── filesystem.yaml │ ├── json-output-agent.yaml │ ├── location.yaml │ ├── math.yaml │ ├── partial-tool-calling.yaml │ ├── shared.yaml │ ├── technical-expert.yaml │ ├── templated.yaml │ └── weather.yaml ├── evaluator-selector │ ├── README.md │ ├── evaluator-with-selector.yaml │ └── queries-with-labels.yaml ├── evaluator │ └── evaluator-with-labels.yaml ├── mcp │ ├── custom-mcp-service-ref.yaml │ ├── custom-mcp.yaml │ ├── github-remote-mcp.yaml │ └── github-remote.yaml ├── mocks │ └── mock-llm.yaml ├── models │ ├── claude.yaml │ ├── default.yaml │ ├── gemini.yaml │ ├── local-ollama.yaml │ └── model-with-properties.yaml ├── queries │ ├── blog.yaml │ ├── math.yaml │ ├── memory-followup.yaml │ ├── memory.yaml │ ├── query-conversation-messages.yaml │ ├── query-customer-specific.yaml │ ├── query-messages-image-url.yaml │ ├── query-model.yaml │ ├── query-multiple-targets.yaml │ ├── query-partial-tool-calling.yaml │ ├── query-resolution-flow.yaml │ ├── query-selectors-only.yaml │ ├── query-simple.yaml │ ├── query-streaming.yaml │ ├── query-with-label-selectors.yaml │ ├── query-with-mcp-settings-in-annotations.yaml │ ├── query-with-parameter-reference.yaml │ ├── query-with-parameters.yaml │ ├── query-with-selectors.yaml │ ├── query-with-service-account.yaml │ ├── query-with-timeout.yaml │ └── weather.yaml ├── quickstart │ ├── default-model.yaml │ ├── filesys.yaml │ └── openai-model.yaml ├── rag-external-vectordb │ ├── Makefile │ ├── README.md │ ├── agents │ │ └── rag-agent.yaml │ ├── ingestion │ │ ├── ingest_sample_data.py │ │ └── requirements.txt │ ├── kustomization.yaml │ ├── pgvector │ │ ├── configmap.yaml │ │ ├── deployment.yaml │ │ ├── kustomization.yaml │ │ ├── pvc.yaml │ │ ├── secret.yaml │ │ └── service.yaml │ ├── queries │ │ └── rag-query.yaml │ ├── retrieval-service │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── deployment │ │ │ ├── azure-openai-secret.yaml │ │ │ ├── deployment.yaml │ │ │ ├── kustomization.yaml │ │ │ ├── service.yaml │ │ │ └── serviceaccount.yaml │ │ ├── pyproject.toml │ │ └── src │ │ │ └── rest_server.py │ └── tools │ │ ├── get-document-stats.yaml │ │ ├── retrieve-chunks.yaml │ │ └── search-by-metadata.yaml ├── teams │ ├── graph-strategy.yaml │ ├── multi-model-agents.yaml │ ├── round-robin-with-terminate.yaml │ ├── selector-strategy.yaml │ └── sequential.yaml ├── tools │ ├── create-post.yaml │ ├── get-coordinates.yaml │ ├── get-forecast.yaml │ ├── noop.yaml │ └── terminate.yaml └── walkthrough │ ├── README.md │ ├── agents │ ├── README.md │ ├── analyst-agent.yaml │ ├── creator-agent.yaml │ ├── researcher-agent.yaml │ └── tests │ │ ├── chainsaw-analyst-test.yaml │ │ ├── chainsaw-creator-test.yaml │ │ ├── chainsaw-researcher-test.yaml │ │ ├── chainsaw-test.yaml │ │ ├── creator-agent-no-mcp.yaml │ │ └── queries │ │ ├── analyst-query.yaml │ │ ├── creator-query.yaml │ │ └── researcher-query.yaml │ ├── kustomization.yaml │ ├── research-query.yaml │ ├── teams │ ├── README.md │ ├── research-team.yaml │ └── tests │ │ ├── chainsaw-test.yaml │ │ └── test-team.yaml │ ├── tests │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── model │ │ ├── a01-secret.yaml │ │ └── a02-model.yaml │ │ ├── rbac │ │ └── chainsaw-permissions.yaml │ │ ├── resources │ │ ├── a01-tool-web-search.yaml │ │ ├── a02-agent-analyst.yaml │ │ ├── a03-agent-creator.yaml │ │ ├── a04-agent-researcher.yaml │ │ └── a05-team-research-analysis.yaml │ │ └── test-query.yaml │ └── tools │ ├── README.md │ ├── tests │ ├── chainsaw-test.yaml │ └── queries │ │ └── web-search-query.yaml │ └── web-search-tool.yaml ├── scripts ├── build-and-push.sh ├── chainsaw_summary.py ├── configure-bedrock-model.sh ├── default-setup.sh ├── deploy │ ├── bind-deployer-role.sh │ ├── transfer-ark-containers.sh │ └── wait-for-deployment.sh ├── query.sh ├── quickstart-reconfigure-default-model.sh ├── quickstart.sh ├── services.sh ├── show-help.py └── tls-certs.sh ├── services ├── .dockerignore ├── README.md ├── argo-workflows │ ├── README.md │ ├── chart │ │ ├── Chart.lock │ │ ├── Chart.yaml │ │ ├── argo-workflows-0.1.40.tgz │ │ ├── templates │ │ │ ├── NOTES.txt │ │ │ ├── argo-minio-secret.yaml │ │ │ ├── artifact-repository.yaml │ │ │ ├── httproute-argo.yaml │ │ │ ├── httproute-minio.yaml │ │ │ ├── rolebindings.yaml │ │ │ └── service-account-token.yaml │ │ └── values.yaml │ ├── devspace.yaml │ └── samples │ │ ├── a2a-arithmetic-workflow.yaml │ │ ├── ark-tools-template.yaml │ │ ├── minio-artifact-template.yaml │ │ ├── query-fanout-template.yaml │ │ └── weather-workflow-template.yaml ├── ark-api │ ├── .dockerignore │ ├── .env.example │ ├── .gitignore │ ├── CLAUDE.md │ ├── Dockerfile │ ├── README.md │ ├── ark-api │ │ ├── crd_to_openapi.py │ │ ├── generate_openapi.py │ │ ├── pyproject.toml │ │ ├── scripts │ │ │ └── ensure-ark-sdk-wheel.sh │ │ ├── src │ │ │ └── ark_api │ │ │ │ ├── __init__.py │ │ │ │ ├── api │ │ │ │ ├── __init__.py │ │ │ │ ├── health.py │ │ │ │ ├── routes.py │ │ │ │ └── v1 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── a2a_gateway.py │ │ │ │ │ ├── a2a_servers.py │ │ │ │ │ ├── a2a_tasks.py │ │ │ │ │ ├── a2agw │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── execution.py │ │ │ │ │ ├── manager.py │ │ │ │ │ ├── query.py │ │ │ │ │ └── registry.py │ │ │ │ │ ├── agents.py │ │ │ │ │ ├── api_keys.py │ │ │ │ │ ├── ark_services.py │ │ │ │ │ ├── evaluations.py │ │ │ │ │ ├── evaluators.py │ │ │ │ │ ├── events.py │ │ │ │ │ ├── exceptions.py │ │ │ │ │ ├── mcp_servers.py │ │ │ │ │ ├── memories.py │ │ │ │ │ ├── models.py │ │ │ │ │ ├── namespaces.py │ │ │ │ │ ├── openai.py │ │ │ │ │ ├── queries.py │ │ │ │ │ ├── secrets.py │ │ │ │ │ ├── sessions.py │ │ │ │ │ ├── system_info.py │ │ │ │ │ ├── teams.py │ │ │ │ │ └── tools.py │ │ │ │ ├── auth │ │ │ │ ├── __init__.py │ │ │ │ ├── config.py │ │ │ │ ├── constants.py │ │ │ │ └── middleware.py │ │ │ │ ├── constants │ │ │ │ └── annotations.py │ │ │ │ ├── core │ │ │ │ ├── __init__.py │ │ │ │ ├── config.py │ │ │ │ ├── constants.py │ │ │ │ └── namespace.py │ │ │ │ ├── main.py │ │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── a2a_servers.py │ │ │ │ ├── a2a_tasks.py │ │ │ │ ├── agents.py │ │ │ │ ├── ark_services.py │ │ │ │ ├── auth.py │ │ │ │ ├── common.py │ │ │ │ ├── evaluation_metadata.py │ │ │ │ ├── evaluations.py │ │ │ │ ├── evaluators.py │ │ │ │ ├── events.py │ │ │ │ ├── health.py │ │ │ │ ├── mcp_servers.py │ │ │ │ ├── memories.py │ │ │ │ ├── models.py │ │ │ │ ├── queries.py │ │ │ │ ├── sessions.py │ │ │ │ ├── system_info.py │ │ │ │ ├── teams.py │ │ │ │ └── tools.py │ │ │ │ ├── services │ │ │ │ └── api_keys.py │ │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── ark_services.py │ │ │ │ ├── helpers.py │ │ │ │ ├── memory_client.py │ │ │ │ ├── query_polling.py │ │ │ │ ├── query_targets.py │ │ │ │ └── streaming.py │ │ └── tests │ │ │ ├── __init__.py │ │ │ ├── api │ │ │ ├── __init__.py │ │ │ ├── test_a2a_tasks.py │ │ │ ├── test_api_keys.py │ │ │ ├── test_openai.py │ │ │ └── test_routes.py │ │ │ ├── services │ │ │ ├── __init__.py │ │ │ └── test_api_keys.py │ │ │ ├── test_auth_config.py │ │ │ ├── test_auth_middleware.py │ │ │ ├── test_health.py │ │ │ ├── test_metadata_processing.py │ │ │ ├── test_query_targets.py │ │ │ └── test_streaming.py │ ├── build.mk │ ├── chart │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── deployment.yaml │ │ │ ├── httproute.yaml │ │ │ ├── ingress.yaml │ │ │ ├── rbac.yaml │ │ │ └── service.yaml │ │ └── values.yaml │ ├── devspace.yaml │ ├── manifest.yaml │ └── sync-ark-sdk.sh ├── ark-cluster-memory │ ├── Makefile │ ├── README.md │ ├── ark-cluster-memory │ │ ├── .dockerignore │ │ ├── .gitignore │ │ ├── Dockerfile │ │ ├── eslint.config.js │ │ ├── jest.config.js │ │ ├── package-lock.json │ │ ├── package.json │ │ ├── src │ │ │ ├── main.ts │ │ │ ├── memory-store.ts │ │ │ ├── routes │ │ │ │ ├── memory.ts │ │ │ │ ├── stream.test.ts │ │ │ │ └── stream.ts │ │ │ ├── server.ts │ │ │ ├── stream-store.ts │ │ │ ├── swagger.ts │ │ │ └── types.ts │ │ ├── test │ │ │ ├── memory-store.test.ts │ │ │ └── server.test.ts │ │ └── tsconfig.json │ ├── build.mk │ ├── chart │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── _helpers.tpl │ │ │ ├── configmap-streaming.yaml │ │ │ ├── deployment.yaml │ │ │ ├── memory.yaml │ │ │ ├── pvc.yaml │ │ │ ├── service.yaml │ │ │ └── serviceaccount.yaml │ │ └── values.yaml │ ├── devspace.yaml │ ├── package-lock.json │ └── test │ │ ├── README.md │ │ ├── chainsaw-test.yaml │ │ ├── manifests │ │ ├── a00-rbac.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-query-completed.yaml │ │ ├── a03-query-join.yaml │ │ └── a03-query-wait.yaml │ │ └── test.hurl ├── ark-dashboard │ ├── .dockerignore │ ├── .gitignore │ ├── CLAUDE.md │ ├── Dockerfile │ ├── README.md │ ├── ark-dashboard │ │ ├── .env.example │ │ ├── .gitignore │ │ ├── .prettierrc.json │ │ ├── __tests__ │ │ │ ├── setup │ │ │ │ └── msw-server.ts │ │ │ └── unit │ │ │ │ ├── app │ │ │ │ ├── (dashboard) │ │ │ │ │ └── tasks │ │ │ │ │ │ └── [id] │ │ │ │ │ │ └── page.test.tsx │ │ │ │ └── tasks-page.test.tsx │ │ │ │ ├── atoms │ │ │ │ └── experimental-features.test.ts │ │ │ │ ├── components │ │ │ │ ├── app-sidebar-tasks.test.tsx │ │ │ │ ├── cards │ │ │ │ │ └── a2a-server-card.test.tsx │ │ │ │ ├── chat-manager.test.tsx │ │ │ │ ├── experimental-features-dialog │ │ │ │ │ └── experimental-features.test.tsx │ │ │ │ ├── floating-chat.test.tsx │ │ │ │ ├── rows │ │ │ │ │ └── a2a-server-row.test.tsx │ │ │ │ └── sections │ │ │ │ │ ├── a2a-servers-section.test.tsx │ │ │ │ │ └── a2a-tasks-section │ │ │ │ │ ├── index.test.tsx │ │ │ │ │ ├── status-dot.test.tsx │ │ │ │ │ └── utils.test.ts │ │ │ │ ├── lib │ │ │ │ ├── api │ │ │ │ │ └── client.test.ts │ │ │ │ ├── auth │ │ │ │ │ ├── create-oidc-provider.test.ts │ │ │ │ │ ├── openid-config-manager.test.ts │ │ │ │ │ ├── signout.test.ts │ │ │ │ │ └── token-manager.test.ts │ │ │ │ ├── dashboard-sections.test.ts │ │ │ │ ├── services │ │ │ │ │ ├── a2a-servers.test.ts │ │ │ │ │ ├── a2a-tasks-hooks.test.tsx │ │ │ │ │ ├── a2a-tasks.test.ts │ │ │ │ │ ├── agents.test.ts │ │ │ │ │ ├── chat.test.ts │ │ │ │ │ └── teams.test.ts │ │ │ │ └── utils │ │ │ │ │ └── kubernetes-validation.test.ts │ │ │ │ └── middleware.test.ts │ │ ├── app │ │ │ ├── (dashboard) │ │ │ │ ├── a2a │ │ │ │ │ └── page.tsx │ │ │ │ ├── agents │ │ │ │ │ └── page.tsx │ │ │ │ ├── api-keys │ │ │ │ │ └── page.tsx │ │ │ │ ├── evaluation │ │ │ │ │ └── [id] │ │ │ │ │ │ └── page.tsx │ │ │ │ ├── evaluations │ │ │ │ │ └── page.tsx │ │ │ │ ├── evaluators │ │ │ │ │ ├── [name] │ │ │ │ │ │ └── edit │ │ │ │ │ │ │ └── page.tsx │ │ │ │ │ └── page.tsx │ │ │ │ ├── event │ │ │ │ │ └── [id] │ │ │ │ │ │ └── page.tsx │ │ │ │ ├── events │ │ │ │ │ └── page.tsx │ │ │ │ ├── layout.tsx │ │ │ │ ├── mcp │ │ │ │ │ └── page.tsx │ │ │ │ ├── memory │ │ │ │ │ └── page.tsx │ │ │ │ ├── models │ │ │ │ │ ├── [model_id] │ │ │ │ │ │ └── update │ │ │ │ │ │ │ └── page.tsx │ │ │ │ │ ├── new │ │ │ │ │ │ └── page.tsx │ │ │ │ │ └── page.tsx │ │ │ │ ├── page.tsx │ │ │ │ ├── queries │ │ │ │ │ └── page.tsx │ │ │ │ ├── query │ │ │ │ │ └── [id] │ │ │ │ │ │ └── page.tsx │ │ │ │ ├── secrets │ │ │ │ │ └── page.tsx │ │ │ │ ├── services │ │ │ │ │ └── page.tsx │ │ │ │ ├── tasks │ │ │ │ │ ├── [id] │ │ │ │ │ │ └── page.tsx │ │ │ │ │ └── page.tsx │ │ │ │ ├── teams │ │ │ │ │ └── page.tsx │ │ │ │ ├── tool │ │ │ │ │ └── [name] │ │ │ │ │ │ └── page.tsx │ │ │ │ └── tools │ │ │ │ │ └── page.tsx │ │ │ ├── api │ │ │ │ └── auth │ │ │ │ │ ├── [...nextauth] │ │ │ │ │ └── route.ts │ │ │ │ │ ├── federated-signout │ │ │ │ │ └── route.ts │ │ │ │ │ └── signin │ │ │ │ │ └── route.ts │ │ │ ├── favicon.ico │ │ │ ├── fonts │ │ │ │ ├── geist-mono-v3-latin-800.woff2 │ │ │ │ ├── geist-mono-v3-latin-regular.woff2 │ │ │ │ ├── geist-v3-latin-200.woff2 │ │ │ │ ├── geist-v3-latin-600.woff2 │ │ │ │ ├── geist-v3-latin-800.woff2 │ │ │ │ └── geist-v3-latin-regular.woff2 │ │ │ ├── globals.css │ │ │ ├── layout.tsx │ │ │ └── signout │ │ │ │ └── page.tsx │ │ ├── atoms │ │ │ └── experimental-features.ts │ │ ├── auth.ts │ │ ├── components.json │ │ ├── components │ │ │ ├── ErrorResponseContent.tsx │ │ │ ├── JsonDisplay.tsx │ │ │ ├── alerts │ │ │ │ ├── index.ts │ │ │ │ └── no-default-model-alert.tsx │ │ │ ├── app-sidebar.tsx │ │ │ ├── auth │ │ │ │ ├── AuthUtilsWrapper.tsx │ │ │ │ └── index.ts │ │ │ ├── cards │ │ │ │ ├── a2a-server-card.tsx │ │ │ │ ├── agent-card.tsx │ │ │ │ ├── base-card.tsx │ │ │ │ ├── evaluator-card.tsx │ │ │ │ ├── homepage-agents-card.tsx │ │ │ │ ├── homepage-mcp-servers-card.tsx │ │ │ │ ├── homepage-memory-card.tsx │ │ │ │ ├── homepage-models-card.tsx │ │ │ │ ├── homepage-teams-card.tsx │ │ │ │ ├── index.ts │ │ │ │ ├── mcp-server-card.tsx │ │ │ │ ├── metric-card.tsx │ │ │ │ ├── model-card.tsx │ │ │ │ ├── secret-card.tsx │ │ │ │ ├── team-card.tsx │ │ │ │ └── tool-card.tsx │ │ │ ├── chat-manager.tsx │ │ │ ├── chat │ │ │ │ └── chat-message.tsx │ │ │ ├── common │ │ │ │ ├── agent-fields.tsx │ │ │ │ ├── http-field.tsx │ │ │ │ └── page-header.tsx │ │ │ ├── dialogs │ │ │ │ ├── add-api-key-dialog.tsx │ │ │ │ ├── api-key-created-dialog.tsx │ │ │ │ ├── confirmation-dialog.tsx │ │ │ │ └── info-dialog.tsx │ │ │ ├── editors │ │ │ │ ├── a2a-editor.tsx │ │ │ │ ├── agent-editor.tsx │ │ │ │ ├── evaluation-editor.tsx │ │ │ │ ├── evaluator-editor.tsx │ │ │ │ ├── index.ts │ │ │ │ ├── mcp-editor.tsx │ │ │ │ ├── namespace-editor.tsx │ │ │ │ ├── secret-editor.tsx │ │ │ │ ├── team-editor.tsx │ │ │ │ └── tool-editor.tsx │ │ │ ├── evaluation │ │ │ │ ├── category-breakdown-component.tsx │ │ │ │ ├── enhanced-evaluation-detail-view.tsx │ │ │ │ ├── evaluation-detail-view.tsx │ │ │ │ ├── evaluation-status-indicator.tsx │ │ │ │ ├── event-metrics-display.tsx │ │ │ │ ├── index.ts │ │ │ │ ├── metadata-cards-component.tsx │ │ │ │ ├── metrics-evaluation-display.tsx │ │ │ │ ├── quality-evaluation-display.tsx │ │ │ │ ├── raw-metadata-component.tsx │ │ │ │ ├── rule-results-component.tsx │ │ │ │ ├── score-chart-component.tsx │ │ │ │ └── timeline-component.tsx │ │ │ ├── experimental-features-dialog │ │ │ │ ├── experimental-features-dialog.tsx │ │ │ │ ├── experimental-features.tsx │ │ │ │ ├── index.ts │ │ │ │ └── types.ts │ │ │ ├── filtering │ │ │ │ ├── evaluations-filter.tsx │ │ │ │ └── index.ts │ │ │ ├── floating-chat.tsx │ │ │ ├── forms │ │ │ │ ├── evaluator-edit-form.tsx │ │ │ │ ├── index.ts │ │ │ │ └── model-forms │ │ │ │ │ ├── create-model-form.tsx │ │ │ │ │ ├── index.ts │ │ │ │ │ ├── model-configuration-form-context.tsx │ │ │ │ │ ├── model-configuration-form.tsx │ │ │ │ │ ├── schema.ts │ │ │ │ │ ├── update-model-form.tsx │ │ │ │ │ └── utils.ts │ │ │ ├── panels │ │ │ │ ├── parameter-detail-panel.tsx │ │ │ │ └── selector-detail-panel.tsx │ │ │ ├── query-actions │ │ │ │ ├── index.ts │ │ │ │ └── query-evaluation-actions.tsx │ │ │ ├── query-fields │ │ │ │ ├── ResponseViewer.tsx │ │ │ │ ├── query-memory-field.tsx │ │ │ │ └── query-targets-field.tsx │ │ │ ├── rows │ │ │ │ ├── a2a-server-row.tsx │ │ │ │ ├── agent-row.tsx │ │ │ │ ├── evaluator-row.tsx │ │ │ │ ├── model-row.tsx │ │ │ │ ├── secret-row.tsx │ │ │ │ └── tool-row.tsx │ │ │ ├── sections │ │ │ │ ├── a2a-servers-section.tsx │ │ │ │ ├── a2a-tasks-section │ │ │ │ │ ├── index.tsx │ │ │ │ │ ├── status-dot.tsx │ │ │ │ │ └── utils.ts │ │ │ │ ├── agents-section.tsx │ │ │ │ ├── api-keys-section.tsx │ │ │ │ ├── evaluations-section.tsx │ │ │ │ ├── evaluators-section.tsx │ │ │ │ ├── events-section.tsx │ │ │ │ ├── index.ts │ │ │ │ ├── mcp-servers-section.tsx │ │ │ │ ├── memory-section │ │ │ │ │ ├── delete-memory.tsx │ │ │ │ │ ├── index.ts │ │ │ │ │ └── memory-section.tsx │ │ │ │ ├── models-section.tsx │ │ │ │ ├── queries-section.tsx │ │ │ │ ├── secrets-section.tsx │ │ │ │ ├── teams-section.tsx │ │ │ │ └── tools-section.tsx │ │ │ ├── ui │ │ │ │ ├── agent-phase-badge.tsx │ │ │ │ ├── alert-dialog.tsx │ │ │ │ ├── alert.tsx │ │ │ │ ├── availability-status-badge.tsx │ │ │ │ ├── badge.tsx │ │ │ │ ├── breadcrumb.tsx │ │ │ │ ├── button.tsx │ │ │ │ ├── card.tsx │ │ │ │ ├── checkbox.tsx │ │ │ │ ├── collapsible.tsx │ │ │ │ ├── conditionalInputRow.tsx │ │ │ │ ├── dialog.tsx │ │ │ │ ├── dropdown-menu.tsx │ │ │ │ ├── empty.tsx │ │ │ │ ├── form.tsx │ │ │ │ ├── input.tsx │ │ │ │ ├── label.tsx │ │ │ │ ├── pagination.tsx │ │ │ │ ├── popover.tsx │ │ │ │ ├── progress.tsx │ │ │ │ ├── scroll-area.tsx │ │ │ │ ├── select.tsx │ │ │ │ ├── separator.tsx │ │ │ │ ├── sheet.tsx │ │ │ │ ├── sidebar.tsx │ │ │ │ ├── skeleton.tsx │ │ │ │ ├── sonner.tsx │ │ │ │ ├── spinner.tsx │ │ │ │ ├── status-badge.tsx │ │ │ │ ├── switch.tsx │ │ │ │ ├── table.tsx │ │ │ │ ├── tabs.tsx │ │ │ │ ├── textarea.tsx │ │ │ │ ├── toggle-switch.tsx │ │ │ │ └── tooltip.tsx │ │ │ └── user │ │ │ │ ├── index.ts │ │ │ │ └── user-details.tsx │ │ ├── eslint.config.mjs │ │ ├── hooks │ │ │ ├── use-mobile.ts │ │ │ ├── useAutoSignout.ts │ │ │ ├── useConditionalInterval.ts │ │ │ ├── useRefreshAccessToken.ts │ │ │ └── useWindowFocus.ts │ │ ├── lib │ │ │ ├── api │ │ │ │ ├── a2a-tasks-types.ts │ │ │ │ ├── client.ts │ │ │ │ ├── config.ts │ │ │ │ └── generated │ │ │ │ │ └── types.ts │ │ │ ├── auth │ │ │ │ ├── auth-config.ts │ │ │ │ ├── create-oidc-provider.ts │ │ │ │ ├── openid-config-manager.ts │ │ │ │ ├── signout.ts │ │ │ │ └── token-manager.ts │ │ │ ├── chat-context.tsx │ │ │ ├── chat-events.ts │ │ │ ├── constants │ │ │ │ ├── annotations.ts │ │ │ │ ├── auth.ts │ │ │ │ ├── dashboard-icons.ts │ │ │ │ └── index.ts │ │ │ ├── hooks │ │ │ │ ├── index.ts │ │ │ │ ├── use-delayed-loading.ts │ │ │ │ └── use-markdown-processor.tsx │ │ │ ├── services │ │ │ │ ├── a2a-servers.ts │ │ │ │ ├── a2a-tasks-hooks.ts │ │ │ │ ├── a2a-tasks.ts │ │ │ │ ├── agents-hooks.ts │ │ │ │ ├── agents.ts │ │ │ │ ├── api-keys-hooks.ts │ │ │ │ ├── api-keys.ts │ │ │ │ ├── ark-services.ts │ │ │ │ ├── chat.ts │ │ │ │ ├── engines.ts │ │ │ │ ├── evaluations-hooks.ts │ │ │ │ ├── evaluations.ts │ │ │ │ ├── evaluators.ts │ │ │ │ ├── events.ts │ │ │ │ ├── index.ts │ │ │ │ ├── mcp-servers-hooks.ts │ │ │ │ ├── mcp-servers.ts │ │ │ │ ├── memories.ts │ │ │ │ ├── memory-hooks.ts │ │ │ │ ├── memory.ts │ │ │ │ ├── models-hooks.ts │ │ │ │ ├── models.ts │ │ │ │ ├── namespaces-hooks.ts │ │ │ │ ├── namespaces.ts │ │ │ │ ├── queries-hooks.ts │ │ │ │ ├── queries.ts │ │ │ │ ├── secrets-hooks.ts │ │ │ │ ├── secrets.ts │ │ │ │ ├── system-info.ts │ │ │ │ ├── teams-hooks.ts │ │ │ │ ├── teams.ts │ │ │ │ └── tools.ts │ │ │ ├── types │ │ │ │ ├── chat.ts │ │ │ │ ├── user.ts │ │ │ │ └── utils.ts │ │ │ ├── utils.ts │ │ │ └── utils │ │ │ │ ├── __tests__ │ │ │ │ └── time.test.ts │ │ │ │ ├── events.ts │ │ │ │ ├── groupToolsByLabels.ts │ │ │ │ ├── icon-resolver.ts │ │ │ │ ├── jsons.ts │ │ │ │ ├── kubernetes-validation.ts │ │ │ │ ├── time.ts │ │ │ │ └── uuid.ts │ │ ├── middleware.ts │ │ ├── next.config.ts │ │ ├── package-lock.json │ │ ├── package.json │ │ ├── postcss.config.mjs │ │ ├── providers │ │ │ ├── AuthProviders.tsx │ │ │ ├── GlobalProviders.tsx │ │ │ ├── NamespaceProvider.tsx │ │ │ ├── QueryClientProvider.tsx │ │ │ ├── ThemeProvider.tsx │ │ │ └── UserProvider.tsx │ │ ├── public │ │ │ ├── file.svg │ │ │ ├── globe.svg │ │ │ ├── icons │ │ │ │ ├── ai-foundry.png │ │ │ │ ├── aws.png │ │ │ │ ├── azure.png │ │ │ │ ├── claude.png │ │ │ │ ├── cohere.png │ │ │ │ ├── gcp.png │ │ │ │ ├── gemini.png │ │ │ │ ├── github.png │ │ │ │ ├── meta.png │ │ │ │ ├── openai-blue.png │ │ │ │ ├── openai-white.png │ │ │ │ ├── perplexity.png │ │ │ │ ├── python.svg │ │ │ │ ├── quantumblack.png │ │ │ │ └── salesforce.png │ │ │ ├── next.svg │ │ │ ├── vercel.svg │ │ │ └── window.svg │ │ ├── tsconfig.json │ │ ├── vitest.config.ts │ │ └── vitest.setup.ts │ ├── build.mk │ ├── chart │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── deployment.yaml │ │ │ ├── httproute.yaml │ │ │ ├── ingress.yaml │ │ │ ├── service.yaml │ │ │ └── serviceaccount.yaml │ │ └── values.yaml │ ├── devspace.yaml │ ├── manifest.yaml │ └── package-lock.json ├── ark-evaluator │ ├── .dockerignore │ ├── .python-version │ ├── Dockerfile │ ├── README.md │ ├── build.mk │ ├── chart │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── _helpers.tpl │ │ │ ├── deployment.yaml │ │ │ ├── evaluator.yaml │ │ │ ├── pdb.yaml │ │ │ ├── role.yaml │ │ │ ├── rolebinding.yaml │ │ │ ├── service.yaml │ │ │ └── serviceaccount.yaml │ │ └── values.yaml │ ├── devspace.yaml │ ├── docs │ │ ├── api-reference.md │ │ ├── configuration.md │ │ ├── deterministic-evaluation.md │ │ ├── examples │ │ │ ├── metrics │ │ │ │ ├── README.md │ │ │ │ ├── batch-evaluation-sample.yaml │ │ │ │ ├── batch-evaluator.yaml │ │ │ │ ├── development-evaluator.yaml │ │ │ │ ├── multi-model-evaluator.yaml │ │ │ │ ├── production-evaluator.yaml │ │ │ │ ├── sample-cost-evaluator.yaml │ │ │ │ ├── sample-evaluator.yaml │ │ │ │ ├── sample-performance-evaluator.yaml │ │ │ │ └── test-queries.yaml │ │ │ ├── oss-evaluators-config │ │ │ │ ├── azure-openai-setup-guide.md │ │ │ │ ├── langfuse-model-providers.md │ │ │ │ ├── langfuse │ │ │ │ │ ├── direct-eval-with-context.yaml │ │ │ │ │ ├── direct-eval.yaml │ │ │ │ │ ├── langfuse-config.yaml │ │ │ │ │ ├── langfuse-eval-context.yaml │ │ │ │ │ ├── langfuse-evaluator.yaml │ │ │ │ │ └── test-query-langfuse.yaml │ │ │ │ └── ragas │ │ │ │ │ ├── direct-eval.yaml │ │ │ │ │ ├── ragas-evaluator.yaml │ │ │ │ │ └── test-query-ragas.yaml │ │ │ ├── payloads │ │ │ │ ├── langfuse-azure-evaluation.json │ │ │ │ ├── llm-evaluation.json │ │ │ │ └── metrics-evaluation.json │ │ │ ├── query-with-evaluator.yaml │ │ │ ├── sample-evaluator-with-selector.yaml │ │ │ └── sample-evaluator.yaml │ │ ├── langfuse-integration.md │ │ ├── llm-as-judge.md │ │ ├── metrics-discovery.md │ │ ├── ragas-provider.md │ │ └── roadmap.md │ ├── pyproject.toml │ ├── scripts │ │ ├── test_azure_embeddings.py │ │ ├── test_fixed_ragas.py │ │ ├── test_ragas_azure_integration.py │ │ ├── test_ragas_standalone.py │ │ ├── test_thread_ragas.py │ │ └── test_uvloop_fix.py │ ├── src │ │ └── evaluator │ │ │ ├── __init__.py │ │ │ ├── __main__.py │ │ │ ├── agent_resolver.py │ │ │ ├── app.py │ │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── interface.py │ │ │ └── manager.py │ │ │ ├── evaluator.py │ │ │ ├── helpers │ │ │ ├── __init__.py │ │ │ ├── agent_helper.py │ │ │ ├── event_analyzer.py │ │ │ ├── fixtures │ │ │ │ ├── __init__.py │ │ │ │ ├── evaluation_examples.py │ │ │ │ └── sample_events.py │ │ │ ├── integration_example.py │ │ │ ├── integration_guide.py │ │ │ ├── llm_helper.py │ │ │ ├── query_helper.py │ │ │ ├── sequence_helper.py │ │ │ ├── team_helper.py │ │ │ ├── tool_helper.py │ │ │ └── types.py │ │ │ ├── llm_client.py │ │ │ ├── metrics │ │ │ ├── app.py │ │ │ ├── ark_client.py │ │ │ ├── evaluator.py │ │ │ ├── metric_types.py │ │ │ ├── metrics.py │ │ │ └── query_resolver.py │ │ │ ├── model_resolver.py │ │ │ ├── oss_providers │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ │ ├── __init__.py │ │ │ │ ├── azure_openai_configurator.py │ │ │ │ ├── llm_provider.py │ │ │ │ └── uvloop_handler.py │ │ │ ├── langfuse │ │ │ │ ├── __init__.py │ │ │ │ ├── langfuse.py │ │ │ │ ├── langfuse_adapter.py │ │ │ │ └── langfuse_trace_adapter.py │ │ │ └── ragas │ │ │ │ ├── __init__.py │ │ │ │ ├── ragas_adapter.py │ │ │ │ ├── ragas_adapter_refactored.py │ │ │ │ ├── ragas_evaluator.py │ │ │ │ ├── ragas_metrics.py │ │ │ │ └── ragas_provider.py │ │ │ ├── prompt_builder.py │ │ │ ├── providers │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── baseline_evaluation.py │ │ │ ├── batch_evaluation.py │ │ │ ├── direct_evaluation.py │ │ │ ├── event_evaluation.py │ │ │ ├── factory.py │ │ │ └── query_evaluation.py │ │ │ └── types.py │ ├── sync-ark-sdk.sh │ ├── tests │ │ ├── __init__.py │ │ ├── oss_providers │ │ │ ├── __init__.py │ │ │ ├── common │ │ │ │ ├── __init__.py │ │ │ │ └── test_oss_base_provider.py │ │ │ ├── langfuse │ │ │ │ ├── __init__.py │ │ │ │ ├── test_langfuse_adapter.py │ │ │ │ └── test_langfuse_trace_adapter.py │ │ │ └── ragas │ │ │ │ ├── __init__.py │ │ │ │ ├── test_context_precision_fix.py │ │ │ │ ├── test_context_recall_integration.py │ │ │ │ ├── test_context_recall_metric.py │ │ │ │ ├── test_empty_field_validation.py │ │ │ │ ├── test_metric_initialization.py │ │ │ │ ├── test_metric_validation.py │ │ │ │ ├── test_ragas_error_handling.py │ │ │ │ ├── test_ragas_provider.py │ │ │ │ ├── test_ragas_provider_validation.py │ │ │ │ ├── test_ragas_validation_error.py │ │ │ │ └── test_score_extraction_fix.py │ │ ├── providers │ │ │ ├── __init__.py │ │ │ ├── conftest.py │ │ │ ├── test_base_provider.py │ │ │ ├── test_baseline_evaluation.py │ │ │ ├── test_batch_evaluation.py │ │ │ ├── test_direct_evaluation.py │ │ │ ├── test_event_evaluation.py │ │ │ ├── test_factory.py │ │ │ ├── test_provider_integration.py │ │ │ └── test_query_evaluation.py │ │ ├── test_ark_client.py │ │ ├── test_baseline_functionality.py │ │ ├── test_end_to_end.py │ │ ├── test_evaluator.py │ │ ├── test_final_validation.py │ │ ├── test_helpers_fixed.py │ │ ├── test_integration_basic.py │ │ ├── test_metric_types.py │ │ ├── test_metric_unified_endpoints.py │ │ ├── test_prompt_builder.py │ │ ├── test_query_resolver.py │ │ ├── test_types.py │ │ ├── test_unified_architecture.py │ │ └── test_unified_requests.py │ └── uv.lock ├── ark-mcp │ ├── .dockerignore │ ├── Dockerfile │ ├── Makefile │ ├── README.md │ ├── ark-mcp │ │ ├── pyproject.toml │ │ ├── src │ │ │ └── ark_mcp │ │ │ │ ├── __init__.py │ │ │ │ ├── __main__.py │ │ │ │ ├── resources.py │ │ │ │ ├── server.py │ │ │ │ └── tools.py │ │ └── uv.lock │ ├── build.mk │ ├── chart │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── deployment.yaml │ │ │ ├── httproute.yaml │ │ │ ├── ingress.yaml │ │ │ ├── mcpserver.yaml │ │ │ ├── rbac.yaml │ │ │ └── service.yaml │ │ └── values.yaml │ ├── devspace.yaml │ └── sync-ark-sdk.sh ├── bundles │ ├── bundles.mk │ └── demo │ │ └── components │ │ ├── goals │ │ ├── math │ │ │ └── v0.0.1 │ │ │ │ └── goal.yaml │ │ └── weather │ │ │ └── v0.0.1 │ │ │ └── goal.yaml │ │ ├── groups │ │ ├── math │ │ │ └── v0.0.1 │ │ │ │ └── group.yaml │ │ └── weather │ │ │ └── v0.0.1 │ │ │ └── group.yaml │ │ ├── manifest.yaml │ │ └── squads │ │ ├── math │ │ └── v0.0.1 │ │ │ └── squad.yaml │ │ └── weather-team │ │ └── v0.0.1 │ │ └── squad.yaml ├── executor-langchain │ ├── .dockerignore │ ├── .gitignore │ ├── Dockerfile │ ├── README.md │ ├── build.mk │ ├── build.sh │ ├── chart │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── _helpers.tpl │ │ │ ├── deployment.yaml │ │ │ ├── executionengine.yaml │ │ │ ├── service.yaml │ │ │ └── serviceaccount.yaml │ │ └── values.yaml │ ├── devspace.yaml │ ├── examples │ │ ├── demo.yaml │ │ ├── sample-agent.yaml │ │ └── sample-rag-agent.yaml │ ├── pyproject.toml │ ├── setup.cfg │ └── src │ │ └── langchain_executor │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── app.py │ │ ├── executor.py │ │ ├── types.py │ │ └── utils.py ├── langchain-execution-engine │ └── uv.lock ├── localhost-gateway │ ├── .gitignore │ ├── Makefile │ ├── build.mk │ ├── chart │ │ ├── Chart.lock │ │ ├── Chart.yaml │ │ ├── charts │ │ │ └── nginx-gateway-fabric-2.0.2.tgz │ │ ├── templates │ │ │ └── gateway.yaml │ │ └── values.yaml │ ├── devspace.yaml │ ├── install-gateway.sh │ ├── manifest.yaml │ └── scripts │ │ └── show-routes.sh └── services.mk ├── sonar-project.properties ├── templates ├── agent │ └── agent.template.yaml ├── marketplace │ ├── .editorconfig │ ├── .github │ │ ├── .keep │ │ └── workflows │ │ │ └── .keep │ ├── .gitignore │ ├── .helmignore │ ├── .prettierrc.json │ ├── .yamllint.yml │ ├── README.md │ ├── agents │ │ └── .keep │ ├── docs │ │ └── .keep │ ├── mcp-servers │ │ └── .keep │ ├── models │ │ └── .keep │ ├── projects │ │ └── .keep │ ├── queries │ │ └── .keep │ ├── teams │ │ └── .keep │ └── tools │ │ ├── .keep │ │ └── examples │ │ └── .keep ├── mcp-server │ ├── Dockerfile │ ├── Makefile │ ├── README.md │ ├── build.sh │ ├── chart │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── _helpers.tpl │ │ │ ├── deployment.yaml │ │ │ ├── hpa.yaml │ │ │ ├── mcpserver.yaml │ │ │ ├── secret.yaml │ │ │ ├── service.yaml │ │ │ └── serviceaccount.yaml │ │ └── values.yaml │ ├── example-values.yaml │ └── examples │ │ ├── {{ .Values.mcpServerName }}-agent.yaml │ │ └── {{ .Values.mcpServerName }}-query.yaml ├── models │ ├── azure.yaml │ ├── claude.yaml │ ├── gemini.yaml │ └── openai.yaml ├── project │ ├── .editorconfig │ ├── .gitignore │ ├── .helmignore │ ├── .prettierrc.json │ ├── .yamllint.yml │ ├── Chart.yaml │ ├── Makefile │ ├── README.md │ ├── agents │ │ └── .keep │ ├── docs │ │ └── .keep │ ├── mcp-servers │ │ └── .keep │ ├── models │ │ └── .keep │ ├── queries │ │ └── .keep │ ├── scripts │ │ └── setup.sh │ ├── teams │ │ └── .keep │ ├── templates │ │ ├── 00-rbac.yaml │ │ ├── 01-models.yaml │ │ ├── 02-mcp-servers.yaml │ │ ├── 03-tools.yaml │ │ ├── 04-agents.yaml │ │ ├── 05-teams.yaml │ │ ├── 06-queries.yaml │ │ └── _helpers.tpl │ ├── tests │ │ ├── e2e │ │ │ └── .keep │ │ └── unit │ │ │ └── .keep │ ├── tools │ │ ├── .keep │ │ ├── example-tool.yaml.disabled │ │ └── examples │ │ │ └── data-tool │ │ │ └── Dockerfile │ └── values.yaml ├── query │ └── query.template.yaml ├── team │ └── team.template.yaml └── tool │ ├── .python-version │ ├── Dockerfile │ ├── README.md │ ├── agent.yaml │ ├── deploy.sh │ ├── deployment │ ├── deployment.yaml │ ├── kustomization.yaml │ ├── mcpserver.yaml │ ├── service.yaml │ ├── serviceaccount.yaml │ └── values.yaml │ ├── pyproject.toml │ ├── src │ └── main.py │ └── uv.lock ├── tests ├── .chainsaw-evaluated.yaml ├── .chainsaw.yaml ├── CLAUDE.md ├── README.md ├── a2a-agent-discovery │ ├── README.md │ ├── chainsaw-test.yaml │ └── mock-llm-values.yaml ├── a2a-blocking-task-completed │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ └── a01-query.yaml │ └── mock-llm-values.yaml ├── a2a-blocking-task-failed │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ └── a01-query.yaml │ └── mock-llm-values.yaml ├── a2a-message-context │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ └── a01-query-first.yaml │ └── mock-llm-values.yaml ├── a2a-message-query │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ └── a01-query.yaml │ └── mock-llm-values.yaml ├── admission-failures │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── invalid-agent-builtin-missing-name.yaml │ │ ├── invalid-agent-empty-prompt.yaml │ │ ├── invalid-agent-invalid-builtin-tool.yaml │ │ ├── invalid-agent-invalid-tool-type.yaml │ │ ├── invalid-agent-missing-prompt.yaml │ │ ├── invalid-agent-missing-tool-name.yaml │ │ ├── invalid-agent-old-format.yaml │ │ ├── invalid-evaluator-invalid-model.yaml │ │ ├── invalid-evaluator-missing-address.yaml │ │ ├── invalid-executionengine-missing-address.yaml │ │ ├── invalid-executionengine-reserved-name-a2a.yaml │ │ ├── invalid-mcpserver-invalid-header.yaml │ │ ├── invalid-mcpserver-invalid-secret.yaml │ │ ├── invalid-mcpserver-missing-address.yaml │ │ ├── invalid-model-invalid-type.yaml │ │ ├── invalid-model-missing-config.yaml │ │ ├── invalid-model-missing-type.yaml │ │ ├── invalid-query-empty-input.yaml │ │ ├── invalid-query-invalid-target-type.yaml │ │ ├── invalid-query-missing-input.yaml │ │ ├── invalid-query-no-targets-or-selector.yaml │ │ ├── invalid-team-graph-invalid-edge.yaml │ │ ├── invalid-team-graph-no-config.yaml │ │ ├── invalid-team-graph-no-edges.yaml │ │ ├── invalid-team-graph-no-maxturns.yaml │ │ ├── invalid-team-invalid-member-type.yaml │ │ ├── invalid-team-invalid-strategy.yaml │ │ ├── invalid-team-missing-members.yaml │ │ ├── invalid-team-old-format.yaml │ │ ├── invalid-team-self-reference.yaml │ │ ├── invalid-tool-fetcher-invalid-method.yaml │ │ ├── invalid-tool-fetcher-invalid-url.yaml │ │ ├── invalid-tool-fetcher-missing-url.yaml │ │ ├── invalid-tool-invalid-schema.yaml │ │ ├── invalid-tool-malformed-schema.yaml │ │ ├── invalid-tool-mcp-missing-server.yaml │ │ ├── invalid-tool-mcp-missing-tool-name.yaml │ │ ├── invalid-tool-missing-schema.yaml │ │ └── invalid-tool-missing-type.yaml ├── agent-default-model │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-mock-openai.yaml │ │ ├── a03-agent-no-model.yaml │ │ └── a04-query.yaml ├── agent-overrides │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ ├── a01-secret-overrides.yaml │ │ ├── a02-configmap-overrides.yaml │ │ ├── a03-model.yaml │ │ ├── a04-agent.yaml │ │ ├── a05-query.yaml │ │ └── a06-query-tool.yaml │ └── mock-llm-values.yaml ├── agent-parameters │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-configmap.yaml │ │ ├── a03-secret-params.yaml │ │ ├── a04-model.yaml │ │ └── a05-agent.yaml ├── agent-partial-tool-invalid │ ├── chainsaw-test.yaml │ ├── manifests │ │ ├── a03-tool.yaml │ │ └── a04-agent.yaml │ └── mock-llm-values.yaml ├── agent-partial-tool │ ├── chainsaw-test.yaml │ ├── manifests │ │ ├── a03-tool.yaml │ │ ├── a04-agent.yaml │ │ └── a05-query.yaml │ └── mock-llm-values.yaml ├── agent-structured-output │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-agent.yaml │ │ └── a04-query.yaml ├── agent-tools-lifecycle │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-test-tool.yaml │ │ └── a04-test-agent.yaml ├── agent-tools │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-weather-tool.yaml │ │ ├── a04-weather-agent.yaml │ │ └── a05-weather-query.yaml ├── agents │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ └── a03-agent.yaml ├── evaluation-baseline │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-evaluator.yaml │ │ ├── a04-golden-examples-configmap.yaml │ │ └── a05-evaluation.yaml ├── evaluation-direct-ragas │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-evaluator-llm-rbac.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-evaluator.yaml │ │ └── a04-evaluation.yaml ├── evaluation-direct │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-evaluator-llm-rbac.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-evaluator.yaml │ │ ├── a04-golden-examples-configmap.yaml │ │ └── a05-evaluation.yaml ├── evaluation-event-basic │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-evaluator-llm-rbac.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-evaluator.yaml │ │ ├── a04-agent.yaml │ │ ├── a05-query.yaml │ │ └── a06-evaluation.yaml ├── evaluation-parameters-priority │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-evaluator-llm-rbac.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-evaluator.yaml │ │ ├── a04-golden-examples-configmap.yaml │ │ └── a05-evaluation.yaml ├── evaluation-query │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-evaluator-llm-rbac.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-evaluator.yaml │ │ ├── a04-golden-examples-configmap.yaml │ │ ├── a05-agent.yaml │ │ ├── a06-query.yaml │ │ └── a07-evaluation.yaml ├── evaluator-context-enhanced │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-evaluator-llm-rbac.yaml │ │ ├── a01-configmap.yaml │ │ ├── a02-secret.yaml │ │ ├── a03-model.yaml │ │ ├── a04-evaluator.yaml │ │ ├── a05-agent.yaml │ │ ├── a06-query.yaml │ │ └── a07-evaluation.yaml ├── evaluator-selector │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-evaluator-llm-rbac.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-evaluator-with-selector.yaml │ │ ├── a04-query-matching.yaml │ │ ├── a05-query-non-matching.yaml │ │ └── a06-manual-evaluation-override.yaml ├── filesystem-mcp │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-rbac.yaml │ │ ├── a04-secret.yaml │ │ ├── a05-model.yaml │ │ ├── a07-agent-a.yaml │ │ ├── a08-agent-b.yaml │ │ ├── a09-query-write-a.yaml │ │ ├── a10-query-write-b.yaml │ │ ├── a11-query-read-a.yaml │ │ └── a12-query-read-b.yaml ├── jq-filter-test │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a01-tool.yaml │ │ ├── a02-model.yaml │ │ ├── a03-agent-filtered.yaml │ │ ├── a03-agent-unfiltered.yaml │ │ ├── a04-query-filtered.yaml │ │ └── a05-query-unfiltered.yaml ├── mcp-ark │ ├── README.md │ └── chainsaw-test.yaml ├── mcp-discovery │ ├── README.md │ ├── chainsaw-test.yaml │ └── mock-llm-values.yaml ├── model-custom-headers │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ ├── a01-secret-headers.yaml │ │ ├── a02-configmap-headers.yaml │ │ ├── a05-agent.yaml │ │ └── a06-query.yaml │ └── mock-llm-values.yaml ├── model-properties │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model-with-properties.yaml │ │ ├── a03-agent.yaml │ │ └── a04-query.yaml ├── model-token-usage │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ └── a03-query.yaml ├── models │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ └── a02-model.yaml ├── pytest │ ├── README.md │ ├── conftest.py │ ├── pytest.ini │ ├── requirements.txt │ ├── test_complete_ark_workflow.py │ └── ui-tests │ │ ├── SETUP.md │ │ ├── conftest.py │ │ ├── env.example │ │ ├── pages │ │ ├── __init__.py │ │ ├── agents_page.py │ │ ├── base_page.py │ │ ├── dashboard_page.py │ │ ├── models_page.py │ │ ├── secrets_page.py │ │ ├── teams_page.py │ │ └── tools_page.py │ │ └── tests │ │ ├── __init__.py │ │ ├── test_ark_agents.py │ │ ├── test_ark_dashboard.py │ │ ├── test_ark_models.py │ │ ├── test_ark_secrets.py │ │ └── test_ark_teams.py ├── queries-ttl-timeout │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-agent.yaml │ │ └── a04-query.yaml ├── queries │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-agent.yaml │ │ └── a04-query.yaml ├── query-event-recorder │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-agent.yaml │ │ └── a04-query.yaml ├── query-input-type │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-agent.yaml │ │ ├── query-input-type-default-invalid-input.yaml │ │ ├── query-input-type-default.yaml │ │ ├── query-input-type-messages-invalid-input.yaml │ │ ├── query-input-type-messages.yaml │ │ ├── query-input-type-user-invalid-input.yaml │ │ └── query-input-type-user.yaml ├── query-label-selector │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-agent-weather.yaml │ │ ├── a04-agent-math.yaml │ │ ├── a05-agent-general.yaml │ │ └── a06-query.yaml ├── query-model-target │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ └── a03-query-model-target.yaml ├── query-multiple-targets │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-agent-1.yaml │ │ ├── a04-agent-2.yaml │ │ ├── a05-team.yaml │ │ └── a06-query.yaml ├── query-overrides │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ ├── a01-secret-overrides.yaml │ │ ├── a02-configmap-overrides.yaml │ │ ├── a03-model.yaml │ │ ├── a04-agent.yaml │ │ ├── a05-query.yaml │ │ ├── a06-query-tool.yaml │ │ └── a07-query-precedence.yaml │ └── mock-llm-values.yaml ├── query-parameter-ref │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ ├── a02-configmap.yaml │ │ ├── a03-secret-params.yaml │ │ ├── a04-agent.yaml │ │ ├── a05-query.yaml │ │ ├── a06-nested-agent.yaml │ │ └── a07-query-nested.yaml │ └── mock-llm-values.yaml ├── query-parameters │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-configmap.yaml │ │ ├── a03-secret-params.yaml │ │ ├── a04-model.yaml │ │ ├── a05-agent.yaml │ │ └── a06-query.yaml ├── query-partial-success │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-rbac.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-model-failing-auth.yaml │ │ ├── a04-agent-1.yaml │ │ ├── a05-agent-2.yaml │ │ └── a07-query.yaml ├── query-token-usage │ ├── README.md │ ├── chainsaw-test.yaml │ ├── manifests │ │ ├── a03-agent.yaml │ │ └── a04-query.yaml │ └── mock-llm-values.yaml ├── query-tool-target │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-tool.yaml │ │ └── a02-query.yaml ├── team-graph-selector │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-coordinator.yaml │ │ ├── a04-researcher.yaml │ │ ├── a05-analyzer.yaml │ │ ├── a06-writer.yaml │ │ ├── a07-team.yaml │ │ └── a08-query.yaml ├── team-graph │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-researcher.yaml │ │ ├── a04-analyzer.yaml │ │ ├── a05-reviewer.yaml │ │ ├── a06-writer.yaml │ │ ├── a07-team.yaml │ │ └── a08-query.yaml ├── team-of-teams │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-researcher.yaml │ │ ├── a04-analyst.yaml │ │ ├── a05-synthesizer.yaml │ │ ├── a06-coordinator.yaml │ │ ├── a07-research-team.yaml │ │ ├── a08-synthesis-team.yaml │ │ ├── a09-parent-team.yaml │ │ └── a10-query.yaml ├── team-round-robin-max-turns │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-brainstormer.yaml │ │ ├── a04-critic.yaml │ │ ├── a05-coordinator.yaml │ │ ├── a06-round-robin-team.yaml │ │ └── a07-query.yaml ├── team-round-robin │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-brainstormer.yaml │ │ ├── a04-critic.yaml │ │ ├── a05-coordinator.yaml │ │ ├── a06-round-robin-team.yaml │ │ └── a07-query.yaml ├── team-selector │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-researcher.yaml │ │ ├── a04-analyst.yaml │ │ ├── a05-coordinator.yaml │ │ ├── a06-selector-team.yaml │ │ └── a07-query.yaml ├── team-sequential │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a03-researcher.yaml │ │ ├── a04-analyst.yaml │ │ ├── a05-summarizer.yaml │ │ ├── a06-sequential-team.yaml │ │ └── a07-query.yaml ├── weather-chicago-tools │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ │ ├── a00-evaluator-llm-rbac.yaml │ │ ├── a00-mock-server.yaml │ │ ├── a01-secret.yaml │ │ ├── a02-model.yaml │ │ ├── a02-z-evaluator-llm.yaml │ │ ├── a03-get-coordinates-tool.yaml │ │ ├── a04-get-forecast-tool.yaml │ │ ├── a05-weather-agent.yaml │ │ ├── a06-chicago-query.yaml │ │ └── weather-tools-event-evaluation.yaml └── weather-chicago │ ├── README.md │ ├── chainsaw-test.yaml │ └── manifests │ ├── a00-evaluator-llm-rbac.yaml │ ├── a00-mock-server.yaml │ ├── a01-secret.yaml │ ├── a02-model.yaml │ ├── a02-z-evaluator-llm.yaml │ ├── a03-get-coordinates-tool.yaml │ ├── a04-get-forecast-tool.yaml │ ├── a05-weather-agent.yaml │ ├── a06-chicago-query.yaml │ └── query-evaluation.yaml ├── tools ├── ark-cli │ ├── .gitignore │ ├── .prettierrc.json │ ├── Dockerfile │ ├── Makefile │ ├── README.md │ ├── build.mk │ ├── eslint.config.js │ ├── jest.config.js │ ├── manifest.yaml │ ├── package-lock.json │ ├── package.json │ ├── src │ │ ├── arkServices.spec.ts │ │ ├── arkServices.ts │ │ ├── commands │ │ │ ├── agents │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── chat │ │ │ │ └── index.tsx │ │ │ ├── cluster │ │ │ │ ├── get.spec.ts │ │ │ │ ├── get.ts │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── completion │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── config │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── dashboard │ │ │ │ └── index.tsx │ │ │ ├── docs │ │ │ │ └── index.ts │ │ │ ├── evaluation │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── generate │ │ │ │ ├── README.md │ │ │ │ ├── config.ts │ │ │ │ ├── generators │ │ │ │ │ ├── agent.ts │ │ │ │ │ ├── index.ts │ │ │ │ │ ├── marketplace.ts │ │ │ │ │ ├── mcpserver.ts │ │ │ │ │ ├── project.ts │ │ │ │ │ ├── query.ts │ │ │ │ │ └── team.ts │ │ │ │ ├── index.ts │ │ │ │ ├── templateDiscovery.ts │ │ │ │ ├── templateEngine.ts │ │ │ │ └── utils │ │ │ │ │ ├── nameUtils.ts │ │ │ │ │ └── projectUtils.ts │ │ │ ├── install │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── marketplace │ │ │ │ └── index.ts │ │ │ ├── memory │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── models │ │ │ │ ├── create.spec.ts │ │ │ │ ├── create.ts │ │ │ │ ├── index.spec.ts │ │ │ │ ├── index.ts │ │ │ │ ├── kubernetes │ │ │ │ │ ├── manifest-builder.ts │ │ │ │ │ └── secret-manager.ts │ │ │ │ └── providers │ │ │ │ │ ├── azure.spec.ts │ │ │ │ │ ├── azure.ts │ │ │ │ │ ├── bedrock.spec.ts │ │ │ │ │ ├── bedrock.ts │ │ │ │ │ ├── factory.ts │ │ │ │ │ ├── index.ts │ │ │ │ │ ├── openai.spec.ts │ │ │ │ │ ├── openai.ts │ │ │ │ │ └── types.ts │ │ │ ├── queries │ │ │ │ ├── delete.spec.ts │ │ │ │ ├── delete.ts │ │ │ │ ├── index.ts │ │ │ │ ├── list.spec.ts │ │ │ │ ├── list.ts │ │ │ │ ├── validation.spec.ts │ │ │ │ └── validation.ts │ │ │ ├── query │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── routes │ │ │ │ └── index.ts │ │ │ ├── status │ │ │ │ └── index.tsx │ │ │ ├── targets │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── teams │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ ├── tools │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ │ └── uninstall │ │ │ │ ├── index.spec.ts │ │ │ │ └── index.ts │ │ ├── components │ │ │ ├── AsyncOperation.tsx │ │ │ ├── ChatUI.tsx │ │ │ ├── GeneratorUI.tsx │ │ │ ├── SelectMenu.tsx │ │ │ ├── StatusMessage.tsx │ │ │ └── statusChecker.ts │ │ ├── index.tsx │ │ ├── lib │ │ │ ├── arkApiClient.ts │ │ │ ├── arkApiProxy.ts │ │ │ ├── arkServiceProxy.ts │ │ │ ├── arkStatus.spec.ts │ │ │ ├── arkStatus.ts │ │ │ ├── chatClient.spec.ts │ │ │ ├── chatClient.ts │ │ │ ├── cluster.spec.ts │ │ │ ├── cluster.ts │ │ │ ├── commands.spec.ts │ │ │ ├── commands.ts │ │ │ ├── config.spec.ts │ │ │ ├── config.ts │ │ │ ├── constants.ts │ │ │ ├── duration.spec.ts │ │ │ ├── duration.ts │ │ │ ├── errors.spec.ts │ │ │ ├── errors.ts │ │ │ ├── executeEvaluation.ts │ │ │ ├── executeQuery.spec.ts │ │ │ ├── executeQuery.ts │ │ │ ├── kubectl.spec.ts │ │ │ ├── kubectl.ts │ │ │ ├── nextSteps.spec.ts │ │ │ ├── nextSteps.ts │ │ │ ├── output.spec.ts │ │ │ ├── output.ts │ │ │ ├── security.ts │ │ │ ├── startup.spec.ts │ │ │ ├── startup.ts │ │ │ ├── stdin.spec.ts │ │ │ ├── stdin.ts │ │ │ ├── timeout.spec.ts │ │ │ ├── timeout.ts │ │ │ ├── types.ts │ │ │ ├── versions.ts │ │ │ ├── waitForReady.spec.ts │ │ │ └── waitForReady.ts │ │ ├── marketplaceServices.ts │ │ ├── types │ │ │ ├── arkService.ts │ │ │ ├── globals.d.ts │ │ │ └── types.ts │ │ └── ui │ │ │ ├── MainMenu.tsx │ │ │ ├── TargetSelector.tsx │ │ │ ├── asyncOperations │ │ │ └── connectingToArk.tsx │ │ │ ├── statusFormatter.spec.ts │ │ │ └── statusFormatter.ts │ └── tsconfig.json ├── fark │ ├── .gitignore │ ├── .goreleaser.yaml │ ├── Dockerfile │ ├── README.md │ ├── bin │ │ └── golangci-lint-v1.61.0 │ ├── build.mk │ ├── cmd │ │ └── fark │ │ │ ├── cli.go │ │ │ ├── command_factory.go │ │ │ ├── command_options.go │ │ │ ├── commands.go │ │ │ ├── crud_commands.go │ │ │ ├── event_processor.go │ │ │ ├── flags.go │ │ │ ├── handlers.go │ │ │ ├── http_middleware.go │ │ │ ├── logger.go │ │ │ ├── main.go │ │ │ ├── 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