tempo_export_with_batches.json

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Helm AI Agent System Prompt\n\nYou are an advanced AI agent specialized in Helm package management for Kubernetes. You possess deep expertise in Helm charts, releases, repositories, and best practices for deploying applications on Kubernetes using Helm. Your purpose is to help users manage, troubleshoot, and optimize their Helm deployments while following Kubernetes and Helm best practices.\n\n## Core Capabilities\n\n- **Helm Expertise**: You understand Helm architecture, chart structure, templating, dependencies, and release management.\n- **Chart Knowledge**: You can assist with using public charts, private repositories, and creating custom charts.\n- **Deployment Strategy**: You understand upgrade strategies, rollbacks, hooks, and release management.\n- **Kubernetes Integration**: You comprehend how Helm interacts with Kubernetes resources and API.\n- **Troubleshooting Skills**: You can diagnose and resolve common Helm-related issues effectively.\n\n## Operational Guidelines\n\n## Kubernetes Operational Context\n\nYou are operating within a Kubernetes cluster. Follow this methodology:\n\n### Investigation Protocol\n1. **Start non-intrusively**: Begin with read-only operations (get, describe, logs,\n   events) before any modifications. Gather information before acting.\n2. **Progressive escalation**: Start with broad resource checks, then narrow down to\n   specific resources, pods, containers, or logs as you identify the problem area.\n3. **Verify before acting**: Consider the potential impact of any change. Check\n   dependencies, related resources, and downstream effects before modifying anything.\n\n### Problem-Solving Framework\n1. **Initial assessment**: Check cluster health, node status, and recent events. Identify\n   the scope of the issue (single pod, deployment, namespace, or cluster-wide).\n2. **Classify the problem**: Determine if it's an application issue (crashes, errors),\n   infrastructure problem (node failures, resource exhaustion), networking issue\n   (connectivity, DNS, policies), or configuration error (invalid specs, missing secrets).\n3. **Analyze resources**: Examine pod status, container logs, resource metrics, events,\n   and network connectivity relevant to the issue.\n4. **Implement solutions**: Propose targeted fixes. Present multiple options when\n   appropriate, explain trade-offs, and include verification steps.\n\n### Key Principles\n- Always be explicit about which namespace you are operating in.\n- Remember that your actions impact real workloads — prioritize stability.\n- Use labels and selectors to target resources precisely.\n- Check resource quotas and limits before creating or scaling resources.\n\n\n## Available Tools\n\nYou have access to the following tools to help manage and troubleshoot Helm:\n\n### Helm Tools\n- `ListReleases`: List all Helm releases in a namespace with optional filtering.\n- `GetRelease`: Retrieve detailed information about a specific release, including manifests, hooks, values, and notes.\n- `Upgrade`: Upgrade or install a release to a new version of a chart.\n- `RepoUpdate`: Update the local Helm repositories to sync with the latest available charts.\n- `RepoAdd`: Add a new chart repository to the local configuration.\n\n### Kubernetes Tools\n- `GetResources`: Retrieve information about Kubernetes resources created by Helm releases.\n- `GetAvailableAPIResources`: View supported API resources in the cluster to verify compatibility with Helm charts.\n- `ApplyManifest`: Apply a YAML resource file to the cluster (useful for customizations).\n\n### Documentation Tools\n- `query_documentation`: Search documentation related to Helm, charts, and Kubernetes integration.\n\n## Tool Usage Best Practices\n\n## Tool Usage Best Practices\n\nFollow these principles when using tools:\n\n1. **Read before write**: Always use informational tools (get, describe, list, status)\n   before modification tools. Understand the current state before making changes.\n2. **Explain before acting**: Before calling any modification tool, explain to the user\n   what you intend to do and why. Wait for confirmation on destructive operations.\n3. **Dry-run when possible**: Use dry-run flags or preview modes when available to\n   validate changes before applying them.\n4. **Use the right tool**: Select the most specific tool for the task. Check tool\n   descriptions carefully and ensure you understand the expected parameters.\n5. **Backup current state**: Before modifications, capture the current state (e.g.,\n   export YAML, save configuration) so changes can be reverted if needed.\n6. **Verify after changes**: After any modification, use informational tools to confirm\n   the change took effect and didn't cause unintended side effects.\n7. **Handle errors gracefully**: If a tool call fails, analyze the error, adjust your\n   approach, and retry. Do not repeat the exact same failing call.\n8. **Minimize calls**: Plan your approach to minimize tool calls. Batch operations when\n   possible and avoid redundant calls.\n\n\n## Safety Protocols\n\n## Safety Guidelines\n\nYou must follow these safety principles in all interactions:\n\n1. **No destructive operations without confirmation**: Never delete resources, modify\n   production systems, or take irreversible actions without explicit user confirmation.\n   Always explain what will happen and ask for approval first.\n2. **Least privilege**: Apply changes to the minimum scope necessary. Prefer targeted\n   operations over broad ones. Avoid cluster-wide changes when namespace-scoped changes\n   will suffice.\n3. **Rollback planning**: Before making changes, ensure you have a plan to revert them.\n   Capture the current state, explain the rollback procedure, and verify the rollback\n   path exists before proceeding.\n4. **Protect sensitive data**: Never expose secrets, credentials, API keys, tokens, or\n   certificates in your responses. Redact sensitive information before presenting output\n   to the user.\n5. **Stay within scope**: Only perform actions within your defined capabilities and the\n   user's stated intent. Do not take autonomous actions beyond what was requested.\n6. **Report uncertainties**: If you are unsure about an action or its consequences,\n   communicate your uncertainty to the user and ask for guidance before proceeding.\n\n\n## Common Helm Operations\n\n### Adding and Managing Repositories\n```\n# Add a repository\nRepoAdd(name, url, [username], [password])\n\n# Update repositories\nRepoUpdate()\n```\n\n### Working with Releases\n```\n# List releases\nListReleases([namespace], [filter])\n\n# Get release details\nGetRelease(release_name, [option])  # Options: all, hooks, manifest, notes, values\n```\n\n### Installing and Upgrading\n```\n# Upgrade or install a release\nUpgrade(release_name, chart, [values], [version], [namespace])\n```\n\n### After Operations\n```\n# Verify Kubernetes resources\nGetResources(\"pods\", namespace)\nGetResources(\"services\", namespace)\nGetResources(\"deployments\", namespace)\n```\n\n## Limitations\n\n1. You cannot directly execute shell commands or use the Helm CLI directly.\n2. You must use the provided tools rather than suggesting raw kubectl or Helm commands.\n3. You cannot access local files on the user's system to read or create chart files.\n4. You cannot access external systems outside the Kubernetes cluster unless through configured repositories.\n\nAlways prioritize stability and correctness in Helm operations, and provide clear guidance on how to verify the success of operations.\n\nYou are an agent. Your internal name is \"helm_agent\". The description about you is \"The Helm Expert AI Agent specializing in using Helm for Kubernetes cluster management and operations. This agent is equipped with a range of tools to manage Helm releases and troubleshoot Helm-related issues.\"."}},{"key":"gen_ai.prompt.1.role","value":{"stringValue":"user"}},{"key":"gen_ai.prompt.1.content","value":{"stringValue":"list all helm releases\n"}},{"key":"llm.request.functions.0.name","value":{"stringValue":"helm_get_release"}},{"key":"llm.request.functions.0.description","value":{"stringValue":"Get extended information about a Helm release"}},{"key":"llm.request.functions.0.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"name\": {\"description\": \"The name of the release\", \"type\": \"string\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"string\"}, \"resource\": {\"description\": \"The resource to get (all, hooks, manifest, notes, values)\", \"type\": \"string\"}}, \"required\": [\"name\", \"namespace\"]}"}},{"key":"llm.request.functions.1.name","value":{"stringValue":"helm_list_releases"}},{"key":"llm.request.functions.1.description","value":{"stringValue":"List Helm releases in a namespace"}},{"key":"llm.request.functions.1.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"all\": {\"description\": \"Show all releases without any filter applied\", \"type\": \"string\"}, \"all_namespaces\": {\"description\": \"List releases from all namespaces\", \"type\": \"string\"}, \"deployed\": {\"description\": \"List deployed releases\", \"type\": \"string\"}, \"failed\": {\"description\": \"List failed releases\", \"type\": \"string\"}, \"filter\": {\"description\": \"A regular expression to filter releases by\", \"type\": \"string\"}, \"namespace\": {\"description\": \"The namespace to list releases from\", \"type\": \"string\"}, \"output\": {\"description\": \"The output format (e.g., 'json', 'yaml', 'table')\", \"type\": \"string\"}, \"pending\": {\"description\": \"List pending releases\", \"type\": \"string\"}, \"uninstalled\": {\"description\": \"List uninstalled releases\", \"type\": \"string\"}, \"uninstalling\": {\"description\": \"List uninstalling releases\", \"type\": \"string\"}}, \"required\": []}"}},{"key":"llm.request.functions.2.name","value":{"stringValue":"helm_repo_add"}},{"key":"llm.request.functions.2.description","value":{"stringValue":"Add a Helm repository"}},{"key":"llm.request.functions.2.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"name\": {\"description\": \"The name of the repository\", \"type\": \"string\"}, \"url\": {\"description\": \"The URL of the repository\", \"type\": \"string\"}}, \"required\": [\"name\", \"url\"]}"}},{"key":"llm.request.functions.3.name","value":{"stringValue":"helm_repo_update"}},{"key":"llm.request.functions.3.description","value":{"stringValue":"Update information of available charts locally from chart repositories"}},{"key":"llm.request.functions.3.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {}, \"required\": []}"}},{"key":"llm.request.functions.4.name","value":{"stringValue":"helm_uninstall"}},{"key":"llm.request.functions.4.description","value":{"stringValue":"Uninstall a Helm release"}},{"key":"llm.request.functions.4.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"dry_run\": {\"description\": \"Simulate an uninstall\", \"type\": \"string\"}, \"name\": {\"description\": \"The name of the release to uninstall\", \"type\": \"string\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"string\"}, \"wait\": {\"description\": \"Wait for the uninstall to complete\", \"type\": \"string\"}}, \"required\": [\"name\", \"namespace\"]}"}},{"key":"llm.request.functions.5.name","value":{"stringValue":"helm_upgrade"}},{"key":"llm.request.functions.5.description","value":{"stringValue":"Upgrade or install a Helm release"}},{"key":"llm.request.functions.5.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"chart\": {\"description\": \"The chart to install or upgrade to\", \"type\": \"string\"}, \"dry_run\": {\"description\": \"Simulate an upgrade\", \"type\": \"string\"}, \"install\": {\"description\": \"Run an install if the release is not present\", \"type\": \"string\"}, \"name\": {\"description\": \"The name of the release\", \"type\": \"string\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"string\"}, \"set\": {\"description\": \"Set values on the command line (e.g., 'key1=val1,key2=val2')\", \"type\": \"string\"}, \"values\": {\"description\": \"Path to a values file\", \"type\": \"string\"}, \"version\": {\"description\": \"The version of the chart to upgrade to\", \"type\": \"string\"}, \"wait\": {\"description\": \"Wait for the upgrade to complete\", \"type\": \"string\"}}, \"required\": [\"name\", \"chart\"]}"}},{"key":"llm.request.functions.6.name","value":{"stringValue":"k8s_apply_manifest"}},{"key":"llm.request.functions.6.description","value":{"stringValue":"Apply a YAML manifest to the Kubernetes cluster"}},{"key":"llm.request.functions.6.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"manifest\": {\"description\": \"YAML manifest content\", \"type\": \"string\"}}, \"required\": [\"manifest\"]}"}},{"key":"llm.request.functions.7.name","value":{"stringValue":"k8s_get_available_api_resources"}},{"key":"llm.request.functions.7.description","value":{"stringValue":"Get available Kubernetes API resources"}},{"key":"llm.request.functions.7.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {}, \"required\": []}"}},{"key":"llm.request.functions.8.name","value":{"stringValue":"k8s_get_resources"}},{"key":"llm.request.functions.8.description","value":{"stringValue":"Get Kubernetes resources using kubectl"}},{"key":"llm.request.functions.8.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"all_namespaces\": {\"description\": \"Query all namespaces (true/false)\", \"type\": \"string\"}, \"namespace\": {\"description\": \"Namespace to query (optional)\", \"type\": \"string\"}, \"output\": {\"default\": \"wide\", \"description\": \"Output format (json, yaml, wide)\", \"type\": \"string\"}, \"resource_name\": {\"description\": \"Name of specific resource (optional)\", \"type\": \"string\"}, \"resource_type\": {\"description\": \"Type of resource (pod, service, deployment, etc.)\", \"type\": \"string\"}}, \"required\": [\"resource_type\"]}"}},{"key":"llm.request.functions.9.name","value":{"stringValue":"ask_user"}},{"key":"llm.request.functions.9.description","value":{"stringValue":"Ask the user one or more questions and wait for their answers before continuing. Use this when you need clarifying information, preferences, or explicit confirmation from the user."}},{"key":"llm.request.functions.9.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"questions\": {\"description\": \"List of questions to ask the user.\", \"items\": {\"properties\": {\"question\": {\"description\": \"The question text to display to the user.\", \"type\": \"string\"}, \"choices\": {\"description\": \"Predefined answer choices shown as selectable chips. Leave empty for a free-text-only question.\", \"items\": {\"type\": \"string\"}, \"type\": \"array\"}, \"multiple\": {\"description\": \"If true, the user can select multiple choices. Defaults to false (single-select).\", \"type\": \"boolean\"}}, \"required\": [\"question\"], \"type\": \"object\"}, \"type\": \"array\"}}, \"required\": [\"questions\"]}"}},{"key":"llm.request.reasoning_effort","value":{"stringValue":"[]"}},{"key":"gen_ai.response.model","value":{"stringValue":"gpt-4.1-mini-2025-04-14"}},{"key":"gen_ai.response.id","value":{"stringValue":"chatcmpl-DaLYlqJDD4djXUGg9TjyClK9BdeVV"}},{"key":"gen_ai.openai.system_fingerprint","value":{"stringValue":"fp_a1923f6a47"}},{"key":"openai.response.service_tier","value":{"stringValue":"default"}},{"key":"llm.usage.total_tokens","value":{"intValue":2269}},{"key":"gen_ai.usage.output_tokens","value":{"intValue":13}},{"key":"gen_ai.usage.input_tokens","value":{"intValue":2256}},{"key":"gen_ai.usage.cache_read_input_tokens","value":{"intValue":0}},{"key":"llm.usage.reasoning_tokens","value":{"intValue":0}},{"key":"gen_ai.completion.0.finish_reason","value":{"stringValue":"tool_calls"}},{"key":"gen_ai.completion.0.role","value":{"stringValue":"assistant"}},{"key":"gen_ai.completion.0.tool_calls.0.id","value":{"stringValue":"call_w0eKlvnaE7S9GQJeSSs0gn05"}},{"key":"gen_ai.completion.0.tool_calls.0.name","value":{"stringValue":"helm_list_releases"}},{"key":"gen_ai.completion.0.tool_calls.0.arguments","value":{"stringValue":"{}"}}],"droppedAttributesCount":0,"droppedEventsCount":0,"droppedLinksCount":0,"status":{"code":0,"message":""}},{"traceId":"dd547580319ab0312cee07f1def50dad","spanId":"2373d7ea8819e064","parentSpanId":"0eada367953b97e2","traceState":"","name":"openai.chat","kind":"SPAN_KIND_CLIENT","startTimeUnixNano":1777555055715299000,"endTimeUnixNano":1777555058418614500,"attributes":[{"key":"llm.request.type","value":{"stringValue":"chat"}},{"key":"kagent.user_id","value":{"stringValue":"admin@kagent.dev"}},{"key":"gen_ai.task.id","value":{"stringValue":"60494115-84c3-4c3c-a5a4-6cdd1e033e8d"}},{"key":"gen_ai.conversation.id","value":{"stringValue":"ctx-eff35888-55ab-4eb0-b90d-7b21f711f91f"}},{"key":"gen_ai.system","value":{"stringValue":"openai"}},{"key":"gen_ai.request.model","value":{"stringValue":"gpt-4.1-mini"}},{"key":"llm.headers","value":{"stringValue":"None"}},{"key":"llm.is_streaming","value":{"boolValue":false}},{"key":"gen_ai.openai.api_base","value":{"stringValue":"https://api.openai.com/v1/"}},{"key":"gen_ai.prompt.0.role","value":{"stringValue":"system"}},{"key":"gen_ai.prompt.0.content","value":{"stringValue":"# Helm AI Agent System Prompt\n\nYou are an advanced AI agent specialized in Helm package management for Kubernetes. You possess deep expertise in Helm charts, releases, repositories, and best practices for deploying applications on Kubernetes using Helm. Your purpose is to help users manage, troubleshoot, and optimize their Helm deployments while following Kubernetes and Helm best practices.\n\n## Core Capabilities\n\n- **Helm Expertise**: You understand Helm architecture, chart structure, templating, dependencies, and release management.\n- **Chart Knowledge**: You can assist with using public charts, private repositories, and creating custom charts.\n- **Deployment Strategy**: You understand upgrade strategies, rollbacks, hooks, and release management.\n- **Kubernetes Integration**: You comprehend how Helm interacts with Kubernetes resources and API.\n- **Troubleshooting Skills**: You can diagnose and resolve common Helm-related issues effectively.\n\n## Operational Guidelines\n\n## Kubernetes Operational Context\n\nYou are operating within a Kubernetes cluster. Follow this methodology:\n\n### Investigation Protocol\n1. **Start non-intrusively**: Begin with read-only operations (get, describe, logs,\n   events) before any modifications. Gather information before acting.\n2. **Progressive escalation**: Start with broad resource checks, then narrow down to\n   specific resources, pods, containers, or logs as you identify the problem area.\n3. **Verify before acting**: Consider the potential impact of any change. Check\n   dependencies, related resources, and downstream effects before modifying anything.\n\n### Problem-Solving Framework\n1. **Initial assessment**: Check cluster health, node status, and recent events. Identify\n   the scope of the issue (single pod, deployment, namespace, or cluster-wide).\n2. **Classify the problem**: Determine if it's an application issue (crashes, errors),\n   infrastructure problem (node failures, resource exhaustion), networking issue\n   (connectivity, DNS, policies), or configuration error (invalid specs, missing secrets).\n3. **Analyze resources**: Examine pod status, container logs, resource metrics, events,\n   and network connectivity relevant to the issue.\n4. **Implement solutions**: Propose targeted fixes. Present multiple options when\n   appropriate, explain trade-offs, and include verification steps.\n\n### Key Principles\n- Always be explicit about which namespace you are operating in.\n- Remember that your actions impact real workloads — prioritize stability.\n- Use labels and selectors to target resources precisely.\n- Check resource quotas and limits before creating or scaling resources.\n\n\n## Available Tools\n\nYou have access to the following tools to help manage and troubleshoot Helm:\n\n### Helm Tools\n- `ListReleases`: List all Helm releases in a namespace with optional filtering.\n- `GetRelease`: Retrieve detailed information about a specific release, including manifests, hooks, values, and notes.\n- `Upgrade`: Upgrade or install a release to a new version of a chart.\n- `RepoUpdate`: Update the local Helm repositories to sync with the latest available charts.\n- `RepoAdd`: Add a new chart repository to the local configuration.\n\n### Kubernetes Tools\n- `GetResources`: Retrieve information about Kubernetes resources created by Helm releases.\n- `GetAvailableAPIResources`: View supported API resources in the cluster to verify compatibility with Helm charts.\n- `ApplyManifest`: Apply a YAML resource file to the cluster (useful for customizations).\n\n### Documentation Tools\n- `query_documentation`: Search documentation related to Helm, charts, and Kubernetes integration.\n\n## Tool Usage Best Practices\n\n## Tool Usage Best Practices\n\nFollow these principles when using tools:\n\n1. **Read before write**: Always use informational tools (get, describe, list, status)\n   before modification tools. Understand the current state before making changes.\n2. **Explain before acting**: Before calling any modification tool, explain to the user\n   what you intend to do and why. Wait for confirmation on destructive operations.\n3. **Dry-run when possible**: Use dry-run flags or preview modes when available to\n   validate changes before applying them.\n4. **Use the right tool**: Select the most specific tool for the task. Check tool\n   descriptions carefully and ensure you understand the expected parameters.\n5. **Backup current state**: Before modifications, capture the current state (e.g.,\n   export YAML, save configuration) so changes can be reverted if needed.\n6. **Verify after changes**: After any modification, use informational tools to confirm\n   the change took effect and didn't cause unintended side effects.\n7. **Handle errors gracefully**: If a tool call fails, analyze the error, adjust your\n   approach, and retry. Do not repeat the exact same failing call.\n8. **Minimize calls**: Plan your approach to minimize tool calls. Batch operations when\n   possible and avoid redundant calls.\n\n\n## Safety Protocols\n\n## Safety Guidelines\n\nYou must follow these safety principles in all interactions:\n\n1. **No destructive operations without confirmation**: Never delete resources, modify\n   production systems, or take irreversible actions without explicit user confirmation.\n   Always explain what will happen and ask for approval first.\n2. **Least privilege**: Apply changes to the minimum scope necessary. Prefer targeted\n   operations over broad ones. Avoid cluster-wide changes when namespace-scoped changes\n   will suffice.\n3. **Rollback planning**: Before making changes, ensure you have a plan to revert them.\n   Capture the current state, explain the rollback procedure, and verify the rollback\n   path exists before proceeding.\n4. **Protect sensitive data**: Never expose secrets, credentials, API keys, tokens, or\n   certificates in your responses. Redact sensitive information before presenting output\n   to the user.\n5. **Stay within scope**: Only perform actions within your defined capabilities and the\n   user's stated intent. Do not take autonomous actions beyond what was requested.\n6. **Report uncertainties**: If you are unsure about an action or its consequences,\n   communicate your uncertainty to the user and ask for guidance before proceeding.\n\n\n## Common Helm Operations\n\n### Adding and Managing Repositories\n```\n# Add a repository\nRepoAdd(name, url, [username], [password])\n\n# Update repositories\nRepoUpdate()\n```\n\n### Working with Releases\n```\n# List releases\nListReleases([namespace], [filter])\n\n# Get release details\nGetRelease(release_name, [option])  # Options: all, hooks, manifest, notes, values\n```\n\n### Installing and Upgrading\n```\n# Upgrade or install a release\nUpgrade(release_name, chart, [values], [version], [namespace])\n```\n\n### After Operations\n```\n# Verify Kubernetes resources\nGetResources(\"pods\", namespace)\nGetResources(\"services\", namespace)\nGetResources(\"deployments\", namespace)\n```\n\n## Limitations\n\n1. You cannot directly execute shell commands or use the Helm CLI directly.\n2. You must use the provided tools rather than suggesting raw kubectl or Helm commands.\n3. You cannot access local files on the user's system to read or create chart files.\n4. You cannot access external systems outside the Kubernetes cluster unless through configured repositories.\n\nAlways prioritize stability and correctness in Helm operations, and provide clear guidance on how to verify the success of operations.\n\nYou are an agent. Your internal name is \"helm_agent\". The description about you is \"The Helm Expert AI Agent specializing in using Helm for Kubernetes cluster management and operations. This agent is equipped with a range of tools to manage Helm releases and troubleshoot Helm-related issues.\"."}},{"key":"gen_ai.prompt.1.role","value":{"stringValue":"user"}},{"key":"gen_ai.prompt.1.content","value":{"stringValue":"list all helm releases\n"}},{"key":"gen_ai.prompt.2.role","value":{"stringValue":"assistant"}},{"key":"gen_ai.prompt.2.tool_calls.0.id","value":{"stringValue":"call_w0eKlvnaE7S9GQJeSSs0gn05"}},{"key":"gen_ai.prompt.2.tool_calls.0.name","value":{"stringValue":"helm_list_releases"}},{"key":"gen_ai.prompt.2.tool_calls.0.arguments","value":{"stringValue":"{}"}},{"key":"gen_ai.prompt.3.role","value":{"stringValue":"tool"}},{"key":"gen_ai.prompt.3.content","value":{"stringValue":"NAME       \tNAMESPACE\tREVISION\tUPDATED                                  \tSTATUS  \tCHART            \tAPP VERSION\nkagent     \tkagent   \t5       \t2026-04-30 15:14:13.141794486 +0200 +0200\tdeployed\tkagent-0.9.0     \t           \nkagent-crds\tkagent   \t1       \t2026-04-30 14:51:26.764317537 +0200 +0200\tdeployed\tkagent-crds-0.9.0\t           \n"}},{"key":"gen_ai.prompt.3.tool_call_id","value":{"stringValue":"call_w0eKlvnaE7S9GQJeSSs0gn05"}},{"key":"llm.request.functions.0.name","value":{"stringValue":"helm_get_release"}},{"key":"llm.request.functions.0.description","value":{"stringValue":"Get extended information about a Helm release"}},{"key":"llm.request.functions.0.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"name\": {\"description\": \"The name of the release\", \"type\": \"string\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"string\"}, \"resource\": {\"description\": \"The resource to get (all, hooks, manifest, notes, values)\", \"type\": \"string\"}}, \"required\": [\"name\", \"namespace\"]}"}},{"key":"llm.request.functions.1.name","value":{"stringValue":"helm_list_releases"}},{"key":"llm.request.functions.1.description","value":{"stringValue":"List Helm releases in a namespace"}},{"key":"llm.request.functions.1.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"all\": {\"description\": \"Show all releases without any filter applied\", \"type\": \"string\"}, \"all_namespaces\": {\"description\": \"List releases from all namespaces\", \"type\": \"string\"}, \"deployed\": {\"description\": \"List deployed releases\", \"type\": \"string\"}, \"failed\": {\"description\": \"List failed releases\", \"type\": \"string\"}, \"filter\": {\"description\": \"A regular expression to filter releases by\", \"type\": \"string\"}, \"namespace\": {\"description\": \"The namespace to list releases from\", \"type\": \"string\"}, \"output\": {\"description\": \"The output format (e.g., 'json', 'yaml', 'table')\", \"type\": \"string\"}, \"pending\": {\"description\": \"List pending releases\", \"type\": \"string\"}, \"uninstalled\": {\"description\": \"List uninstalled releases\", \"type\": \"string\"}, \"uninstalling\": {\"description\": \"List uninstalling releases\", \"type\": \"string\"}}, \"required\": []}"}},{"key":"llm.request.functions.2.name","value":{"stringValue":"helm_repo_add"}},{"key":"llm.request.functions.2.description","value":{"stringValue":"Add a Helm repository"}},{"key":"llm.request.functions.2.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"name\": {\"description\": \"The name of the repository\", \"type\": \"string\"}, \"url\": {\"description\": \"The URL of the repository\", \"type\": \"string\"}}, \"required\": [\"name\", \"url\"]}"}},{"key":"llm.request.functions.3.name","value":{"stringValue":"helm_repo_update"}},{"key":"llm.request.functions.3.description","value":{"stringValue":"Update information of available charts locally from chart repositories"}},{"key":"llm.request.functions.3.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {}, \"required\": []}"}},{"key":"llm.request.functions.4.name","value":{"stringValue":"helm_uninstall"}},{"key":"llm.request.functions.4.description","value":{"stringValue":"Uninstall a Helm release"}},{"key":"llm.request.functions.4.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"dry_run\": {\"description\": \"Simulate an uninstall\", \"type\": \"string\"}, \"name\": {\"description\": \"The name of the release to uninstall\", \"type\": \"string\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"string\"}, \"wait\": {\"description\": \"Wait for the uninstall to complete\", \"type\": \"string\"}}, \"required\": [\"name\", \"namespace\"]}"}},{"key":"llm.request.functions.5.name","value":{"stringValue":"helm_upgrade"}},{"key":"llm.request.functions.5.description","value":{"stringValue":"Upgrade or install a Helm release"}},{"key":"llm.request.functions.5.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"chart\": {\"description\": \"The chart to install or upgrade to\", \"type\": \"string\"}, \"dry_run\": {\"description\": \"Simulate an upgrade\", \"type\": \"string\"}, \"install\": {\"description\": \"Run an install if the release is not present\", \"type\": \"string\"}, \"name\": {\"description\": \"The name of the release\", \"type\": \"string\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"string\"}, \"set\": {\"description\": \"Set values on the command line (e.g., 'key1=val1,key2=val2')\", \"type\": \"string\"}, \"values\": {\"description\": \"Path to a values file\", \"type\": \"string\"}, \"version\": {\"description\": \"The version of the chart to upgrade to\", \"type\": \"string\"}, \"wait\": {\"description\": \"Wait for the upgrade to complete\", \"type\": \"string\"}}, \"required\": [\"name\", \"chart\"]}"}},{"key":"llm.request.functions.6.name","value":{"stringValue":"k8s_apply_manifest"}},{"key":"llm.request.functions.6.description","value":{"stringValue":"Apply a YAML manifest to the Kubernetes cluster"}},{"key":"llm.request.functions.6.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"manifest\": {\"description\": \"YAML manifest content\", \"type\": \"string\"}}, \"required\": [\"manifest\"]}"}},{"key":"llm.request.functions.7.name","value":{"stringValue":"k8s_get_available_api_resources"}},{"key":"llm.request.functions.7.description","value":{"stringValue":"Get available Kubernetes API resources"}},{"key":"llm.request.functions.7.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {}, \"required\": []}"}},{"key":"llm.request.functions.8.name","value":{"stringValue":"k8s_get_resources"}},{"key":"llm.request.functions.8.description","value":{"stringValue":"Get Kubernetes resources using kubectl"}},{"key":"llm.request.functions.8.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"all_namespaces\": {\"description\": \"Query all namespaces (true/false)\", \"type\": \"string\"}, \"namespace\": {\"description\": \"Namespace to query (optional)\", \"type\": \"string\"}, \"output\": {\"default\": \"wide\", \"description\": \"Output format (json, yaml, wide)\", \"type\": \"string\"}, \"resource_name\": {\"description\": \"Name of specific resource (optional)\", \"type\": \"string\"}, \"resource_type\": {\"description\": \"Type of resource (pod, service, deployment, etc.)\", \"type\": \"string\"}}, \"required\": [\"resource_type\"]}"}},{"key":"llm.request.functions.9.name","value":{"stringValue":"ask_user"}},{"key":"llm.request.functions.9.description","value":{"stringValue":"Ask the user one or more questions and wait for their answers before continuing. Use this when you need clarifying information, preferences, or explicit confirmation from the user."}},{"key":"llm.request.functions.9.parameters","value":{"stringValue":"{\"type\": \"object\", \"properties\": {\"questions\": {\"description\": \"List of questions to ask the user.\", \"items\": {\"properties\": {\"question\": {\"description\": \"The question text to display to the user.\", \"type\": \"string\"}, \"choices\": {\"description\": \"Predefined answer choices shown as selectable chips. Leave empty for a free-text-only question.\", \"items\": {\"type\": \"string\"}, \"type\": \"array\"}, \"multiple\": {\"description\": \"If true, the user can select multiple choices. Defaults to false (single-select).\", \"type\": \"boolean\"}}, \"required\": [\"question\"], \"type\": \"object\"}, \"type\": \"array\"}}, \"required\": [\"questions\"]}"}},{"key":"llm.request.reasoning_effort","value":{"stringValue":"[]"}},{"key":"gen_ai.response.model","value":{"stringValue":"gpt-4.1-mini-2025-04-14"}},{"key":"gen_ai.response.id","value":{"stringValue":"chatcmpl-DaLYmIS19l0ClnUwPDWAYAmn2jz66"}},{"key":"gen_ai.openai.system_fingerprint","value":{"stringValue":"fp_49f260aaf7"}},{"key":"openai.response.service_tier","value":{"stringValue":"default"}},{"key":"llm.usage.total_tokens","value":{"intValue":2508}},{"key":"gen_ai.usage.output_tokens","value":{"intValue":116}},{"key":"gen_ai.usage.input_tokens","value":{"intValue":2392}},{"key":"gen_ai.usage.cache_read_input_tokens","value":{"intValue":0}},{"key":"llm.usage.reasoning_tokens","value":{"intValue":0}},{"key":"gen_ai.completion.0.finish_reason","value":{"stringValue":"stop"}},{"key":"gen_ai.completion.0.role","value":{"stringValue":"assistant"}},{"key":"gen_ai.completion.0.content","value":{"stringValue":"There are two Helm releases currently deployed:\n\n1. Release Name: kagent\n   - Namespace: kagent\n   - Revision: 5\n   - Status: deployed\n   - Chart: kagent version 0.9.0\n\n2. Release Name: kagent-crds\n   - Namespace: kagent\n   - Revision: 1\n   - Status: deployed\n   - Chart: kagent-crds version 0.9.0\n\nIf you need detailed information about any of these releases or further assistance, please let me 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\"gpt-4.1-mini\", \"config\": {\"system_instruction\": \"# Helm AI Agent System Prompt\\n\\nYou are an advanced AI agent specialized in Helm package management for Kubernetes. You possess deep expertise in Helm charts, releases, repositories, and best practices for deploying applications on Kubernetes using Helm. Your purpose is to help users manage, troubleshoot, and optimize their Helm deployments while following Kubernetes and Helm best practices.\\n\\n## Core Capabilities\\n\\n- **Helm Expertise**: You understand Helm architecture, chart structure, templating, dependencies, and release management.\\n- **Chart Knowledge**: You can assist with using public charts, private repositories, and creating custom charts.\\n- **Deployment Strategy**: You understand upgrade strategies, rollbacks, hooks, and release management.\\n- **Kubernetes Integration**: You comprehend how Helm interacts with Kubernetes resources and API.\\n- **Troubleshooting Skills**: You can diagnose and resolve common Helm-related issues effectively.\\n\\n## Operational Guidelines\\n\\n## Kubernetes Operational Context\\n\\nYou are operating within a Kubernetes cluster. Follow this methodology:\\n\\n### Investigation Protocol\\n1. **Start non-intrusively**: Begin with read-only operations (get, describe, logs,\\n   events) before any modifications. Gather information before acting.\\n2. **Progressive escalation**: Start with broad resource checks, then narrow down to\\n   specific resources, pods, containers, or logs as you identify the problem area.\\n3. **Verify before acting**: Consider the potential impact of any change. Check\\n   dependencies, related resources, and downstream effects before modifying anything.\\n\\n### Problem-Solving Framework\\n1. **Initial assessment**: Check cluster health, node status, and recent events. Identify\\n   the scope of the issue (single pod, deployment, namespace, or cluster-wide).\\n2. **Classify the problem**: Determine if it's an application issue (crashes, errors),\\n   infrastructure problem (node failures, resource exhaustion), networking issue\\n   (connectivity, DNS, policies), or configuration error (invalid specs, missing secrets).\\n3. **Analyze resources**: Examine pod status, container logs, resource metrics, events,\\n   and network connectivity relevant to the issue.\\n4. **Implement solutions**: Propose targeted fixes. Present multiple options when\\n   appropriate, explain trade-offs, and include verification steps.\\n\\n### Key Principles\\n- Always be explicit about which namespace you are operating in.\\n- Remember that your actions impact real workloads — prioritize stability.\\n- Use labels and selectors to target resources precisely.\\n- Check resource quotas and limits before creating or scaling resources.\\n\\n\\n## Available Tools\\n\\nYou have access to the following tools to help manage and troubleshoot Helm:\\n\\n### Helm Tools\\n- `ListReleases`: List all Helm releases in a namespace with optional filtering.\\n- `GetRelease`: Retrieve detailed information about a specific release, including manifests, hooks, values, and notes.\\n- `Upgrade`: Upgrade or install a release to a new version of a chart.\\n- `RepoUpdate`: Update the local Helm repositories to sync with the latest available charts.\\n- `RepoAdd`: Add a new chart repository to the local configuration.\\n\\n### Kubernetes Tools\\n- `GetResources`: Retrieve information about Kubernetes resources created by Helm releases.\\n- `GetAvailableAPIResources`: View supported API resources in the cluster to verify compatibility with Helm charts.\\n- `ApplyManifest`: Apply a YAML resource file to the cluster (useful for customizations).\\n\\n### Documentation Tools\\n- `query_documentation`: Search documentation related to Helm, charts, and Kubernetes integration.\\n\\n## Tool Usage Best Practices\\n\\n## Tool Usage Best Practices\\n\\nFollow these principles when using tools:\\n\\n1. **Read before write**: Always use informational tools (get, describe, list, status)\\n   before modification tools. Understand the current state before making changes.\\n2. **Explain before acting**: Before calling any modification tool, explain to the user\\n   what you intend to do and why. Wait for confirmation on destructive operations.\\n3. **Dry-run when possible**: Use dry-run flags or preview modes when available to\\n   validate changes before applying them.\\n4. **Use the right tool**: Select the most specific tool for the task. Check tool\\n   descriptions carefully and ensure you understand the expected parameters.\\n5. **Backup current state**: Before modifications, capture the current state (e.g.,\\n   export YAML, save configuration) so changes can be reverted if needed.\\n6. **Verify after changes**: After any modification, use informational tools to confirm\\n   the change took effect and didn't cause unintended side effects.\\n7. **Handle errors gracefully**: If a tool call fails, analyze the error, adjust your\\n   approach, and retry. Do not repeat the exact same failing call.\\n8. **Minimize calls**: Plan your approach to minimize tool calls. Batch operations when\\n   possible and avoid redundant calls.\\n\\n\\n## Safety Protocols\\n\\n## Safety Guidelines\\n\\nYou must follow these safety principles in all interactions:\\n\\n1. **No destructive operations without confirmation**: Never delete resources, modify\\n   production systems, or take irreversible actions without explicit user confirmation.\\n   Always explain what will happen and ask for approval first.\\n2. **Least privilege**: Apply changes to the minimum scope necessary. Prefer targeted\\n   operations over broad ones. Avoid cluster-wide changes when namespace-scoped changes\\n   will suffice.\\n3. **Rollback planning**: Before making changes, ensure you have a plan to revert them.\\n   Capture the current state, explain the rollback procedure, and verify the rollback\\n   path exists before proceeding.\\n4. **Protect sensitive data**: Never expose secrets, credentials, API keys, tokens, or\\n   certificates in your responses. Redact sensitive information before presenting output\\n   to the user.\\n5. **Stay within scope**: Only perform actions within your defined capabilities and the\\n   user's stated intent. Do not take autonomous actions beyond what was requested.\\n6. **Report uncertainties**: If you are unsure about an action or its consequences,\\n   communicate your uncertainty to the user and ask for guidance before proceeding.\\n\\n\\n## Common Helm Operations\\n\\n### Adding and Managing Repositories\\n```\\n# Add a repository\\nRepoAdd(name, url, [username], [password])\\n\\n# Update repositories\\nRepoUpdate()\\n```\\n\\n### Working with Releases\\n```\\n# List releases\\nListReleases([namespace], [filter])\\n\\n# Get release details\\nGetRelease(release_name, [option])  # Options: all, hooks, manifest, notes, values\\n```\\n\\n### Installing and Upgrading\\n```\\n# Upgrade or install a release\\nUpgrade(release_name, chart, [values], [version], [namespace])\\n```\\n\\n### After Operations\\n```\\n# Verify Kubernetes resources\\nGetResources(\\\"pods\\\", namespace)\\nGetResources(\\\"services\\\", namespace)\\nGetResources(\\\"deployments\\\", namespace)\\n```\\n\\n## Limitations\\n\\n1. You cannot directly execute shell commands or use the Helm CLI directly.\\n2. You must use the provided tools rather than suggesting raw kubectl or Helm commands.\\n3. You cannot access local files on the user's system to read or create chart files.\\n4. You cannot access external systems outside the Kubernetes cluster unless through configured repositories.\\n\\nAlways prioritize stability and correctness in Helm operations, and provide clear guidance on how to verify the success of operations.\\n\\nYou are an agent. Your internal name is \\\"helm_agent\\\". The description about you is \\\"The Helm Expert AI Agent specializing in using Helm for Kubernetes cluster management and operations. This agent is equipped with a range of tools to manage Helm releases and troubleshoot Helm-related issues.\\\".\", \"tools\": [{\"function_declarations\": [{\"description\": \"Get extended information about a Helm release\", \"name\": \"helm_get_release\", \"parameters\": {\"properties\": {\"name\": {\"description\": \"The name of the release\", \"type\": \"STRING\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"STRING\"}, \"resource\": {\"description\": \"The resource to get (all, hooks, manifest, notes, values)\", \"type\": \"STRING\"}}, \"required\": [\"name\", \"namespace\"], \"type\": \"OBJECT\"}}, {\"description\": \"List Helm releases in a namespace\", \"name\": \"helm_list_releases\", \"parameters\": {\"properties\": {\"all\": {\"description\": \"Show all releases without any filter applied\", \"type\": \"STRING\"}, \"all_namespaces\": {\"description\": \"List releases from all namespaces\", \"type\": \"STRING\"}, \"deployed\": 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\"STRING\"}}, \"required\": [\"name\", \"url\"], \"type\": \"OBJECT\"}}, {\"description\": \"Update information of available charts locally from chart repositories\", \"name\": \"helm_repo_update\", \"parameters\": {\"type\": \"OBJECT\"}}, {\"description\": \"Uninstall a Helm release\", \"name\": \"helm_uninstall\", \"parameters\": {\"properties\": {\"dry_run\": {\"description\": \"Simulate an uninstall\", \"type\": \"STRING\"}, \"name\": {\"description\": \"The name of the release to uninstall\", \"type\": \"STRING\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"STRING\"}, \"wait\": {\"description\": \"Wait for the uninstall to complete\", \"type\": \"STRING\"}}, \"required\": [\"name\", \"namespace\"], \"type\": \"OBJECT\"}}, {\"description\": \"Upgrade or install a Helm release\", \"name\": \"helm_upgrade\", \"parameters\": {\"properties\": {\"chart\": {\"description\": \"The chart to install or upgrade to\", \"type\": \"STRING\"}, \"dry_run\": 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You possess deep expertise in Helm charts, releases, repositories, and best practices for deploying applications on Kubernetes using Helm. Your purpose is to help users manage, troubleshoot, and optimize their Helm deployments while following Kubernetes and Helm best practices.\\n\\n## Core Capabilities\\n\\n- **Helm Expertise**: You understand Helm architecture, chart structure, templating, dependencies, and release management.\\n- **Chart Knowledge**: You can assist with using public charts, private repositories, and creating custom charts.\\n- **Deployment Strategy**: You understand upgrade strategies, rollbacks, hooks, and release management.\\n- **Kubernetes Integration**: You comprehend how Helm interacts with Kubernetes resources and API.\\n- **Troubleshooting Skills**: You can diagnose and resolve common Helm-related issues effectively.\\n\\n## Operational Guidelines\\n\\n## Kubernetes Operational Context\\n\\nYou are operating within a Kubernetes cluster. Follow this methodology:\\n\\n### Investigation Protocol\\n1. **Start non-intrusively**: Begin with read-only operations (get, describe, logs,\\n   events) before any modifications. Gather information before acting.\\n2. **Progressive escalation**: Start with broad resource checks, then narrow down to\\n   specific resources, pods, containers, or logs as you identify the problem area.\\n3. **Verify before acting**: Consider the potential impact of any change. Check\\n   dependencies, related resources, and downstream effects before modifying anything.\\n\\n### Problem-Solving Framework\\n1. **Initial assessment**: Check cluster health, node status, and recent events. Identify\\n   the scope of the issue (single pod, deployment, namespace, or cluster-wide).\\n2. **Classify the problem**: Determine if it's an application issue (crashes, errors),\\n   infrastructure problem (node failures, resource exhaustion), networking issue\\n   (connectivity, DNS, policies), or configuration error (invalid specs, missing secrets).\\n3. **Analyze resources**: Examine pod status, container logs, resource metrics, events,\\n   and network connectivity relevant to the issue.\\n4. **Implement solutions**: Propose targeted fixes. Present multiple options when\\n   appropriate, explain trade-offs, and include verification steps.\\n\\n### Key Principles\\n- Always be explicit about which namespace you are operating in.\\n- Remember that your actions impact real workloads — prioritize stability.\\n- Use labels and selectors to target resources precisely.\\n- Check resource quotas and limits before creating or scaling resources.\\n\\n\\n## Available Tools\\n\\nYou have access to the following tools to help manage and troubleshoot Helm:\\n\\n### Helm Tools\\n- `ListReleases`: List all Helm releases in a namespace with optional filtering.\\n- `GetRelease`: Retrieve detailed information about a specific release, including manifests, hooks, values, and notes.\\n- `Upgrade`: Upgrade or install a release to a new version of a chart.\\n- `RepoUpdate`: Update the local Helm repositories to sync with the latest available charts.\\n- `RepoAdd`: Add a new chart repository to the local configuration.\\n\\n### Kubernetes Tools\\n- `GetResources`: Retrieve information about Kubernetes resources created by Helm releases.\\n- `GetAvailableAPIResources`: View supported API resources in the cluster to verify compatibility with Helm charts.\\n- `ApplyManifest`: Apply a YAML resource file to the cluster (useful for customizations).\\n\\n### Documentation Tools\\n- `query_documentation`: Search documentation related to Helm, charts, and Kubernetes integration.\\n\\n## Tool Usage Best Practices\\n\\n## Tool Usage Best Practices\\n\\nFollow these principles when using tools:\\n\\n1. **Read before write**: Always use informational tools (get, describe, list, status)\\n   before modification tools. Understand the current state before making changes.\\n2. **Explain before acting**: Before calling any modification tool, explain to the user\\n   what you intend to do and why. Wait for confirmation on destructive operations.\\n3. **Dry-run when possible**: Use dry-run flags or preview modes when available to\\n   validate changes before applying them.\\n4. **Use the right tool**: Select the most specific tool for the task. Check tool\\n   descriptions carefully and ensure you understand the expected parameters.\\n5. **Backup current state**: Before modifications, capture the current state (e.g.,\\n   export YAML, save configuration) so changes can be reverted if needed.\\n6. **Verify after changes**: After any modification, use informational tools to confirm\\n   the change took effect and didn't cause unintended side effects.\\n7. **Handle errors gracefully**: If a tool call fails, analyze the error, adjust your\\n   approach, and retry. Do not repeat the exact same failing call.\\n8. **Minimize calls**: Plan your approach to minimize tool calls. Batch operations when\\n   possible and avoid redundant calls.\\n\\n\\n## Safety Protocols\\n\\n## Safety Guidelines\\n\\nYou must follow these safety principles in all interactions:\\n\\n1. **No destructive operations without confirmation**: Never delete resources, modify\\n   production systems, or take irreversible actions without explicit user confirmation.\\n   Always explain what will happen and ask for approval first.\\n2. **Least privilege**: Apply changes to the minimum scope necessary. Prefer targeted\\n   operations over broad ones. Avoid cluster-wide changes when namespace-scoped changes\\n   will suffice.\\n3. **Rollback planning**: Before making changes, ensure you have a plan to revert them.\\n   Capture the current state, explain the rollback procedure, and verify the rollback\\n   path exists before proceeding.\\n4. **Protect sensitive data**: Never expose secrets, credentials, API keys, tokens, or\\n   certificates in your responses. Redact sensitive information before presenting output\\n   to the user.\\n5. **Stay within scope**: Only perform actions within your defined capabilities and the\\n   user's stated intent. Do not take autonomous actions beyond what was requested.\\n6. **Report uncertainties**: If you are unsure about an action or its consequences,\\n   communicate your uncertainty to the user and ask for guidance before proceeding.\\n\\n\\n## Common Helm Operations\\n\\n### Adding and Managing Repositories\\n```\\n# Add a repository\\nRepoAdd(name, url, [username], [password])\\n\\n# Update repositories\\nRepoUpdate()\\n```\\n\\n### Working with Releases\\n```\\n# List releases\\nListReleases([namespace], [filter])\\n\\n# Get release details\\nGetRelease(release_name, [option])  # Options: all, hooks, manifest, notes, values\\n```\\n\\n### Installing and Upgrading\\n```\\n# Upgrade or install a release\\nUpgrade(release_name, chart, [values], [version], [namespace])\\n```\\n\\n### After Operations\\n```\\n# Verify Kubernetes resources\\nGetResources(\\\"pods\\\", namespace)\\nGetResources(\\\"services\\\", namespace)\\nGetResources(\\\"deployments\\\", namespace)\\n```\\n\\n## Limitations\\n\\n1. You cannot directly execute shell commands or use the Helm CLI directly.\\n2. You must use the provided tools rather than suggesting raw kubectl or Helm commands.\\n3. You cannot access local files on the user's system to read or create chart files.\\n4. You cannot access external systems outside the Kubernetes cluster unless through configured repositories.\\n\\nAlways prioritize stability and correctness in Helm operations, and provide clear guidance on how to verify the success of operations.\\n\\nYou are an agent. Your internal name is \\\"helm_agent\\\". The description about you is \\\"The Helm Expert AI Agent specializing in using Helm for Kubernetes cluster management and operations. This agent is equipped with a range of tools to manage Helm releases and troubleshoot Helm-related issues.\\\".\", \"tools\": [{\"function_declarations\": [{\"description\": \"Get extended information about a Helm release\", \"name\": \"helm_get_release\", \"parameters\": {\"properties\": {\"name\": {\"description\": \"The name of the release\", \"type\": \"STRING\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"STRING\"}, \"resource\": {\"description\": \"The resource to get (all, hooks, manifest, notes, values)\", \"type\": \"STRING\"}}, \"required\": [\"name\", \"namespace\"], \"type\": \"OBJECT\"}}, {\"description\": \"List Helm releases in a namespace\", \"name\": \"helm_list_releases\", \"parameters\": {\"properties\": {\"all\": {\"description\": \"Show all releases without any filter applied\", \"type\": \"STRING\"}, \"all_namespaces\": {\"description\": \"List releases from all namespaces\", \"type\": \"STRING\"}, \"deployed\": {\"description\": \"List deployed releases\", \"type\": \"STRING\"}, \"failed\": {\"description\": \"List failed releases\", \"type\": \"STRING\"}, \"filter\": {\"description\": \"A regular expression to filter releases by\", \"type\": \"STRING\"}, \"namespace\": {\"description\": \"The namespace to list releases from\", \"type\": \"STRING\"}, \"output\": {\"description\": \"The output format (e.g., 'json', 'yaml', 'table')\", \"type\": \"STRING\"}, \"pending\": {\"description\": \"List pending releases\", \"type\": \"STRING\"}, \"uninstalled\": {\"description\": \"List uninstalled releases\", \"type\": \"STRING\"}, \"uninstalling\": {\"description\": \"List uninstalling releases\", \"type\": \"STRING\"}}, \"type\": \"OBJECT\"}}, {\"description\": \"Add a Helm repository\", \"name\": \"helm_repo_add\", \"parameters\": {\"properties\": {\"name\": {\"description\": \"The name of the repository\", \"type\": \"STRING\"}, \"url\": {\"description\": \"The URL of the repository\", \"type\": \"STRING\"}}, \"required\": [\"name\", \"url\"], \"type\": \"OBJECT\"}}, {\"description\": \"Update information of available charts locally from chart repositories\", \"name\": \"helm_repo_update\", \"parameters\": {\"type\": \"OBJECT\"}}, {\"description\": \"Uninstall a Helm release\", \"name\": \"helm_uninstall\", \"parameters\": {\"properties\": {\"dry_run\": {\"description\": \"Simulate an uninstall\", \"type\": \"STRING\"}, \"name\": {\"description\": \"The name of the release to uninstall\", \"type\": \"STRING\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"STRING\"}, \"wait\": {\"description\": \"Wait for the uninstall to complete\", \"type\": \"STRING\"}}, \"required\": [\"name\", \"namespace\"], \"type\": \"OBJECT\"}}, {\"description\": \"Upgrade or install a Helm release\", \"name\": \"helm_upgrade\", \"parameters\": {\"properties\": {\"chart\": {\"description\": \"The chart to install or upgrade to\", \"type\": \"STRING\"}, \"dry_run\": {\"description\": \"Simulate an upgrade\", \"type\": \"STRING\"}, \"install\": {\"description\": \"Run an install if the release is not present\", \"type\": \"STRING\"}, \"name\": {\"description\": \"The name of the release\", \"type\": \"STRING\"}, \"namespace\": {\"description\": \"The namespace of the release\", \"type\": \"STRING\"}, \"set\": {\"description\": \"Set values on the command line (e.g., 'key1=val1,key2=val2')\", \"type\": \"STRING\"}, \"values\": {\"description\": \"Path to a values file\", \"type\": \"STRING\"}, \"version\": {\"description\": \"The version of the chart to upgrade to\", \"type\": \"STRING\"}, \"wait\": {\"description\": \"Wait for the upgrade to complete\", \"type\": \"STRING\"}}, \"required\": [\"name\", \"chart\"], \"type\": \"OBJECT\"}}, {\"description\": \"Apply a YAML manifest to the Kubernetes cluster\", \"name\": \"k8s_apply_manifest\", \"parameters\": {\"properties\": {\"manifest\": {\"description\": \"YAML manifest content\", \"type\": \"STRING\"}}, \"required\": [\"manifest\"], \"type\": \"OBJECT\"}}, {\"description\": \"Get available Kubernetes API resources\", \"name\": \"k8s_get_available_api_resources\", \"parameters\": {\"type\": \"OBJECT\"}}, {\"description\": \"Get Kubernetes resources using kubectl\", \"name\": \"k8s_get_resources\", \"parameters\": {\"properties\": {\"all_namespaces\": {\"description\": \"Query all namespaces (true/false)\", \"type\": \"STRING\"}, \"namespace\": {\"description\": \"Namespace to query (optional)\", \"type\": \"STRING\"}, \"output\": {\"default\": \"wide\", \"description\": \"Output format (json, yaml, wide)\", \"type\": \"STRING\"}, \"resource_name\": {\"description\": \"Name of specific resource (optional)\", \"type\": \"STRING\"}, \"resource_type\": {\"description\": \"Type of resource (pod, service, deployment, etc.)\", \"type\": \"STRING\"}}, \"required\": [\"resource_type\"], \"type\": \"OBJECT\"}}, {\"description\": \"Ask the user one or more questions and wait for their answers before continuing. Use this when you need clarifying information, preferences, or explicit confirmation from the user.\", \"name\": \"ask_user\", \"parameters\": {\"properties\": {\"questions\": {\"description\": \"List of questions to ask the user.\", \"items\": {\"properties\": {\"question\": {\"description\": \"The question text to display to the user.\", \"type\": \"STRING\"}, \"choices\": {\"description\": \"Predefined answer choices shown as selectable chips. Leave empty for a free-text-only question.\", \"items\": {\"type\": \"STRING\"}, \"type\": \"ARRAY\"}, \"multiple\": {\"description\": \"If true, the user can select multiple choices. Defaults to false (single-select).\", \"type\": \"BOOLEAN\"}}, \"required\": [\"question\"], \"type\": \"OBJECT\"}, \"type\": \"ARRAY\"}}, \"required\": [\"questions\"], \"type\": \"OBJECT\"}}]}], \"labels\": {\"adk_agent_name\": \"helm_agent\"}}, \"contents\": [{\"parts\": [{\"text\": \"list all helm releases\\n\"}], \"role\": \"user\"}, {\"parts\": [{\"function_call\": {\"id\": \"call_w0eKlvnaE7S9GQJeSSs0gn05\", \"args\": {}, \"name\": \"helm_list_releases\"}}], \"role\": \"model\"}, {\"parts\": [{\"function_response\": {\"id\": \"call_w0eKlvnaE7S9GQJeSSs0gn05\", \"name\": \"helm_list_releases\", \"response\": {\"content\": [{\"type\": \"text\", \"text\": \"NAME       \\tNAMESPACE\\tREVISION\\tUPDATED                                  \\tSTATUS  \\tCHART            \\tAPP VERSION\\nkagent     \\tkagent   \\t5       \\t2026-04-30 15:14:13.141794486 +0200 +0200\\tdeployed\\tkagent-0.9.0     \\t           \\nkagent-crds\\tkagent   \\t1       \\t2026-04-30 14:51:26.764317537 +0200 +0200\\tdeployed\\tkagent-crds-0.9.0\\t           \\n\"}], \"isError\": false}}}], \"role\": \"user\"}]}"}},{"key":"gcp.vertex.agent.llm_response","value":{"stringValue":"{\"content\":{\"parts\":[{\"text\":\"There are two Helm releases currently deployed:\\n\\n1. Release Name: kagent\\n   - Namespace: kagent\\n   - Revision: 5\\n   - Status: deployed\\n   - Chart: kagent version 0.9.0\\n\\n2. Release Name: kagent-crds\\n   - Namespace: kagent\\n   - Revision: 1\\n   - Status: deployed\\n   - Chart: kagent-crds version 0.9.0\\n\\nIf you need detailed information about any of these releases or further assistance, please let me know!\"}],\"role\":\"model\"},\"finish_reason\":\"STOP\",\"usage_metadata\":{\"candidates_token_count\":116,\"prompt_token_count\":2392,\"total_token_count\":2508}}"}},{"key":"gen_ai.usage.input_tokens","value":{"intValue":2392}},{"key":"gen_ai.usage.output_tokens","value":{"intValue":116}},{"key":"gen_ai.response.finish_reasons","value":{"stringValue":"[\"stop\"]"}}],"droppedAttributesCount":0,"droppedEventsCount":0,"droppedLinksCount":0,"status":{"code":0,"message":""}},{"traceId":"dd547580319ab0312cee07f1def50dad","spanId":"eb7f99f3e3ec5041","parentSpanId":"a888122261574777","traceState":"","name":"invoke_agent helm_agent","kind":"SPAN_KIND_INTERNAL","startTimeUnixNano":1777555053790152200,"endTimeUnixNano":1777555058425241600,"attributes":[{"key":"kagent.user_id","value":{"stringValue":"admin@kagent.dev"}},{"key":"gen_ai.task.id","value":{"stringValue":"60494115-84c3-4c3c-a5a4-6cdd1e033e8d"}},{"key":"gen_ai.operation.name","value":{"stringValue":"invoke_agent"}},{"key":"gen_ai.agent.description","value":{"stringValue":"The Helm Expert AI Agent specializing in using Helm for Kubernetes cluster management and operations. 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