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feat: add AI assistant command with streaming output #139

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198 changes: 198 additions & 0 deletions docs/ai.md
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@@ -0,0 +1,198 @@
---
title: "AI Assistant"
sidebar:
order: 5
---

`datumctl ai` is a natural-language interface for Datum Cloud. Describe what you
want to do in plain English and the assistant translates it into resource
operations — listing, inspecting, creating, updating, and deleting resources —
with confirmation prompts before any changes are applied.

## Prerequisites

You need an API key from one of the supported LLM providers:

| Provider | Environment variable | Get a key at |
|-----------|-----------------------|-------------------------------------|
| Anthropic | `ANTHROPIC_API_KEY` | console.anthropic.com |
| OpenAI | `OPENAI_API_KEY` | platform.openai.com |
| Gemini | `GEMINI_API_KEY` | aistudio.google.com |

You also need to be logged in to Datum Cloud:

```
datumctl auth login
```

## Quick start

The fastest way to get started is to save your API key and default organization
once, then never pass flags again:

```
# Save your API key
datumctl ai config set anthropic_api_key sk-ant-...

# Save your default organization or project
datumctl ai config set organization my-org-id
# or
datumctl ai config set project my-project-id

# Now just run it
datumctl ai "what resources do I have?"
```

Find your organization ID with:

```
datumctl get organizations
```

## Usage

```
datumctl ai [query] [flags]
```

### Single query

```
datumctl ai "list all DNS zones" --project my-project-id
```

### Interactive session (REPL)

Omit the query argument to start a conversation. The assistant remembers
context across turns so you can ask follow-up questions.

```
datumctl ai --organization my-org-id
```

Type `exit` or `quit` to end the session.

### Pipe mode

```
echo "how many projects do I have?" | datumctl ai --organization my-org-id
```

Read-only operations work in pipe mode. Write operations (apply, delete) are
automatically declined — run interactively to apply changes.

## Configuration

`datumctl ai config` manages a configuration file that stores defaults for every
`datumctl ai` invocation. On Linux/macOS the file is at
`~/.config/datumctl/ai.yaml`; on Windows it is at `%AppData%\datumctl\ai.yaml`.

### Set a value

```
datumctl ai config set <key> <value>
```

| Key | Description |
|---------------------|----------------------------------------------------------|
| `organization` | Default organization ID |
| `project` | Default project ID (mutually exclusive with organization)|
| `namespace` | Default namespace (default: `default`) |
| `provider` | LLM provider: `anthropic`, `openai`, or `gemini` |
| `model` | Model name, e.g. `claude-sonnet-4-6`, `gpt-4o` |
| `max_iterations` | Agentic loop iteration cap (default: `20`) |
| `anthropic_api_key` | Anthropic API key |
| `openai_api_key` | OpenAI API key |
| `gemini_api_key` | Gemini API key |

### Show current configuration

API keys are redacted in the output.

```
datumctl ai config show
```

### Remove a value

```
datumctl ai config unset organization
```

### Priority order

Later entries override earlier ones:

1. Config file (`~/.config/datumctl/ai.yaml`)
2. CLI flags (`--organization`, `--model`, etc.)
3. Environment variables (`ANTHROPIC_API_KEY`, `OPENAI_API_KEY`, `GEMINI_API_KEY`)

## Flags

| Flag | Description |
|--------------------|----------------------------------------------------|
| `--organization` | Organization context (overrides config file) |
| `--project` | Project context (overrides config file) |
| `--namespace` | Default namespace (overrides config file) |
| `--model` | Model override, e.g. `claude-sonnet-4-6`, `gpt-4o`|
| `--max-iterations` | Agentic loop iteration cap (default: `20`) |

## How it works

The assistant has access to the following tools, which map directly to the same
operations available via `datumctl get`, `datumctl apply`, and the MCP server:

| Tool | Operation | Requires confirmation |
|-----------------------|----------------------------------------|-----------------------|
| `list_resource_types` | Discover available resource types | No |
| `get_resource_schema` | Fetch the schema for a resource type | No |
| `list_resources` | List resources of a given kind | No |
| `get_resource` | Get a single resource by name | No |
| `validate_manifest` | Server-side dry-run validation | No |
| `apply_manifest` | Create or update a resource | **Yes** |
| `delete_resource` | Delete a resource | **Yes** |
| `change_context` | Switch organization/project/namespace | No |

Read operations execute immediately. For `apply_manifest` and `delete_resource`
the assistant shows a preview of the proposed change and prompts:

```
--- Proposed action ---
Tool: apply_manifest
Details:
{
"yaml": "apiVersion: ..."
}
-----------------------
Apply changes? [y/N]:
```

Type `y` to proceed. Any other input cancels the operation — the assistant is
informed it was skipped and will ask what to do next.

## Provider selection

The provider is chosen automatically from whichever API key is available.
When multiple keys are present the priority is Anthropic → OpenAI → Gemini.

Override with `--model` using a provider-prefixed model name:

```
datumctl ai "list zones" --model claude-opus-4-6 # Anthropic
datumctl ai "list zones" --model gpt-4o # OpenAI
datumctl ai "list zones" --model gemini-2.0-flash # Gemini
```

Or set a permanent default:

```
datumctl ai config set model claude-sonnet-4-6
```

## Default models

| Provider | Default model |
|-----------|----------------------|
| Anthropic | `claude-sonnet-4-6` |
| OpenAI | `gpt-4o` |
| Gemini | `gemini-2.0-flash` |
2 changes: 1 addition & 1 deletion go.mod
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Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,7 @@ require (
go.miloapis.com/activity v0.3.1
go.miloapis.com/milo v0.21.0
golang.org/x/oauth2 v0.36.0
golang.org/x/term v0.39.0
k8s.io/apiextensions-apiserver v0.35.2
k8s.io/apimachinery v0.35.2
k8s.io/cli-runtime v0.35.2
Expand Down Expand Up @@ -95,7 +96,6 @@ require (
golang.org/x/net v0.49.0 // indirect
golang.org/x/sync v0.19.0 // indirect
golang.org/x/sys v0.40.0 // indirect
golang.org/x/term v0.39.0 // indirect
golang.org/x/text v0.33.0 // indirect
golang.org/x/time v0.14.0 // indirect
google.golang.org/protobuf v1.36.11 // indirect
Expand Down
45 changes: 4 additions & 41 deletions go.sum
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Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -16,6 +16,8 @@ github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UF
github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
github.com/chai2010/gettext-go v1.0.3 h1:9liNh8t+u26xl5ddmWLmsOsdNLwkdRTg5AG+JnTiM80=
github.com/chai2010/gettext-go v1.0.3/go.mod h1:y+wnP2cHYaVj19NZhYKAwEMH2CI1gNHeQQ+5AjwawxA=
github.com/clipperhouse/uax29/v2 v2.2.0 h1:ChwIKnQN3kcZteTXMgb1wztSgaU+ZemkgWdohwgs8tY=
github.com/clipperhouse/uax29/v2 v2.2.0/go.mod h1:EFJ2TJMRUaplDxHKj1qAEhCtQPW2tJSwu5BF98AuoVM=
github.com/coreos/go-oidc/v3 v3.17.0 h1:hWBGaQfbi0iVviX4ibC7bk8OKT5qNr4klBaCHVNvehc=
github.com/coreos/go-oidc/v3 v3.17.0/go.mod h1:wqPbKFrVnE90vty060SB40FCJ8fTHTxSwyXJqZH+sI8=
github.com/cpuguy83/go-md2man/v2 v2.0.6 h1:XJtiaUW6dEEqVuZiMTn1ldk455QWwEIsMIJlo5vtkx0=
Expand Down Expand Up @@ -90,7 +92,6 @@ github.com/google/btree v1.1.3 h1:CVpQJjYgC4VbzxeGVHfvZrv1ctoYCAI8vbl07Fcxlyg=
github.com/google/btree v1.1.3/go.mod h1:qOPhT0dTNdNzV6Z/lhRX0YXUafgPLFUh+gZMl761Gm4=
github.com/google/gnostic-models v0.7.1 h1:SisTfuFKJSKM5CPZkffwi6coztzzeYUhc3v4yxLWH8c=
github.com/google/gnostic-models v0.7.1/go.mod h1:whL5G0m6dmc5cPxKc5bdKdEN3UjI7OUGxBlw57miDrQ=
github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY=
github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
github.com/google/gofuzz v1.0.0/go.mod h1:dBl0BpW6vV/+mYPU4Po3pmUjxk6FQPldtuIdl/M65Eg=
Expand Down Expand Up @@ -122,8 +123,8 @@ github.com/liggitt/tabwriter v0.0.0-20181228230101-89fcab3d43de h1:9TO3cAIGXtEhn
github.com/liggitt/tabwriter v0.0.0-20181228230101-89fcab3d43de/go.mod h1:zAbeS9B/r2mtpb6U+EI2rYA5OAXxsYw6wTamcNW+zcE=
github.com/lithammer/dedent v1.1.0 h1:VNzHMVCBNG1j0fh3OrsFRkVUwStdDArbgBWoPAffktY=
github.com/lithammer/dedent v1.1.0/go.mod h1:jrXYCQtgg0nJiN+StA2KgR7w6CiQNv9Fd/Z9BP0jIOc=
github.com/mattn/go-runewidth v0.0.16 h1:E5ScNMtiwvlvB5paMFdw9p4kSQzbXFikJ5SQO6TULQc=
github.com/mattn/go-runewidth v0.0.16/go.mod h1:Jdepj2loyihRzMpdS35Xk/zdY8IAYHsh153qUoGf23w=
github.com/mattn/go-runewidth v0.0.21 h1:jJKAZiQH+2mIinzCJIaIG9Be1+0NR+5sz/lYEEjdM8w=
github.com/mattn/go-runewidth v0.0.21/go.mod h1:XBkDxAl56ILZc9knddidhrOlY5R/pDhgLpndooCuJAs=
github.com/mitchellh/go-wordwrap v1.0.1 h1:TLuKupo69TCn6TQSyGxwI1EblZZEsQ0vMlAFQflz0v0=
github.com/mitchellh/go-wordwrap v1.0.1/go.mod h1:R62XHJLzvMFRBbcrT7m7WgmE1eOyTSsCt+hzestvNj0=
github.com/moby/spdystream v0.5.0 h1:7r0J1Si3QO/kjRitvSLVVFUjxMEb/YLj6S9FF62JBCU=
Expand Down Expand Up @@ -163,10 +164,6 @@ github.com/prometheus/common v0.66.1 h1:h5E0h5/Y8niHc5DlaLlWLArTQI7tMrsfQjHV+d9Z
github.com/prometheus/common v0.66.1/go.mod h1:gcaUsgf3KfRSwHY4dIMXLPV0K/Wg1oZ8+SbZk/HH/dA=
github.com/prometheus/procfs v0.16.1 h1:hZ15bTNuirocR6u0JZ6BAHHmwS1p8B4P6MRqxtzMyRg=
github.com/prometheus/procfs v0.16.1/go.mod h1:teAbpZRB1iIAJYREa1LsoWUXykVXA1KlTmWl8x/U+Is=
github.com/rivo/uniseg v0.2.0 h1:S1pD9weZBuJdFmowNwbpi7BJ8TNftyUImj/0WQi72jY=
github.com/rivo/uniseg v0.2.0/go.mod h1:J6wj4VEh+S6ZtnVlnTBMWIodfgj8LQOQFoIToxlJtxc=
github.com/rodaine/table v1.3.0 h1:4/3S3SVkHnVZX91EHFvAMV7K42AnJ0XuymRR2C5HlGE=
github.com/rodaine/table v1.3.0/go.mod h1:47zRsHar4zw0jgxGxL9YtFfs7EGN6B/TaS+/Dmk4WxU=
github.com/rodaine/table v1.3.1 h1:jBVgg1bEu5EzEdYSrwUUlQpayDtkvtTmgFS0FPAxOq8=
github.com/rodaine/table v1.3.1/go.mod h1:VYCJRCHa2DpD25uFALcB6hi5ECF3eEJQVhCXRjHgXc4=
github.com/rogpeppe/go-internal v1.14.1 h1:UQB4HGPB6osV0SQTLymcB4TgvyWu6ZyliaW0tI/otEQ=
Expand All @@ -181,17 +178,11 @@ github.com/spf13/pflag v1.0.9/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An
github.com/spf13/pflag v1.0.10 h1:4EBh2KAYBwaONj6b2Ye1GiHfwjqyROoF4RwYO+vPwFk=
github.com/spf13/pflag v1.0.10/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An2Bg=
github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
github.com/stretchr/objx v0.4.0/go.mod h1:YvHI0jy2hoMjB+UWwv71VJQ9isScKT/TqJzVSSt89Yw=
github.com/stretchr/objx v0.5.0/go.mod h1:Yh+to48EsGEfYuaHDzXPcE3xhTkx73EhmCGUpEOglKo=
github.com/stretchr/objx v0.5.2 h1:xuMeJ0Sdp5ZMRXx/aWO6RZxdr3beISkG5/G/aIRr3pY=
github.com/stretchr/objx v0.5.2/go.mod h1:FRsXN1f5AsAjCGJKqEizvkpNtU+EGNCLh3NxZ/8L+MA=
github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
github.com/stretchr/testify v1.6.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg=
github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU=
github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
github.com/stretchr/testify v1.9.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
github.com/x448/float16 v0.8.4 h1:qLwI1I70+NjRFUR3zs1JPUCgaCXSh3SW62uAKT1mSBM=
Expand All @@ -200,12 +191,8 @@ github.com/xlab/treeprint v1.2.0 h1:HzHnuAF1plUN2zGlAFHbSQP2qJ0ZAD3XF5XD7OesXRQ=
github.com/xlab/treeprint v1.2.0/go.mod h1:gj5Gd3gPdKtR1ikdDK6fnFLdmIS0X30kTTuNd/WEJu0=
github.com/zalando/go-keyring v0.2.6 h1:r7Yc3+H+Ux0+M72zacZoItR3UDxeWfKTcabvkI8ua9s=
github.com/zalando/go-keyring v0.2.6/go.mod h1:2TCrxYrbUNYfNS/Kgy/LSrkSQzZ5UPVH85RwfczwvcI=
go.miloapis.com/activity v0.3.0 h1:ajcl5U1UeNZZiA+iQ+NbCi0ysvCyQbQ1rKKdOEA06/c=
go.miloapis.com/activity v0.3.0/go.mod h1:W6Y8qvMCY47DFZPnZ35H+ambSEAbROOw3RGS3RT4M0Q=
go.miloapis.com/activity v0.3.1 h1:Yq8pdfphiAqr3DqZNQ0a50SadHrbdZyqng/HEwHe4WI=
go.miloapis.com/activity v0.3.1/go.mod h1:W6Y8qvMCY47DFZPnZ35H+ambSEAbROOw3RGS3RT4M0Q=
go.miloapis.com/milo v0.16.2 h1:MqrBQvTYWIWBlniJXqBe3ycO/sZxgkL2tYems4s1+LY=
go.miloapis.com/milo v0.16.2/go.mod h1:xOFYvUsvSZV3z6eow5YdB5C/qRQf2s/5/arcfJs5XPg=
go.miloapis.com/milo v0.21.0 h1:bTazLscUTQWSnBwD22sZ2dlUFHiQfZOz6rcYeX4PecU=
go.miloapis.com/milo v0.21.0/go.mod h1:xOFYvUsvSZV3z6eow5YdB5C/qRQf2s/5/arcfJs5XPg=
go.opentelemetry.io/otel v1.39.0 h1:8yPrr/S0ND9QEfTfdP9V+SiwT4E0G7Y5MO7p85nis48=
Expand All @@ -226,8 +213,6 @@ golang.org/x/mod v0.31.0 h1:HaW9xtz0+kOcWKwli0ZXy79Ix+UW/vOfmWI5QVd2tgI=
golang.org/x/mod v0.31.0/go.mod h1:43JraMp9cGx1Rx3AqioxrbrhNsLl2l/iNAvuBkrezpg=
golang.org/x/net v0.49.0 h1:eeHFmOGUTtaaPSGNmjBKpbng9MulQsJURQUAfUwY++o=
golang.org/x/net v0.49.0/go.mod h1:/ysNB2EvaqvesRkuLAyjI1ycPZlQHM3q01F02UY/MV8=
golang.org/x/oauth2 v0.34.0 h1:hqK/t4AKgbqWkdkcAeI8XLmbK+4m4G5YeQRrmiotGlw=
golang.org/x/oauth2 v0.34.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
golang.org/x/oauth2 v0.36.0 h1:peZ/1z27fi9hUOFCAZaHyrpWG5lwe0RJEEEeH0ThlIs=
golang.org/x/oauth2 v0.36.0/go.mod h1:YDBUJMTkDnJS+A4BP4eZBjCqtokkg1hODuPjwiGPO7Q=
golang.org/x/sync v0.19.0 h1:vV+1eWNmZ5geRlYjzm2adRgW2/mcpevXNg50YZtPCE4=
Expand Down Expand Up @@ -256,54 +241,32 @@ gopkg.in/inf.v0 v0.9.1/go.mod h1:cWUDdTG/fYaXco+Dcufb5Vnc6Gp2YChqWtbxRZE0mXw=
gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
k8s.io/api v0.35.0 h1:iBAU5LTyBI9vw3L5glmat1njFK34srdLmktWwLTprlY=
k8s.io/api v0.35.0/go.mod h1:AQ0SNTzm4ZAczM03QH42c7l3bih1TbAXYo0DkF8ktnA=
k8s.io/api v0.35.2 h1:tW7mWc2RpxW7HS4CoRXhtYHSzme1PN1UjGHJ1bdrtdw=
k8s.io/api v0.35.2/go.mod h1:7AJfqGoAZcwSFhOjcGM7WV05QxMMgUaChNfLTXDRE60=
k8s.io/apiextensions-apiserver v0.35.0 h1:3xHk2rTOdWXXJM+RDQZJvdx0yEOgC0FgQ1PlJatA5T4=
k8s.io/apiextensions-apiserver v0.35.0/go.mod h1:E1Ahk9SADaLQ4qtzYFkwUqusXTcaV2uw3l14aqpL2LU=
k8s.io/apiextensions-apiserver v0.35.2 h1:iyStXHoJZsUXPh/nFAsjC29rjJWdSgUmG1XpApE29c0=
k8s.io/apiextensions-apiserver v0.35.2/go.mod h1:OdyGvcO1FtMDWQ+rRh/Ei3b6X3g2+ZDHd0MSRGeS8rU=
k8s.io/apimachinery v0.35.0 h1:Z2L3IHvPVv/MJ7xRxHEtk6GoJElaAqDCCU0S6ncYok8=
k8s.io/apimachinery v0.35.0/go.mod h1:jQCgFZFR1F4Ik7hvr2g84RTJSZegBc8yHgFWKn//hns=
k8s.io/apimachinery v0.35.2 h1:NqsM/mmZA7sHW02JZ9RTtk3wInRgbVxL8MPfzSANAK8=
k8s.io/apimachinery v0.35.2/go.mod h1:jQCgFZFR1F4Ik7hvr2g84RTJSZegBc8yHgFWKn//hns=
k8s.io/apiserver v0.35.0 h1:CUGo5o+7hW9GcAEF3x3usT3fX4f9r8xmgQeCBDaOgX4=
k8s.io/apiserver v0.35.0/go.mod h1:QUy1U4+PrzbJaM3XGu2tQ7U9A4udRRo5cyxkFX0GEds=
k8s.io/apiserver v0.35.2 h1:rb52v0CZGEL0FkhjS+I6jHflAp7fZ4MIaKcEHX7wmDk=
k8s.io/apiserver v0.35.2/go.mod h1:CROJUAu0tfjZLyYgSeBsBan2T7LUJGh0ucWwTCSSk7g=
k8s.io/cli-runtime v0.35.0 h1:PEJtYS/Zr4p20PfZSLCbY6YvaoLrfByd6THQzPworUE=
k8s.io/cli-runtime v0.35.0/go.mod h1:VBRvHzosVAoVdP3XwUQn1Oqkvaa8facnokNkD7jOTMY=
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