YAML — 18 Operations for AI Agents
YAML is where modern infrastructure gets decided: Kubernetes manifests, CI pipelines, Helm values, service configuration. act101 lets agents navigate those decisions structurally, so a sprawling pipeline definition reads like a table of contents instead of a wall of indentation.
This page is the canonical reference an AI coding agent uses to refactor, query, and analyze YAML code through the act MCP server. 18 operations available: 0 refactor, 18 query, 0 analysis. Each operation is callable from Claude Code, Cursor, Codex, OpenCode, or any MCP-compatible agent host. Click any operation for a stable anchor link suitable for citation.
18Query
Worked YAML examples
act101 reads a YAML document's mapping keys — top-level and nested alike — as its declarations: every key, whether it introduces a scalar, a nested mapping, or a sequence item's fields, surfaces in the skeleton as a variable named for the key. symbols goes further than the skeleton does for any of act101's other data-format grammars: it reports both the keys and their scalar values as separate entries, so a key like hosts: db_primary produces one entry for hosts and another for db_primary. The unit of structure in this grammar is the key-value pair, and a sequence such as an Ansible tasks list reports its per-item keys — name, apt, state — once for every item, without folding repeats together. Each example below is the verbatim output of the command shown, run against the file shown. Query outputs are pretty-printed with the timing block omitted.
Read a playbook's keys without its task bodies
provision-db.yaml is an Ansible playbook that installs PostgreSQL: a vars mapping and a tasks sequence of three items, each keyed by name plus a module like apt, file, or service.
$ act query skeleton provision-db.yamlBefore
name: Provision database server
hosts: db_primary
become: true
vars:
db_version: "15"
data_dir: /var/lib/postgresql/15/main
tasks:
- name: Install PostgreSQL package
apt:
name: postgresql-15
state: present
- name: Ensure data directory exists
file:
path: "{{ data_dir }}"
state: directory
owner: postgres
- name: Start PostgreSQL service
service:
name: postgresql
state: started
enabled: trueOutput
{
"type": "Skeleton",
"declarations": [
{
"kind": "variable",
"name": "name",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 1,
"column": 1,
"byte_offset": 0
},
"end": {
"file": "provision-db.yaml",
"line": 1,
"column": 5,
"byte_offset": 4
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 1,
"column": 1,
"byte_offset": 0
},
"end": {
"file": "provision-db.yaml",
"line": 1,
"column": 5,
"byte_offset": 4
}
}
},
{
"kind": "variable",
"name": "hosts",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 2,
"column": 1,
"byte_offset": 32
},
"end": {
"file": "provision-db.yaml",
"line": 2,
"column": 6,
"byte_offset": 37
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 2,
"column": 1,
"byte_offset": 32
},
"end": {
"file": "provision-db.yaml",
"line": 2,
"column": 6,
"byte_offset": 37
}
}
},
{
"kind": "variable",
"name": "become",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 3,
"column": 1,
"byte_offset": 50
},
"end": {
"file": "provision-db.yaml",
"line": 3,
"column": 7,
"byte_offset": 56
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 3,
"column": 1,
"byte_offset": 50
},
"end": {
"file": "provision-db.yaml",
"line": 3,
"column": 7,
"byte_offset": 56
}
}
},
{
"kind": "variable",
"name": "vars",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 5,
"column": 1,
"byte_offset": 64
},
"end": {
"file": "provision-db.yaml",
"line": 5,
"column": 5,
"byte_offset": 68
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 5,
"column": 1,
"byte_offset": 64
},
"end": {
"file": "provision-db.yaml",
"line": 5,
"column": 5,
"byte_offset": 68
}
}
},
{
"kind": "variable",
"name": "db_version",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 6,
"column": 3,
"byte_offset": 72
},
"end": {
"file": "provision-db.yaml",
"line": 6,
"column": 13,
"byte_offset": 82
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 6,
"column": 3,
"byte_offset": 72
},
"end": {
"file": "provision-db.yaml",
"line": 6,
"column": 13,
"byte_offset": 82
}
}
},
{
"kind": "variable",
"name": "data_dir",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 7,
"column": 3,
"byte_offset": 91
},
"end": {
"file": "provision-db.yaml",
"line": 7,
"column": 11,
"byte_offset": 99
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 7,
"column": 3,
"byte_offset": 91
},
"end": {
"file": "provision-db.yaml",
"line": 7,
"column": 11,
"byte_offset": 99
}
}
},
{
"kind": "variable",
"name": "tasks",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 9,
"column": 1,
"byte_offset": 130
},
"end": {
"file": "provision-db.yaml",
"line": 9,
"column": 6,
"byte_offset": 135
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 9,
"column": 1,
"byte_offset": 130
},
"end": {
"file": "provision-db.yaml",
"line": 9,
"column": 6,
"byte_offset": 135
}
}
},
{
"kind": "variable",
"name": "name",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 10,
"column": 5,
"byte_offset": 141
},
"end": {
"file": "provision-db.yaml",
"line": 10,
"column": 9,
"byte_offset": 145
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 10,
"column": 5,
"byte_offset": 141
},
"end": {
"file": "provision-db.yaml",
"line": 10,
"column": 9,
"byte_offset": 145
}
}
},
{
"kind": "variable",
"name": "apt",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 11,
"column": 5,
"byte_offset": 178
},
"end": {
"file": "provision-db.yaml",
"line": 11,
"column": 8,
"byte_offset": 181
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 11,
"column": 5,
"byte_offset": 178
},
"end": {
"file": "provision-db.yaml",
"line": 11,
"column": 8,
"byte_offset": 181
}
}
},
{
"kind": "variable",
"name": "name",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 12,
"column": 7,
"byte_offset": 189
},
"end": {
"file": "provision-db.yaml",
"line": 12,
"column": 11,
"byte_offset": 193
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 12,
"column": 7,
"byte_offset": 189
},
"end": {
"file": "provision-db.yaml",
"line": 12,
"column": 11,
"byte_offset": 193
}
}
},
{
"kind": "variable",
"name": "state",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 13,
"column": 7,
"byte_offset": 215
},
"end": {
"file": "provision-db.yaml",
"line": 13,
"column": 12,
"byte_offset": 220
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 13,
"column": 7,
"byte_offset": 215
},
"end": {
"file": "provision-db.yaml",
"line": 13,
"column": 12,
"byte_offset": 220
}
}
},
{
"kind": "variable",
"name": "name",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 15,
"column": 5,
"byte_offset": 235
},
"end": {
"file": "provision-db.yaml",
"line": 15,
"column": 9,
"byte_offset": 239
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 15,
"column": 5,
"byte_offset": 235
},
"end": {
"file": "provision-db.yaml",
"line": 15,
"column": 9,
"byte_offset": 239
}
}
},
{
"kind": "variable",
"name": "file",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 16,
"column": 5,
"byte_offset": 274
},
"end": {
"file": "provision-db.yaml",
"line": 16,
"column": 9,
"byte_offset": 278
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 16,
"column": 5,
"byte_offset": 274
},
"end": {
"file": "provision-db.yaml",
"line": 16,
"column": 9,
"byte_offset": 278
}
}
},
{
"kind": "variable",
"name": "path",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 17,
"column": 7,
"byte_offset": 286
},
"end": {
"file": "provision-db.yaml",
"line": 17,
"column": 11,
"byte_offset": 290
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 17,
"column": 7,
"byte_offset": 286
},
"end": {
"file": "provision-db.yaml",
"line": 17,
"column": 11,
"byte_offset": 290
}
}
},
{
"kind": "variable",
"name": "state",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 18,
"column": 7,
"byte_offset": 315
},
"end": {
"file": "provision-db.yaml",
"line": 18,
"column": 12,
"byte_offset": 320
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 18,
"column": 7,
"byte_offset": 315
},
"end": {
"file": "provision-db.yaml",
"line": 18,
"column": 12,
"byte_offset": 320
}
}
},
{
"kind": "variable",
"name": "owner",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 19,
"column": 7,
"byte_offset": 338
},
"end": {
"file": "provision-db.yaml",
"line": 19,
"column": 12,
"byte_offset": 343
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 19,
"column": 7,
"byte_offset": 338
},
"end": {
"file": "provision-db.yaml",
"line": 19,
"column": 12,
"byte_offset": 343
}
}
},
{
"kind": "variable",
"name": "name",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 21,
"column": 5,
"byte_offset": 359
},
"end": {
"file": "provision-db.yaml",
"line": 21,
"column": 9,
"byte_offset": 363
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 21,
"column": 5,
"byte_offset": 359
},
"end": {
"file": "provision-db.yaml",
"line": 21,
"column": 9,
"byte_offset": 363
}
}
},
{
"kind": "variable",
"name": "service",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 22,
"column": 5,
"byte_offset": 394
},
"end": {
"file": "provision-db.yaml",
"line": 22,
"column": 12,
"byte_offset": 401
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 22,
"column": 5,
"byte_offset": 394
},
"end": {
"file": "provision-db.yaml",
"line": 22,
"column": 12,
"byte_offset": 401
}
}
},
{
"kind": "variable",
"name": "name",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 23,
"column": 7,
"byte_offset": 409
},
"end": {
"file": "provision-db.yaml",
"line": 23,
"column": 11,
"byte_offset": 413
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 23,
"column": 7,
"byte_offset": 409
},
"end": {
"file": "provision-db.yaml",
"line": 23,
"column": 11,
"byte_offset": 413
}
}
},
{
"kind": "variable",
"name": "state",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 24,
"column": 7,
"byte_offset": 432
},
"end": {
"file": "provision-db.yaml",
"line": 24,
"column": 12,
"byte_offset": 437
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 24,
"column": 7,
"byte_offset": 432
},
"end": {
"file": "provision-db.yaml",
"line": 24,
"column": 12,
"byte_offset": 437
}
}
},
{
"kind": "variable",
"name": "enabled",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 25,
"column": 7,
"byte_offset": 453
},
"end": {
"file": "provision-db.yaml",
"line": 25,
"column": 14,
"byte_offset": 460
}
},
"name_range": {
"start": {
"file": "provision-db.yaml",
"line": 25,
"column": 7,
"byte_offset": 453
},
"end": {
"file": "provision-db.yaml",
"line": 25,
"column": 14,
"byte_offset": 460
}
}
}
]
}The skeleton reports every key as a variable, including name three times — once per task — and the module keys apt, file, and service, each nested inside its own task's name.
List keys and their scalar values together
The playbook sets become: true at the top level and state: present, state: directory, and state: started inside its three tasks.
$ act query symbols provision-db.yamlBefore
name: Provision database server
hosts: db_primary
become: true
vars:
db_version: "15"
data_dir: /var/lib/postgresql/15/main
tasks:
- name: Install PostgreSQL package
apt:
name: postgresql-15
state: present
- name: Ensure data directory exists
file:
path: "{{ data_dir }}"
state: directory
owner: postgres
- name: Start PostgreSQL service
service:
name: postgresql
state: started
enabled: trueOutput
{
"type": "Symbols",
"symbols": [
{
"name": "name",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 1,
"column": 1,
"byte_offset": 0
},
"end": {
"file": "provision-db.yaml",
"line": 1,
"column": 5,
"byte_offset": 4
}
},
"visibility": "unknown"
},
{
"name": "Provision database server",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 1,
"column": 7,
"byte_offset": 6
},
"end": {
"file": "provision-db.yaml",
"line": 1,
"column": 32,
"byte_offset": 31
}
},
"visibility": "unknown"
},
{
"name": "hosts",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 2,
"column": 1,
"byte_offset": 32
},
"end": {
"file": "provision-db.yaml",
"line": 2,
"column": 6,
"byte_offset": 37
}
},
"visibility": "unknown"
},
{
"name": "db_primary",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 2,
"column": 8,
"byte_offset": 39
},
"end": {
"file": "provision-db.yaml",
"line": 2,
"column": 18,
"byte_offset": 49
}
},
"visibility": "unknown"
},
{
"name": "become",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 3,
"column": 1,
"byte_offset": 50
},
"end": {
"file": "provision-db.yaml",
"line": 3,
"column": 7,
"byte_offset": 56
}
},
"visibility": "unknown"
},
{
"name": "vars",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 5,
"column": 1,
"byte_offset": 64
},
"end": {
"file": "provision-db.yaml",
"line": 5,
"column": 5,
"byte_offset": 68
}
},
"visibility": "unknown"
},
{
"name": "db_version",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 6,
"column": 3,
"byte_offset": 72
},
"end": {
"file": "provision-db.yaml",
"line": 6,
"column": 13,
"byte_offset": 82
}
},
"visibility": "unknown"
},
{
"name": "\"15\"",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 6,
"column": 15,
"byte_offset": 84
},
"end": {
"file": "provision-db.yaml",
"line": 6,
"column": 19,
"byte_offset": 88
}
},
"visibility": "unknown"
},
{
"name": "data_dir",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 7,
"column": 3,
"byte_offset": 91
},
"end": {
"file": "provision-db.yaml",
"line": 7,
"column": 11,
"byte_offset": 99
}
},
"visibility": "unknown"
},
{
"name": "/var/lib/postgresql/15/main",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 7,
"column": 13,
"byte_offset": 101
},
"end": {
"file": "provision-db.yaml",
"line": 7,
"column": 40,
"byte_offset": 128
}
},
"visibility": "unknown"
},
{
"name": "tasks",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 9,
"column": 1,
"byte_offset": 130
},
"end": {
"file": "provision-db.yaml",
"line": 9,
"column": 6,
"byte_offset": 135
}
},
"visibility": "unknown"
},
{
"name": "name",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 10,
"column": 5,
"byte_offset": 141
},
"end": {
"file": "provision-db.yaml",
"line": 10,
"column": 9,
"byte_offset": 145
}
},
"visibility": "unknown"
},
{
"name": "Install PostgreSQL package",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 10,
"column": 11,
"byte_offset": 147
},
"end": {
"file": "provision-db.yaml",
"line": 10,
"column": 37,
"byte_offset": 173
}
},
"visibility": "unknown"
},
{
"name": "apt",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 11,
"column": 5,
"byte_offset": 178
},
"end": {
"file": "provision-db.yaml",
"line": 11,
"column": 8,
"byte_offset": 181
}
},
"visibility": "unknown"
},
{
"name": "name",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 12,
"column": 7,
"byte_offset": 189
},
"end": {
"file": "provision-db.yaml",
"line": 12,
"column": 11,
"byte_offset": 193
}
},
"visibility": "unknown"
},
{
"name": "postgresql-15",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 12,
"column": 13,
"byte_offset": 195
},
"end": {
"file": "provision-db.yaml",
"line": 12,
"column": 26,
"byte_offset": 208
}
},
"visibility": "unknown"
},
{
"name": "state",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 13,
"column": 7,
"byte_offset": 215
},
"end": {
"file": "provision-db.yaml",
"line": 13,
"column": 12,
"byte_offset": 220
}
},
"visibility": "unknown"
},
{
"name": "present",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 13,
"column": 14,
"byte_offset": 222
},
"end": {
"file": "provision-db.yaml",
"line": 13,
"column": 21,
"byte_offset": 229
}
},
"visibility": "unknown"
},
{
"name": "name",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 15,
"column": 5,
"byte_offset": 235
},
"end": {
"file": "provision-db.yaml",
"line": 15,
"column": 9,
"byte_offset": 239
}
},
"visibility": "unknown"
},
{
"name": "Ensure data directory exists",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 15,
"column": 11,
"byte_offset": 241
},
"end": {
"file": "provision-db.yaml",
"line": 15,
"column": 39,
"byte_offset": 269
}
},
"visibility": "unknown"
},
{
"name": "file",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
"line": 16,
"column": 5,
"byte_offset": 274
},
"end": {
"file": "provision-db.yaml",
"line": 16,
"column": 9,
"byte_offset": 278
}
},
"visibility": "unknown"
},
{
"name": "path",
"kind": "unknown",
"range": {
"start": {
"file": "provision-db.yaml",
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},
"end": {
"file": "provision-db.yaml",
"line": 17,
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}
},
"visibility": "unknown"
},
{
"name": "\"{{ data_dir }}\"",
"kind": "unknown",
"range": {
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"column": 13,
"byte_offset": 292
},
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}
},
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},
{
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},
"end": {
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}
},
"visibility": "unknown"
},
{
"name": "directory",
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},
"end": {
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}
},
"visibility": "unknown"
},
{
"name": "owner",
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},
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}
},
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},
{
"name": "postgres",
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},
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}
},
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},
{
"name": "name",
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},
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}
},
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},
{
"name": "Start PostgreSQL service",
"kind": "unknown",
"range": {
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},
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}
},
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},
{
"name": "service",
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},
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}
},
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{
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},
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}
},
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},
{
"name": "postgresql",
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},
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}
},
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},
{
"name": "state",
"kind": "unknown",
"range": {
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},
"end": {
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}
},
"visibility": "unknown"
},
{
"name": "started",
"kind": "unknown",
"range": {
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"file": "provision-db.yaml",
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"byte_offset": 439
},
"end": {
"file": "provision-db.yaml",
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}
},
"visibility": "unknown"
},
{
"name": "enabled",
"kind": "unknown",
"range": {
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},
"end": {
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}
},
"visibility": "unknown"
}
]
}symbols lists both the keys and their scalar values as separate entries, so become is followed by its own value true, and each of the three state keys is followed by its own value — present, directory, or started.
Query
18 query tools, the same on every supported language. Descriptions live in the shared reference: /docs/query-tools.
callers control_flow data_flow definition diagnostics effect_closure effect_summary fix_auto get_type graph import_organize interface mutations references repo_outline skeleton symbols symbols_batch