Install
openclaw skills install @volc-sdk-team/volcengine-cliCreate and manage Volcengine cloud resources using the Volcengine CLI (ve command). Supports all Volcengine services including ECS, VPC, CLB, RDS, Redis, and more. Trigger this skill whenever the user asks to create, query, modify, or delete cloud resources on Volcengine, mentions the ve command, says "volcengine CLI", or describes infrastructure tasks such as "create an ECS instance", "set up a VPC", "list security groups", "allocate an EIP". Also trigger on Chinese prompts mentioning "火山引擎" or "火山" (e.g., "火山引擎上有哪些 ECS"、"查一下我火山的云服务器"、 "火山引擎创建一个 VPC"、"火山的 Redis 实例列一下"). Also trigger when the user encounters errors from ve commands and needs troubleshooting help. Also use for TOS bucket/object operations, tosutil (sometimes written tosutils), and Ark CLI / arkcli model discovery, inference, generation, endpoints, fine-tuning, plans, or usage through ve tosutil and ve arkcli.
openclaw skills install @volc-sdk-team/volcengine-cliUse ve as the unified entry point for Volcengine OpenAPIs, TOS object operations, and Ark product workflows.
Every ve process launched by an Agent must receive these environment variables, including
help/version checks, authentication, API calls, retries, polling, and ve tosutil / ve arkcli:
| Variable | Required value |
|---|---|
VE_CALLER_TYPE | Always ai_agent. |
VE_CALLER_NAME | Resolve the actual Agent host identifier from the current runtime environment. This identifies the Agent application, not a model, account, user, or session. |
VE_SKILL_NAME | Resolve the name in the active Volcengine skill's frontmatter for the workflow executing this command. Use that actual volcengine-* name. |
Set these values yourself; they are runtime attribution, not credentials or a user setup step.
Only VE_CALLER_TYPE=ai_agent is fixed. Resolve both the current host and active skill before each
execution; neither has a hardcoded default. For example, codex is valid only when the current
Agent is Codex, and volcengine-cli only when that skill owns the current operation. Resolve the
values again when the Agent environment or active skill changes. Shared helpers and upstream
product CLIs inherit the actual calling Volcengine skill's identity; their executable names or
installation directories do not determine it.
Supply all three through the tool's process environment or command-local assignments on every
execution. A new tool call may start a fresh shell, so an earlier export is not sufficient.
For a multi-command shell block, export all three at the beginning of that block and update the
skill name before switching workflows. Put assignments before the executable; these are not CLI
flags, API parameters, or fields to add to a request body.
For pipelines and $(...), set the variables on the ve process itself or export them in that
same shell before running the pipeline or expanding the command substitution.
Command shape — the Agent must replace both placeholders with values resolved from the actual runtime environment and active skill before execution:
VE_CALLER_TYPE=ai_agent \
VE_CALLER_NAME="<agent-id>" \
VE_SKILL_NAME="<current-volcengine-skill>" \
ve ecs DescribeInstances --output json
Apply the same environment to any script that launches ve, including install_ve.sh,
ve_login_remote.sh, audit_extend_apis.py, and call_extend_api.py. Their child processes inherit
it, including detached login processes; later helper invocations need it again. When running a
downloaded installer through a pipe, attach the environment to the shell running the installer,
not only to the download command. Preserve required authentication/configuration settings and
child CLI arguments; follow the Ark delegation rule below for caller metadata.
Command examples elsewhere in this skill and its references show the command syntax; this environment requirement applies to every execution of those examples as well.
For ve arkcli ..., supply the three VE_* caller variables above. ve converts them into
the Ark CLI environment, so the Agent must not also add ARKCLI_CALLER_TYPE,
ARKCLI_CALLER_NAME, or ARKCLI_SKILL_NAME. Do not copy ARKCLI_NO_UPDATE_NOTIFIER=1 from
standalone Ark examples into the command prefix either; let ve manage the delegated process.
This applies to Ark authentication, model operations, help, and version commands.
VE_CALLER_TYPE=ai_agent \
VE_CALLER_NAME="<agent-id>" \
VE_SKILL_NAME="<current-volcengine-skill>" \
ve arkcli auth status
Resolve the placeholders from the actual Agent environment and active Volcengine skill. When
reusing a process environment from a standalone Ark invocation, omit the four wrapper-managed
variables named above from this invocation. Preserve other product settings and credentials.
Standalone arkcli ... calls continue to follow the upstream Ark skill's environment rules.
Version requirement: Before any skill uses ve to delegate to another CLI, including
ve tosutil or ve arkcli, run ve version and require ve >= 1.1.9 (stable releases
1.1.9 or newer). If the version is older than 1.1.9, or cannot be verified, install/upgrade
as described in §0 and check again before delegation. The presence of a proxy command in
--help alone does not satisfy this requirement.
When ve is available, prefer ve tosutil and ve arkcli, even when a standalone
tosutil or arkcli is also installed. The TOS command is spelled tosutil; toscli is a
compatibility alias. The existing TOS skill is named volcengine-tosutil (not volcengine-tosutils).
| Task | Entry point | Read before use |
|---|---|---|
| General cloud resource OpenAPIs | ve <service> <Action> | Native API workflow in §§1–5 |
| TOS buckets, objects and transfers | ve tosutil <command> | Use volcengine-find-skills to find volcengine-tosutil, install it if missing, and read its instructions |
| Ark models, inference, generation, Endpoints, fine-tuning, plans and usage | ve arkcli <command> | Download and read the relevant official Ark skills as below |
For TOS, follow the finder's list → select exact volcengine-tosutil → install if missing →
verify installation flow. Load the installed skill and the references it selects before executing.
Use its native tosutil command examples, replacing tosutil ... with ve tosutil ....
For Ark, select the task skill from the official repository above and install it with
arkcli-shared and the dependencies its instructions require. These upstream arkcli-* names
are not entries in the local Volcengine finder catalog; install from the Ark repository directly.
For example, model discovery on Codex:
npx --yes skills add https://github.com/volcengine/ark-cli \
--skill arkcli-shared arkcli-auth arkcli-models --agent codex --yes --copy --full-depth
npx --yes skills list --agent codex --json
Use the actual host's --agent and task skill names. Installation is project-scoped by default;
add --global to both commands only for an intended user-level install. Verify the names and
read the installed arkcli-shared/SKILL.md, the task skill, and its selected references before
execution. If the host cannot load newly installed skills, start a new conversation carrying
the original task and completed context, as the finder instructs. Keep product instructions in
those skills; this skill only routes to them.
arkcli and tosutil are transparent delegated CLIs: replace only the executable prefix in
their examples, keeping all later arguments unchanged. They retain their own authentication,
profile, parameters, output, and exit codes. Native API rules such as --output, --query,
--force, --detail, PascalCase parameters and --DryRun do not carry over.
ve --profile <name> arkcli ... is invalid;
ve arkcli ... --profile <name> selects an Ark profile, not a ve profile.tosutil ... /
arkcli ... into ve tosutil ... / ve arkcli ... while keeping all child arguments unchanged.
For ve arkcli, use only the VE_* caller metadata as described in
Ark delegation; do not copy the standalone Ark
caller/notifier prefix. Keep any required product environment assignments before ve.ve sts GetCallerIdentity does not prove either child is authenticated. Follow the
selected product skill. Help, version, and local preview tasks do not require native API login.ve may refresh its current Console Login session before delegation; that does not translate
all ve credentials or profile settings into child configuration. A refresh warning alone
does not establish that the child command failed.ve resolves the child from PATH, then its managed directory, and installs a missing child
on first use from the official CDN with checksum verification. A separate product installation
is not a prerequisite. Check only the child needed for the task:
ve tosutil version
ve tosutil help
ve arkcli --version
ve arkcli --help
Upgrade a managed child with ve proxycli upgrade tosutil or ve proxycli upgrade arkcli.
These commands leave external installations on PATH to their original package manager;
upgrading ve alone does not upgrade them. If a child command is missing from ve --help,
upgrade ve first. Product flags and available capabilities follow the resolved child's help.
Always run the latest release. This skill assumes the current ve: device-code ve login, --output/--query, --force, --detail, and double-dash system flags. There is no support path for older builds — upgrade instead.
Option 1: npm (preferred)
npm i -g @volcengine/cli
Option 2: CDN installer (no Node.js, or npm unreachable)
curl -fsSL https://cloudcache.volccdn.com/ve/install.sh | sh
# or
wget -qO- https://cloudcache.volccdn.com/ve/install.sh | sh
The same script ships as scripts/install_ve.sh. It reads the latest version from the CDN, downloads the archive for the host's OS/CPU, verifies it against the published SHA256SUMS, installs to /usr/local/bin when writable (else ~/.local/bin, never sudo), removes the macOS quarantine flag, and runs ve skills update. --version <ver>, --install-dir <dir>, --dry-run and the VE_VERSION / VE_INSTALL_DIR / VOLCENGINE_CLI_DOWNLOAD_BASE_URL / VOLCENGINE_CLI_SKIP_SKILLS variables are documented in its header. Windows: use npm or the release page.
Option 3: GitHub Releases — https://github.com/volcengine/volcengine-cli/releases
Native OpenAPI capability checks: ve login --help must list --no-browser, and ve ecs DescribeInstances --help must list --output under System Flags. If either is missing, upgrade with npm i -g @volcengine/cli@latest or rerun the CDN installer, then continue. These checks do not replace the version requirement in Product CLI routing.
This section applies to ve <service> <Action> and extension helpers. For delegated product
commands, first follow Product CLI routing and the selected product skill.
Every ve <service> <Action> call accepts these after the Action, all with two hyphens:
| Flag | Purpose |
|---|---|
--profile <name> | Use a configured profile for this call only |
--region <region> | Override the region for this call only |
--endpoint <host> | Override the endpoint for this call only |
--lang EN|ZH | Display language for this call |
--version <YYYY-MM-DD> | API version; metadata default when omitted (required with --force) |
--method GET|POST | HTTP method; metadata default, else GET |
--force | Skip metadata validation (§3); presence-only, never --force true |
--output <fmt> / --query <jmespath> | Response formatting and projection (§4) |
--header Name=Value, --body '{...}' | Custom header / raw JSON body |
API parameters are PascalCase (--Region, --InstanceIds.1), system flags are lowercase (--region), so they do not normally collide. Only when an API parameter is spelled exactly like a system flag in lowercase (an API with its own --query or --lang field), write the system flag with three hyphens (---query) and leave the API parameter with two. Do not use three-hyphen flags anywhere else.
CLI management commands (ve configure ..., ve login, ve sso login) and the helper scripts take their own two-hyphen flags as shown by --help.
ve can use different credentials through profiles, but the agent must not choose a profile by itself.
ve sts GetCallerIdentity directly. Do not list all profiles first and choose one yourself.ve ecs DescribeInstances --profile prod, python3 scripts/call_extend_api.py --profile prod ....Run the identity verification command to confirm that credentials are usable:
ve sts GetCallerIdentity
Success — inform the user of the current account identity and region, then proceed with the task.
Switching regions later:
--regionon a service API call does override the region for that single call (the responseRegionchanges accordingly), andVOLCENGINE_REGIONsets the default when the profile has none. What does not change is the profile's bound login session/account — a region override only redirects where the request goes, not who you are. Do not switch regions or profiles on your own initiative: only pass--regionor switch profiles (ve configure profile --profile <name>) when the user explicitly asks. Useve configure listonly to show candidate profile names; after listing, do not choose a profile yourself. This is separate from the--regionflag onve loginitself, which is required (see below).
Failure — no usable profile. Default plan: use ve login (Console Login). Announce this to the user up front, and tell them they can say "use AK/SK", "use STS token", or "use SSO" to switch.
The same plan applies when a previously working session expires mid-task: any ve command failing with failed to refresh session token. Please run 've login' to re-authenticate (or similar refresh-token/session-expired text) is this exact failure, no matter which skill issued the command. The error text tells the human to run ve login — do not relay that instruction to the user or ask them to run ve login in their own terminal; run the Console Login procedure below yourself and only hand the user the sign-in link. Re-login must target the profile that was in use: if a profile was fixed earlier in the conversation, pass it to start so both the login and its verification hit that profile — omitting it refreshes default, leaves the fixed profile broken, and pollutes the default account context.
scripts/ve_login_remote.shNEVER call ve login directly. ALWAYS use scripts/ve_login_remote.sh. ve login is a device-code flow: ve prints a verification URL and user code, then polls until the user approves in a browser on any device. The device code lives only in that ve process, so the helper detaches it (setsid) to survive tool-call boundaries, records the URL/code, answers ve's prompts, and verifies the result. Calling ve login yourself orphans the process and kills the link.
Before the first start of a conversation, read references/console-login.md completely — it holds the step-by-step procedure, every exit code, the start-wait variant, tuning, and the full list of things that break the flow. The shape is:
scripts/ve_login_remote.sh start <region> [profile] # prints URL= CODE= LINK= EXPIRES_IN= NEXT=
scripts/ve_login_remote.sh url # same block, never blocks (11 = not yet, 3 = process gone)
# hand the user LINK (fallback: URL + CODE), end the turn, wait for "done"
scripts/ve_login_remote.sh verify [profile] # 0 ok · 11 still pending · 13 logged in but API unreachable · 10 start over
scripts/ve_login_remote.sh abort # on user interrupt / expired code, then start again
Region: the one the user named, else VOLCENGINE_REGION, else cn-beijing. Pass [profile] only when the user fixed one earlier, and pass the same value to start and verify.
Invariants that must hold even without reading the reference:
start proves nothing: call url/status before concluding anything; never retry start, abort, or switch to nohup because of it.verify when they say they approved.verify exit 13 means the login worked and the host cannot reach open.volcengineapi.com — do not restart the login.LINK exactly as printed; never build signin.volcengine.com URLs or reuse one from an earlier process.start exit 4 = ve missing or too old for device-code login → install/upgrade (§0), then retry.If ve login fails (network error, start exit 4, no browser on any device), or the user asks for another method, fall back to the alternatives below.
Ask the user for AccessKey and SecretKey, then:
ve configure set --profile default --region cn-beijing \
--endpoint open.volcengineapi.com \
--access-key <AK> --secret-key <SK>
For STS (temporary) credentials, also pass --session-token <TOKEN>.
Alternative for the current shell only: export VOLCENGINE_ACCESS_KEY, VOLCENGINE_SECRET_KEY, VOLCENGINE_REGION, optionally VOLCENGINE_SESSION_TOKEN.
Three-step setup; ask the user for the SSO start URL and session name first:
ve configure sso-session --name <session-name> \
--start-url https://<sso-host>/userportal \
--region cn-beijing \
--registration-scopes cloudidentity:account:access,offline_access
ve configure sso --profile <profile-name> --sso-session <session-name>
ve configure profile --profile <profile-name>
Then ve sso login --sso-session <session-name> (use --no-browser on headless machines).
~/.volcengine/config.json — it contains AK/SK and session tokens.ve configure set with --secret-key, prefer letting the user paste and run the command in their own shell rather than executing it via Claude — secrets passed as command-line arguments end up in shell history and process listings.| Level | Operation Types | Behavior |
|---|---|---|
| Read-only | Describe* / List* / Get* / Query* | Execute directly, no confirmation needed |
| Write | Create* / Run* / Allocate* / Attach* / Associate* / Authorize* | Show the full command and wait for user confirmation |
| Destructive | Delete* / Terminate* / Release* / Revoke* / Modify* / Stop* / Detach* | Show command + impact summary; require user confirmation |
--DryRun true, run a DryRun to preview the plan, then confirm before executing~/.volcengine/config.json; never expose access-key, secret-key, or session-token in outputA successful DryRun validation returns exit code 1 (non-zero) with DryRunOperation in stderr. This is expected behavior:
output=$(ve <svc> <action> --DryRun true ... 2>&1)
if echo "$output" | grep -q "DryRunOperation"; then
echo "Parameter validation passed"
fi
Step 1: Service name + Action known? -> Use them directly; skip to "Retrieve parameters"
Step 2: Service name known, Action unknown?
-> ve <service> 2>&1 | grep -i <keyword>
Step 3: Service name also unknown?
-> ve 2>&1 | grep -i <service keyword>
Step 4: None of the above work?
-> python3 scripts/find_api.py <keyword> (returns Service, Action, Version)
--help is concise (names, types, Required/Optional). --help --detail adds the full description, enum values, constraints and examples for every parameter — it is the CLI's own copy of the API documentation, so no external fetch is needed.
| Situation | Command |
|---|---|
| Read-only (Describe/List/Get) | ve <svc> <Action> --help — names alone are usually enough |
| Write/destructive (Create/Run/Delete…) | ve <svc> <Action> --help --detail — required fields, nested structures, examples |
Still unclear after --help | --help --detail; add --lang ZH for the Chinese text |
Errors like Invalid* / Missing* | Recheck names, required fields and ranges with --help --detail |
ve ecs DescribeInstances --help
ve ecs RunInstances --help --detail
ve ecs RunInstances -h --detail --lang ZH
The Parameter Form / --body sections of the same output tell you whether the action takes flat parameters or a JSON body (§4).
For API questions that go beyond one action's parameters (comparisons, error-code semantics, pagination behaviour, whether a batch variant exists), load the volcengine-api skill, which queries the API Explorer directly.
iam)service name + version without hyphens (e.g., iam v2021-08-01 -> iam20210801)ve 2>&1 | grep <service> to confirm--forceWhen ve answers unknown service "<svc>" or unknown action, but the API exists (the user provided it, find_api.py found its Service/Action/Version, or the docs describe it), call it with --force. --force skips the local metadata check, so you must supply what the metadata would have: the version, and — for a service the CLI does not know — the endpoint.
ve newservice DescribeNewResource \
--version 2024-01-01 \
--endpoint open.volcengineapi.com \
--SomeParam value \
--force
--version is mandatory (--version is required when using --force); --endpoint is mandatory for an unknown service unless the profile or VOLCENGINE_ENDPOINT already sets one.--method POST for POST APIs (default GET); --body '{...}' for a JSON body (cannot be mixed with --Param values); --region when the service signs in a fixed region.--force is a presence flag: --force, not --force true.volcengine-api skill, or references/extend-apis.md — never guess them. find_api.py only locates Service/Action/Version; it does not return parameters, method, or endpoint.references/extend-apis.md carries the service-code / version / endpoint / signing-region recipes for the extension services that were previously wrapped by a helper script (CDN, DCDN, domain, Flink, GA, IoT, Live, MCDN, Metrics, sec_agent, trademark, VEEN, VKE).
ve --force cannot send URL query parameters and a request body in one POST. A handful of APIs (VMP Prometheus queries, Flink GWS) need exactly that; use the helper for those and nothing else:
python3 scripts/call_extend_api.py --list
python3 scripts/call_extend_api.py --api QueryMetrics --params '{"workspace":"<id>","query":"up"}'
After upgrading ve, run python3 scripts/audit_extend_apis.py — it lists which recipes/helper entries the new metadata now covers natively, so they can be dropped.
It also has a free mode (--service/--version/--query-keys) for unregistered APIs with the same shape. Credentials, options and the registered list are in references/extend-apis.md. Do not pass --profile unless the user has explicitly selected one for this conversation.
VE_CALLER_TYPE=ai_agent VE_CALLER_NAME=<agent-id> VE_SKILL_NAME=<current-volcengine-skill> \
ve <ServiceCode> <ActionName> --ParamName "value" [system flags]
System flags (--profile, --region, --endpoint, --output, --query, …) go after the Action, in any order relative to the parameters.
Determine the format from --help output:
--help lists individual --Key type entries (e.g., ECS, VPC, IAM) -> pass with --Key "value"--help, such as --InstanceIds.1 "$instance_id" or --SubnetIds.1 "$subnet_id". Do not assume JSON-array strings are accepted by every action.--help only shows --body '{...}' (e.g., Redis, CR, and other POST APIs) -> pass with --body '{...}'# Flat parameters — nested fields use dot notation; arrays use .N index (starting from 1)
ve ecs RunInstances --ZoneId "cn-beijing-a"
ve ecs RunInstances --NetworkInterfaces.1.SubnetId "subnet-xxxx"
ve ecs RunInstances --Tags.1.Key "publish-by" --Tags.1.Value "deploy-skill"
# JSON format (when --help only shows --body)
ve redis CreateDBInstance --body '{"InstanceName":"demo","RegionId":"cn-beijing","ConfigureNodes":[{"AZ":"cn-beijing-a"}],"ShardedCluster":0,"NodeNumber":2,"ShardCapacity":1024,"ShardNumber":1,"EngineVersion":"6.0","SubnetId":"subnet-xxxx","VpcId":"vpc-xxxx","Password":"<secret>","Tags":[{"Key":"publish-by","Value":"deploy-skill"}]}'
Every API call accepts --output and --query; they replace ad-hoc grep/jq over the JSON.
--output | Use |
|---|---|
json (default) | Full response; the form to parse programmatically |
table / table-num | Human-readable list; table-num adds a row-number column — good for showing the user a resource list |
text | Plain values, one per line — good for capturing a single field or ID list in a shell variable |
yaml | Human-readable nested detail |
off | Run the call but print nothing (skips response-dependent --query evaluation). Only for calls whose response you genuinely do not need — never for Create*/Run*/Allocate*, whose response is the only place the new resource ID appears |
--query takes a JMESPath expression evaluated on the full response before formatting, so paths start at Result. (or ResponseMetadata.):
# Single field
ve sts GetCallerIdentity --query 'Result.AccountId' --output text
# Project a list for the user
ve ecs DescribeInstances --query 'Result.Instances[].{Id:InstanceId,Name:InstanceName,Status:Status,Zone:ZoneId}' --output table
# Filter, then pick IDs into a shell variable
ids=$(ve ecs DescribeInstances --query "Result.Instances[?Status=='RUNNING'].InstanceId" --output text)
# Length / existence checks
ve vpc DescribeVpcs --query 'length(Result.Vpcs)' --output text
Rules of thumb:
json when you (the agent) need to read the response; switch to table/yaml only for what you show the user.--query a write/destructive call into silence before you have seen ResponseMetadata.Error; on failure the error object is still printed.--query filters what is printed, not what is requested — pagination (NextToken, PageNumber) is unchanged.// Success
{ "ResponseMetadata": { "RequestId": "..." }, "Result": { ... } }
// Failure
{ "ResponseMetadata": { "Error": { "Code": "...", "Message": "..." } } }
Whenever a native ve <service> <Action> command or extension helper fails, or a response contains ResponseMetadata.Error, read references/common-errors.md completely before diagnosing the error or responding to the user. Partial searches, matched lines, or excerpts do not satisfy this requirement. For ve tosutil / ve arkcli failures, follow the selected product skill and native child error format.
First classify the error as request-format, missing dependency, account state, service activation, real-name verification, purchase qualification, or permission related. For product-specific errors, also read the matching service note below. For permission errors (AccessDenied, NoPermission, RoleNotExist, Forbidden, or STS-related failures), activate the volcengine-troubleshooting skill and use its account-permission diagnosis capability to locate the root cause and guide the user through remediation.
For CLI anomalies or an incompletely solved task, follow the non-blocking feedback guidance in
volcengine-troubleshooting: continue the main task and reserve any optional invitation for a natural
summary. User-requested feedback belongs to volcengine-feedback; when unavailable, use the
feedback form
in the current conversation rather than installing a skill or restarting the task for feedback.
Some resources (VKE clusters, RDS instances, ECS instances, etc.) take several minutes to create. After creation, poll the Describe endpoint until the resource reaches the desired status before proceeding.
Creating sub-resources (e.g., security groups) immediately after VPC creation may fail with
InvalidVpc.InvalidStatus. Create sub-resources sequentially (subnet first, then security group), or wait a few seconds and retry.
# General polling pattern: check every 30 s, give up after a deadline, stop on API failure
max_attempts=40 # 40 x 30 s = 20 min; size it to the resource type
for attempt in $(seq 1 "$max_attempts"); do
if ! cur_status=$(ve <svc> Describe<Resource> --<IdParam> "xxx" --query 'Result.<Path>.Status' --output text 2>&1); then
echo "describe failed: $cur_status"; break # classify with common-errors.md, do not keep looping
fi
echo "$(date +%H:%M:%S) $cur_status"
case "$cur_status" in
Running) break ;;
Error|Failed|Deleted) echo "resource entered $cur_status"; break ;;
esac
[ "$attempt" -eq "$max_attempts" ] && echo "timed out waiting for Running"
sleep 30
done
Result.<Path> and the terminal status names differ per product — take them from --help --detail and the service note, do not assume Running.
1. Set caller metadata for this execution -> verify credentials -> GetCallerIdentity -> confirm region
2. Understand the task: is the user querying or making changes?
3. Locate the API: ve --help first -> find_api.py as fallback -> --force if the metadata lacks it
4. Retrieve parameters: --help, then --help --detail for write/destructive actions
5. Query dependent resources: use Describe*/List* (with --query to pick IDs) to obtain required IDs
6. Read operation -> execute directly and display results (--output table for lists)
Write operation -> show command -> DryRun (if supported) -> user confirmation -> execute
7. Parse the response and report results to the user
Consult or update the corresponding notes file when encountering service-specific issues:
ve_login_remote.sh, exit codes, rules): references/console-login.md--force recipes + query/body helper): references/extend-apis.md