Senior DevOps Toolkit
maslennikov-ig/claude-code-orchestrator-kit
Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup…
Guide agents through using the OpenShell CLI (openshell) for sandbox management, gateway registration, provider configuration and refresh, profile management, policy iteration, settings, service…
The automated check flagged lines worth reading first. See the safety section below.
$ npx skills add NVIDIA/OpenShell --skill openshell-cli -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install NVIDIA/OpenShell openshell-cli --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/NVIDIA/OpenShell.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/openshell-cli .claude/skills/openshell-cli && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "openshell-cli" agent skill from https://github.com/NVIDIA/OpenShell/tree/main/skills/openshell-cli into .claude/skills/openshell-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openshell-cli", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/NVIDIA/OpenShell/tree/main/skills/openshell-cliType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add NVIDIA/OpenShell --skill openshell-cli -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install NVIDIA/OpenShell openshell-cli --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NVIDIA/OpenShell.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/openshell-cli .agents/skills/openshell-cli && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openshell-cli" agent skill from https://github.com/NVIDIA/OpenShell/tree/main/skills/openshell-cli into .agents/skills/openshell-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openshell-cli", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add NVIDIA/OpenShell --skill openshell-cli -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install NVIDIA/OpenShell openshell-cli --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NVIDIA/OpenShell.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/openshell-cli .cursor/skills/openshell-cli && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "openshell-cli" agent skill from https://github.com/NVIDIA/OpenShell/tree/main/skills/openshell-cli into .cursor/skills/openshell-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openshell-cli", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/NVIDIA/OpenShell.git --path skills/openshell-cli--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add NVIDIA/OpenShell --skill openshell-cli -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install NVIDIA/OpenShell openshell-cli --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NVIDIA/OpenShell.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/openshell-cli .gemini/skills/openshell-cli && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "openshell-cli" agent skill from https://github.com/NVIDIA/OpenShell/tree/main/skills/openshell-cli into .gemini/skills/openshell-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openshell-cli", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install NVIDIA/OpenShell openshell-cliInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add NVIDIA/OpenShell --skill openshell-cli -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/NVIDIA/OpenShell.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/openshell-cli .github/skills/openshell-cli && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "openshell-cli" agent skill from https://github.com/NVIDIA/OpenShell/tree/main/skills/openshell-cli into .github/skills/openshell-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openshell-cli", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add NVIDIA/OpenShell --skill openshell-cli -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install NVIDIA/OpenShell openshell-cli --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/NVIDIA/OpenShell.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/openshell-cli .opencode/skills/openshell-cli && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "openshell-cli" agent skill from https://github.com/NVIDIA/OpenShell/tree/main/skills/openshell-cli into .opencode/skills/openshell-cli/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openshell-cli", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
openshell-cliGuide agents through using the OpenShell CLI (openshell) for sandbox management, gateway registration, provider configuration and refresh, profile management, policy iteration, settings, service…
Openshell CLI is an agent skill from NVIDIA/OpenShell, published by the product's own GitHub organization. Guide agents through using the OpenShell CLI (openshell) for sandbox management, gateway registration, provider configuration and refresh, profile management, policy iteration, settings, service exposure, BYOC workflows, and attached-provider inference. Covers basic through advanced multi-step workflows. Trigger keywords - openshell, sandbox create, sandbox exec, sandbox connect, logs, provider create, profile list, profile describe, provider refresh, policy set, policy get, settings, service expose, forward…
Its SKILL.md is about 12k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud. It works with Kubernetes and Docker. The repository describes itself as: OpenShell is the safe, private runtime for autonomous AI agents. The licence is Apache-2.0.
11 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 834b79a. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
kubectldockerhelmbashghcursorpodmanFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.nvidia.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
OPENAI_API_KEYMS_GRAPH_ACCESS_TOKENREFRESH_TOKENMS_GRAPH_REFRESH_TOKENACCESS_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Openshell CLI loads about 12k tokens when it runs. Until then it costs about 172 tokens; SKILL.md has 5,202 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found patterns that need a careful read before installing.
nshell sandbox ssh-config my-sandbox >> ~/.ssh/configAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from NVIDIA/OpenShell at commit 834b79a, republished under its Apache-2.0 licence (© NVIDIA). 5,202 words, ~12,160 tokens.
.claude/skills/openshell-cli/SKILL.md (or your agent's skills folder).Guide agents through using the openshell CLI for sandbox and platform management -- from basic operations to advanced multi-step workflows.
The OpenShell CLI (openshell) is the primary interface for managing sandboxes, providers, policies, settings, exposed services, and gateway registrations. Gateway service lifecycle is handled outside the CLI by packages, systemd, or Helm. This skill teaches agents how to orchestrate CLI commands for common and complex workflows.
Companion skill: For creating or modifying sandbox policy YAML content (network rules, L7 inspection, access presets), use the generate-sandbox-policy skill. This skill covers the CLI commands for the policy lifecycle; generate-sandbox-policy covers policy content authoring.
Self-teaching: The CLI has comprehensive built-in help. When you encounter a command or option not covered in this skill, walk the help tree:
openshell --help # Top-level commands
openshell <group> --help # Subcommands in a group
openshell <group> <cmd> --help # Flags for a specific commandThis is your primary fallback. Use it freely -- the CLI's help output is authoritative and always up-to-date.
openshell is on the PATH. Follow the published installation guide when it is not installed.kubectl and Helm access to the target clusterUse openshell --help and nested --help output as the authority for the installed CLI version. Use the published documentation for product concepts and supported workflows:
Use this workflow when the user has a gateway endpoint and wants to get a sandbox running for the first time.
openshell gateway add http://127.0.0.1:8080 --local --name localUse an http:// endpoint only for trusted local port-forwarding or a protected private path. For a gateway behind an authenticated reverse proxy, register its HTTPS endpoint with openshell gateway add https://gateway.example.com.
openshell status
openshell whoamiConfirm the gateway is reachable, authentication is valid or not required, and
the output shows a version. Status: Connected only proves the public health
endpoint is reachable; inspect the separate Authentication line before
running protected commands. openshell whoami reports the identity validated
by the gateway, including the subject an administrator uses for workspace
membership. Add --output json for automation.
The simplest way to get a sandbox running:
openshell sandbox createThis creates a sandbox whose canonical main process is /bin/bash -l and
attaches your terminal to that retained process. Add --detach to return after
the sandbox becomes ready without attaching.
An explicit trailing command is foreground even when stdin or stdout is not a
terminal. The CLI streams its stdout and stderr and reports the command's exit
status after output drains. A failure to deliver output makes the CLI report a
failure even if the command itself exited successfully; check the sandbox's
state before retrying work that might have side effects. Exit code 0 leaves a
retained sandbox in Completed; nonzero leaves it in Error with
MainProcessFailed. Use --no-keep to delete either result after output
drains, or --detach for a long-running service. Combine
--detach --no-keep when the gateway should run the service without a host
attachment and delete its sandbox after the service exits.
When supplying --name, use a portable DNS-1123 label: at most 63 lowercase alphanumeric or - characters, beginning and ending with an alphanumeric character. The Kubernetes driver rejects uppercase letters, underscores, dots, and other names that cannot become Kubernetes resource labels.
Provider attachment is explicit. Name each provider with --provider; the
trailing command does not select or attach one. If the named provider does not
exist but a profile with that ID is available, the CLI can create it from local
credentials:
openshell sandbox create --from registry.example.com/your-org/claude-agent:latest --provider claude-code -- claude
openshell sandbox create --from registry.example.com/your-org/codex-agent:latest --provider codex -- codexThe agent will be prompted interactively if credentials are missing.
Exit the sandbox shell with exit, or detach with Ctrl-D, then:
openshell sandbox delete <name>Providers supply credentials and provider-specific configuration to sandboxes. Provider profiles are import-only: a gateway serves exactly what an operator imported, and a new gateway serves an empty catalog. Never rely on a hard-coded type list or on a legacy alias such as gh or claude — --type matches a profile ID exactly. Discover the profiles available on the selected gateway:
openshell profile list
openshell profile list --type provider --output jsonopenshell provider create --name my-github --type github --from-existingThe --from-existing flag discovers credentials from local state (e.g., gh auth tokens, Claude config files).
openshell provider create --name my-openai --type openai \
--credential OPENAI_API_KEYBare KEY reads the value from the environment variable of that name and avoids placing the secret in shell history. Use KEY=VALUE only when the user explicitly accepts that exposure.
Other credential sources are --from-gcloud-adc for compatible profiles and --runtime-credentials when the gateway or sandbox resolves the required credentials at runtime.
Static provider credentials resolve only for hosts, ports, and paths declared by
the provider profile. Use profile export to inspect that boundary
when a placeholder is present but requests receive
credential_endpoint_mismatch. A profileless static provider fails closed
because the gateway cannot construct a binding.
When an inspected request receives request_authority_mismatch, compare its
HTTP authority with the CONNECT tunnel endpoint. The host and effective port
must match. For a tunnel to api.example.com:8443, send
Host: api.example.com:8443; Host: api.example.com omits the non-default
port and is rejected. An absolute-form request target must use the same
authority.
Profile-backed providers always contribute policy unless a gateway-global policy is active. Static credential endpoint binding remains independently enforced.
openshell profile describe github
openshell profile export github --output yaml
openshell profile lint --file ./my-profile.yaml
openshell profile import --file ./my-profile.yaml
openshell profile lint --url https://example.com/profiles/my-profile.yaml
openshell profile import --url https://example.com/profiles/my-profile.yaml--url accepts one HTTP or HTTPS YAML or JSON profile. Review its endpoint and
binary grants before importing it. The URL path must end in .yaml, .yml, or
.json; downloads are limited to 1 MiB and 15 seconds.
Use profile describe to inspect a definition's credential metadata, endpoints, TLS handling, MCP access settings, rule counts, binaries, source, and scope before creating a provider. Check for tls: skip and the uninspected-credential opt-in before relying on displayed L7 rules. List and describe accept table, JSON, and YAML output; use structured output for complete rule definitions, --workspace for a workspace catalog, or --global for platform scope. Use profile export when preparing an editable definition, profile update <id> --file <file> to replace an existing custom profile with its current resource version, and profile delete <id>... to remove custom profiles. Provider instances remain under provider.
Existing scripts can continue using provider list-profiles and provider profile export/import/update/lint/delete. These commands share the top-level handlers and preserve their arguments, output options, and workspace/global flags. Prefer profile when writing new commands.
Use openshell sandbox provider status --help and the attach, detach, and update help to find the installed version's wait options. Add --wait when the next step depends on a provider change taking effect. Without it, a successful command only confirms that the gateway saved the change. Save the returned receipt_id to check that same change later, and inspect the result for every selected sandbox. Credential refresh status confirms that OpenShell obtained credentials; provider status confirms that the sandbox applied them, activated the policy, and updated the environment for new processes. If the status is superseded, explain that a later change replaced the request and inspect that change separately.
If attach, detach, or update reports CONFIG_OPERATION_STORAGE_UNCERTAIN, explain that the change may already be saved and its readiness receipt may be unavailable. Do not blindly retry the mutation. Inspect the provider and sandbox state and reconcile the saved change before deciding on another mutation; the error proves neither rollback nor readiness.
openshell provider list
openshell provider list --output json
openshell provider get my-github
openshell provider update my-github --from-existing
openshell provider delete my-githubprovider update does not take --type. It updates credentials, config, or credential expiry on the existing provider.
Use refresh commands only when the provider profile and gateway support refreshable credentials:
openshell provider refresh status my-provider
openshell provider refresh configure my-provider \
--credential-key MS_GRAPH_ACCESS_TOKEN \
--strategy oauth2-refresh-token \
--secret-material-env REFRESH_TOKEN=MS_GRAPH_REFRESH_TOKEN \
--credential-expires-at 2026-07-16T00:00:00Z
openshell provider refresh rotate my-provider --credential-key ACCESS_TOKENPrefer --secret-material-env KEY[=ENVVAR] for secret refresh material. --material KEY=VALUE is for non-secret material; --secret-material-key marks supplied material keys as secret.
The gateway stores secret refresh material through its active credential driver. With Vault selected, refresh tokens, client secrets, and private keys live in Vault alongside injectable provider credentials; refresh state contains only opaque handles. A credential-backend read or write failure makes refresh fail closed rather than falling back to inline storage. Before OpenShell 0.1.0, the gateway does not migrate legacy inline refresh material or move secrets between credential backends. Reconfigure affected grants after upgrading, and remove or reconfigure credentials while the original backend remains available before changing backends. Do not run mixed gateway versions against the same refresh records.
Gateway-managed refresh credentials use an identity-stable workload handle.
Routine automatic refresh and provider refresh rotate update the access token
behind that handle, so long-running processes do not need to restart. Running
processes must be restarted once when upgrading from revision-scoped
placeholders. A later provider refresh configure call is an explicit
reauthorization boundary: it revokes the previous handle, and processes holding
that handle fail closed until restarted.
While gateway-managed refresh is configured, provider update --credential
cannot replace or delete the refresh-owned primary credential or any co-minted
output. Use provider refresh rotate, reconfigure refresh, or delete refresh
before returning those keys to manual management. Unrelated provider fields
remain updateable.
When OAuth refresh fails, inspect the RECOVERY and FAILURE_CODE columns from
provider refresh status; do not infer the remedy from HTTP status or parse
LAST_ERROR. retry means the worker will try again, reauthorize means the
user must obtain a new OAuth grant and run provider refresh configure,
fix_configuration means an operator must repair the OAuth client, scopes, or
administrator policy, and investigate means the issuer returned an
unrecognized response. The gateway parks reauthorize records until a manual
rotate or reconfiguration. It retries
fix_configuration records hourly so externally repaired configuration can
recover without rapid token-endpoint traffic. The existing access credential
remains usable only until its recorded expiry.
openshell sandbox create \
--name my-sandbox \
--provider my-github \
--provider my-claude \
--policy ./my-policy.yaml \
--upload .:/workspace \
--label team=agents \
-- claudeKey flags:
--provider: Attach configured credential providers for API keys, tokens, and other secrets (repeatable)--policy: Custom policy YAML (otherwise uses built-in default or OPENSHELL_SANDBOX_POLICY env var)--gpu [COUNT]: Request the driver's default GPU selection or a specific GPU count--cpu, --memory: Set per-sandbox compute sizing. Docker/Podman apply limits; Kubernetes applies matching requests and limits.--driver-config-json: Pass experimental driver-specific sandbox configuration--template NAME: Create from a named sandbox workload template. Conflicts with inline workload flags such as --from, --gpu, --cpu, --memory, --env, and --driver-config-json.--label KEY=VALUE: Add labels for later selection (repeatable)--env KEY=VALUE: Set non-secret sandbox environment variables (repeatable); use --provider for credentials--tty: Allocate a retained PTY for the canonical main process--restart-policy never|on-failure|always: Select gateway-owned main-process restart behavior; never is the default--approval-mode manual|auto: Control handling of agent-authored policy proposals; manual is the default--upload <PATH>[:<DEST>]: Upload local files into the container working directory or an explicit destination--no-git-ignore: Disable .gitignore filtering for uploads--no-keep: Delete the sandbox after main output and the exit result drain--detach: Start the canonical main process without attaching--forward [BIND_ADDRESS:]PORT: Forward a local port and keep the sandbox alive--editor vscode|cursor: Open a remote editor after creation and keep the sandbox alive--detach adds no attachment grace period. When the canonical process exits,
its terminal phase is reported immediately. A foreground create declares one
expected main-process SSH attachment; cleanup finalizes after that connection
closes naturally. With --detach --no-keep, the gateway owns the detached
process lifecycle and deletes the ephemeral sandbox after terminal reporting
finishes.
Do not combine --upload with a trailing main command. Uploads currently finish
after the canonical process starts; create a scratch sandbox and use
sandbox exec, or build the files into the image.
Create from a reusable workload template when several sandboxes should share image, environment, sizing, or driver-specific configuration:
openshell sandbox template create gpu-kata \
--image registry.example.com/agents/python:latest \
--cpu 2 \
--memory 4Gi \
--gpu 1 \
--driver-config-json '{"kubernetes":{"pod":{"node_selector":{"pool":"gpu"}}}}'
openshell sandbox create --name my-sandbox --template gpu-kata --provider my-github -- claudeDriver config is disabled by default. These template and one-off
sandbox create --driver-config-json examples require the administrator to set
allow_driver_config = true for the selected driver. This does not waive
resource admission: external attachments need administrator-controlled approval
labels on the actual resources, not sandbox labels. GPU device attachments
are temporarily exempt from labels; the public --gpu flag needs no driver
config opt-in. Consult the published gateway configuration reference before
changing admission settings; do not recommend disabling admission to bypass a
denial. Put driver config on a template only when it should be reused.
openshell sandbox template create gpu-kata \
--image registry.example.com/agents/python:latest \
--cpu 2 \
--memory 4Gi \
--gpu 1 \
--label team=runtime \
--env FEATURE_FLAG=on
openshell sandbox template list
openshell sandbox template list --label-selector team=runtime
openshell sandbox template list --all-workspaces --output json
openshell sandbox template get gpu-kata
openshell sandbox template delete gpu-kataTemplate --image accepts an OCI image reference. If omitted, the gateway
applies its default sandbox image when creating a sandbox from the template.
Create-time policy, providers, labels, uploads, forwarding, editor launch, and
the initial command stay on sandbox create.
openshell sandbox list
openshell sandbox list --selector team=agents --output json
openshell sandbox get my-sandboxMost commands with an optional sandbox name use the last-used sandbox. Pass an explicit name in automation.
openshell sandbox connect my-sandbox
openshell sandbox connect my-sandbox --editor vscodeAttaches to the sandbox's existing canonical main process. Disconnecting leaves
that process running; reconnecting targets the same process instance and replays
recent output. If an established SSH transport is interrupted, such as when a
laptop sleeps and wakes, the CLI retries transient failures for up to 60 seconds
and reattaches to that same process. Use sandbox exec --tty -- /bin/bash -l
for a new shell. Press Ctrl-D or Ctrl-P, then Ctrl-Q to disconnect without
terminating main. OpenSSH's ~. escape looks like transport loss and therefore
starts automatic recovery; after it reattaches, use Ctrl-D or Ctrl-P, then
Ctrl-Q to exit, or press Ctrl-C between retry attempts to cancel recovery.
When you own stdin, Ctrl-C interrupts the foreground process. In a read-only
attachment, Ctrl-C or Ctrl-D exits the viewer and leaves main and other
attachments running. Configure VS Code Remote-SSH with:
openshell sandbox ssh-config my-sandbox >> ~/.ssh/configA writable attachment that finds another attachment holding stdin reports attached read-only; retry input after the owner disconnects. Automatic recovery can hit this when it reattaches before the supervisor closes the dead connection. The supervisor closes a connection 60 seconds after it last received bytes from it, which can be later than 60 seconds after the network failed if the relay buffered data. After the old owner disconnects or times out, send the input you meant to type next. If stdin is free, the attachment prints input enabled and forwards that input to the process, so do not probe with Enter or a prompt answer such as y. If nothing prints, the old connection still holds stdin. Input sent while the attachment was read-only never reaches the process, so send it again later. Ctrl-C, Ctrl-D, and Ctrl-P then Ctrl-Q still exit a read-only attachment instead of enabling input; enable input first if you need Ctrl-C to interrupt the process. Recovery never takes stdin from a healthy owner, and an explicitly read-only attachment stays read-only.
If connect reports canonical main process already finished, inspect the
result with sandbox get. A pending foreground attachment can still retrieve
retained output in Completed or Error; phase alone does not determine
whether attachment is available. A nonzero main-process exit under
on-failure, or any exit under always,
moves the sandbox to Starting during backoff and resource replacement. Connect
and exec commands resume after the new supervisor session makes it Ready.
An explicit sandbox stop cancels a pending restart.
# Upload local files to the sandbox working directory
openshell sandbox upload my-sandbox ./src
# Download a path relative to the sandbox working directory
openshell sandbox download my-sandbox output ./local-outputUploads inside a Git work tree honor .gitignore by default and stop if Git filtering fails or selects no files. Sources confirmed to be outside a Git work tree upload without filtering, with a warning that .gitignore rules are not applied. Git must be available to determine whether filtering applies; broken or inaccessible repositories stop the upload. Add --no-git-ignore for an intentional unfiltered upload. This also applies to sandbox create --upload.
sandbox create --upload checks every upload locally before provisioning and creates no sandbox if one is rejected. If a transfer fails after provisioning, the sandbox remains running and earlier uploads may have completed. Retry with sandbox upload against that sandbox, or remove it with sandbox delete.
Uploads preserve symlinks, including dangling symlinks, instead of dereferencing their targets. A symlink source bypasses Git-aware filtering so the link itself is archived.
When the upload destination is omitted, the CLI discovers the remote working directory. Uploading a named directory merges it into an existing directory of the same name, overwriting matching entries without deleting unrelated entries. Downloads accept paths relative to that working directory or absolute paths within it.
openshell sandbox exec my-sandbox --workdir /workspace -- ls -la
openshell sandbox exec --name my-sandbox --env MODE=test -- cargo testThe sandbox is a positional name or --name, not both; omit it to use the
last-used sandbox. -- is required and everything after it is the remote
command, so put options such as --tty before it.
sandbox exec starts an independent sibling process and streams output. After
stdout and stderr drain, it returns the remote command's exit code if delivery
succeeds. Output delivery failure instead returns exit code 74, even when the
command exited successfully. A descendant that keeps an inherited output pipe
open for more than 30 seconds after the command exits triggers that failure.
Check whether the command ran before retrying work with side effects. Use
sandbox connect to attach to the canonical main process.
Use --env only for non-secret values. Attach credentials to the sandbox with a
provider instead of passing API keys, tokens, or other secrets to sandbox exec.
openshell sandbox provider list my-sandbox
openshell sandbox provider list my-sandbox --output json
openshell sandbox provider attach my-sandbox my-github --wait --timeout 30
openshell sandbox provider status my-sandbox my-github --output json
openshell sandbox provider detach my-sandbox my-github --wait --timeout 30Structured attachment output contains provider names, types, and sorted credential and config key names. It never contains credential, handle, or config values.
# Recent logs
openshell logs my-sandbox
# Stream live logs
openshell logs my-sandbox --tail
# Filter by source and level
openshell logs my-sandbox --tail --source sandbox --level warn
# Logs from the last 5 minutes
openshell logs my-sandbox --since 5mopenshell sandbox delete my-sandbox
openshell sandbox delete sandbox-1 sandbox-2 sandbox-3 # Multiple at once
openshell sandbox delete --alldeletion accepted means cleanup is still pending. Inspect the sandbox until
it disappears before assuming completion. An already-absent sandbox succeeds;
missing workspaces and authorization failures remain errors. Do not blindly
retry by name if another process might have recreated that name.
Use stop to halt compute while retaining the sandbox and its persistent workspace:
openshell sandbox stop [name]
openshell sandbox start [name]Both commands default to the last-used sandbox. Stop stops background
forwards and waits for Stopped; start waits for Ready. Connect, exec,
file transfer, forwarding, and exposed services are unavailable while
stopped or completed. Starting a retained Completed or
Error/MainProcessFailed sandbox launches a fresh canonical-main instance and
invalidates SSH sessions from the previous runtime generation. Delete remains
the operation that removes retained state.
The sandbox's SSH host identity survives stop/start and runtime restarts. API clients can read its public fingerprint from the sandbox resource or SSH-session response and pin it to the sandbox ID. Recreating a deleted sandbox, even under the same name, creates a different identity. See the sandbox SSH documentation for verification behavior and release compatibility.
This is the most important multi-step workflow. It enables a tight feedback cycle where sandbox policy is refined based on observed activity.
Key concept: Policies have static fields (immutable after activation: filesystem_policy, landlock, process) and two dynamic fields: network_policies and network_middlewares. Both dynamic fields can be updated without recreating the sandbox when the selected compute driver supports live policy updates. Drivers without the standard supervisor fetch revisions through the sandbox configuration API and report whether they loaded them.
If startup reports ConfigurationInvalid, inspect openshell sandbox get and
repair the complete policy or provider set through the gateway. The workload
has not started on its first activation, so static fields can also be replaced
during this initial repair. A previously activated sandbox retains static-field
restrictions while restart admission is pending or rejected.
Before the gateway's 300-second repair window expires, successful validation
completes startup in place. Effective stored configuration changes and their
first failed load reset that window; repeated failures do not. After
ProvisioningTimedOut, inspect the retained record and cleanup status, repair
configuration, and explicitly run sandbox start once cleanup completes. A CLI
wait timeout is separate from this gateway deadline. Follow the
published policy repair guidance
and confirm current replacement/detach syntax with installed CLI help.
An endpoint with omitted protocol retains explicit-proxy behavior. Explicit
protocol: tcp requests policy DNS and transparent TCP and currently requires
the Docker or Podman runtime; unsupported runtimes reject the policy before starting the
workload rather than activating only part of the network contract.
Create sandbox with initial policy
│
▼
Monitor logs ◄──────────────────┐
│ │
▼ │
Observe denied actions │
│ │
▼ │
Pull current policy │
│ │
▼ │
Modify policy YAML │
(use generate-sandbox-policy) │
│ │
▼ │
Push updated policy │
│ │
▼ │
Verify reload succeeded ─────────┘openshell sandbox create --name dev --from registry.example.com/your-org/claude-agent:latest --policy ./initial-policy.yaml -- claudeSandboxes stay alive by default for iteration. Add --no-keep only when the sandbox should be deleted automatically after the initial session.
In a separate terminal or as the agent:
openshell logs dev --tail --source sandboxLook for DENIED log lines. NET:OPEN [MED] DENIED marks a blocked connection, and HTTP:<METHOD> [MED] DENIED marks a blocked request. Policy events are INFO-level log records, so do not add --level warn. The logs include:
set -o pipefail
openshell policy get dev --base | sed '1,/^---$/d' > current-policy.yaml--base returns the editable policy without provider-composed entries; OpenShell composes attached provider rules separately. The command prints revision details, a --- line, and then the policy YAML. The sed expression keeps only the YAML, because policy set cannot parse the revision details. Use --full only to inspect the effective policy, not as input to policy set.
Edit current-policy.yaml to allow the blocked actions. For policy content authoring, delegate to the generate-sandbox-policy skill. That skill handles:
read-only, read-write, full)audit vs enforce)network_middlewares, host selection, HTTP request/response and WebSocket bindings, and fail_open or fail_closed behaviornetwork_policies and network_middlewares can be modified at runtime when the selected compute driver supports live policy updates. Use --wait to verify that the active runtime loaded the revision; do not infer enforcement from the gateway accepting the update. If filesystem_policy, landlock, or process need changes, the sandbox must be recreated. Built-in middleware such as openshell/regex needs no gateway registration. An operator-run middleware must already be registered under [[openshell.supervisor.middleware]]; changing that static registration requires a gateway restart.
Middleware can inspect HTTP requests, HTTP responses, or client WebSocket text
messages when the implementation advertises the matching binding. The built-in
openshell/regex supports request bodies and client WebSocket text messages.
Use the generate-sandbox-policy skill to choose attachments and failure policy,
and debug-openshell-cluster to investigate middleware failures.
openshell policy set dev --policy current-policy.yaml --waitThe gateway validates the complete effective candidate—including attached
provider-profile policy—before it stores a direct update, incremental merge,
approved proposal, provider attachment, or profile update that affects attached
sandboxes. An ambiguity failure returns FAILED_PRECONDITION; the rejected
candidate does not create a policy revision or partially update affected
sandboxes. The same fail-closed response applies when credential_signing
does not have an attached AWS profile whose credential boundary covers the
endpoint, or an explicit binding to an endpointless AWS profile. Fix the
conflicting endpoint selectors or credential source and submit again.
The --wait flag blocks until the sandbox confirms the policy is loaded (polls every second). Exit codes:
openshell policy list devCheck that the latest revision shows status loaded. If failed, check the error column for details.
Return to Step 2. Continue monitoring logs and refining the policy until all required actions are allowed and no unnecessary permissions exist.
View all revisions to understand how the policy evolved:
openshell policy list dev --page-size 50
openshell policy list dev --output jsonFetch a specific historical revision:
openshell policy get dev --rev 3 --fullGateway-global policy commands use --global and require confirmation unless --yes is supplied:
openshell policy get --global --full
openshell policy set --global --policy ./global-policy.yaml
openshell policy list --global
openshell policy delete --globalAvoid --yes during interactive work. A global policy locks policy control for all sandboxes on the gateway.
Sandboxes created with --approval-mode manual place every proposal in the review inbox. auto approves only valid effective-policy candidates with an empty prover delta; findings still require review. The CLI binds approval to the candidate's current review token. If live policy, provider, or credential inputs change, approval leaves the chunk pending with a refreshed candidate and requires a fresh review.
openshell rule get dev --status pending
openshell rule approve dev --chunk-id <chunk-id>
openshell rule reject dev --chunk-id <chunk-id> --reason "too broad"
openshell rule history devReview the proposed scope, candidate hash, prover findings, and application errors before approval. Treat rule approve-all --include-security-flagged as a high-risk bulk action.
Build a custom container image and run it as a sandbox.
docker build -t my-app:latest .
openshell sandbox create --from my-app:latest --name my-appThe --from flag accepts an explicit OCI image reference such as myregistry.com/img:tag. It does not expand catalog aliases. Build local Dockerfiles first with the same container engine as the local gateway, then pass the image tag.
Use docker build -t my-app:latest for Docker gateways. For Podman gateways, use podman build -t localhost/my-app:latest and pass localhost/my-app:latest to --from. For remote gateways, push the image to a registry reachable by the gateway.
For Docker and Podman gateways, custom images should declare a non-root OCI
USER. Images without one run as numeric UID and GID 1000. Each explicit process.run_as_user or process.run_as_group policy
field wins independently; omitted fields fall back to the image declaration.
Explicit numeric fields may use any UID/GID from 1 through
4294967294; 0 is root and 4294967295 is the invalid identity sentinel.
Warn users that low IDs can inherit permissions from matching accounts, image
files, mounted volumes, or devices.
# Foreground (blocks)
openshell forward start 8080 my-app
# Background (returns immediately)
openshell forward start 8080 my-app -dThe service is now reachable at localhost:8080.
CLI forwards ignore SSH multiplexing and automatic backgrounding settings in the
user's SSH config. Only background forwards are tracked by forward list and
managed by forward stop; foreground forwards end when the command exits.
Manage or iterate on the sandbox:
openshell forward list
openshell forward stop 8080 my-app
openshell sandbox delete my-app
openshell sandbox create --from my-app:latest --name my-app --forward 8080Use structured output when automation needs the tracked forward metadata and validated process state:
openshell forward list --output jsonEach record includes workspace, sandbox, bind_address, port, pid, and
alive. The alive boolean validates the workspace-scoped sandbox and tracked
process identity; it does not probe the forwarded socket.
Create and forward in one command:
openshell sandbox create --from my-app:latest --forward 8080 -- ./start-server.shThe --forward flag starts a background port forward before the command runs.
Support a human working in a sandbox while an agent monitors activity and refines the policy in parallel.
Create the sandbox and keep it alive:
openshell sandbox create \
--name work-session \
--provider github \
--provider claude \
--policy ./dev-policy.yamlTell the user to connect in another shell:
openshell sandbox connect work-session
openshell sandbox connect work-session --editor vscodeMonitor denied activity:
openshell logs work-session --tail --source sandboxWhen denied actions appear:
Prefer incremental updates for additive network changes:
openshell policy update work-session --add-endpoint api.github.com:443:read-only:rest:enforce --binary /usr/bin/gh --wait
openshell policy update work-session --rule-name allow_api_github_com_443 --binary /usr/bin/gh --add-allow 'api.github.com:443:POST:/repos/*/issues' --wait
A rule authorizes every binary it lists to reach every endpoint it lists, so
an update that adds a binary or an endpoint to an existing rule must declare
that rule's whole binary and endpoint scope. The gateway rejects an update
that would grant a binary-to-endpoint pair the update never asked for, and
the error names the binaries still missing. To grant one binary access to
only part of a rule's endpoints, send the narrow authorization under its own
--rule-name; it stays on its own rule instead of folding into the broader
one.
--add-allow and --add-deny require --rule-name and the complete binary scope through repeated --binary or explicit --any-binary. Declare every port on the endpoint in the operation, for example api.example.com:443,8443:POST:/admin. Use --endpoint-path to disambiguate endpoints within the selected rule; an explicitly empty path selects an endpoint without a path selector. The gateway rejects missing or mismatched scope before persistence. Inspect the current policy and confirm the intended affected scope; do not automatically fill declarations from current policy just to make a rejection pass.
Use full YAML replacement for broad network changes or settings that
policy update cannot express, including any change that would otherwise
require restating a large existing scope. Filesystem, Landlock, and process
changes still require recreating the sandbox:
openshell policy get work-session --base | sed '1,/^---$/d' > policy.yaml
Modify the policy with the generate-sandbox-policy skill.
openshell policy set work-session --policy policy.yaml --wait
Verify with openshell policy list work-session.
The user does not need to disconnect. Policy updates are hot-reloaded; --wait blocks until the sandbox confirms the revision or the timeout expires. Delete the sandbox when the session ends:
openshell sandbox delete work-sessionInference uses the same provider attachment workflow as other credentialed services. Import or select a profile that authorizes the provider's native endpoint, create the provider, and attach it only to sandboxes that need it:
openshell provider profile import -f ./inference-provider.yaml
openshell provider create --name model-provider --type <profile-id> --credential <KEY>
openshell sandbox provider attach work-session model-provider --wait --timeout 30
openshell sandbox exec work-session -- <client-command>The application owns the native base URL, model, request shape, and timeout.
Launch a new process after attachment readiness so it inherits the installed provider environment. Use the debug-inference skill for endpoint, policy, credential-binding, or migration failures.
For an ordinary static provider update, wait for the update and launch a new client process to obtain the new reference. Do not claim that readiness updates the environment of an existing process or retargets its old reference. Acknowledged detach revokes retained references and removes them from future process environments.
List, switch, and verify gateways:
openshell gateway select
openshell gateway list --output json
openshell gateway select production
openshell gateway info --name production
openshell statusopenshell gateway info reports the immutable startup snapshot for compute drivers, credential drivers, gateway interceptors, and supervisor middleware. Use each entry's protocol version, implementation version, supported capabilities, and gateway requirements when diagnosing extension skew; implementation versions do not identify underlying Docker, Kubernetes, or credential backends.
Register or remove gateways:
openshell gateway add http://127.0.0.1:8080 --local --name local
openshell gateway add https://gateway.example.com --name production
openshell gateway remove localhttps:// registrations default to edge authentication. Use gateway login and gateway logout to refresh or clear stored authentication. For an OIDC gateway, supply --oidc-issuer and, when needed, --oidc-client-id, --oidc-audience, and --oidc-scopes. If automatic OIDC refresh fails, protected commands stop before sending an RPC and direct the user to run openshell gateway login <name>; openshell status still reports gateway reachability and authentication separately. For remote mTLS gateways, use --remote USER@HOST or an ssh:// endpoint.
For one-off automation, --gateway-endpoint URL connects directly without stored metadata. Limit --gateway-insecure to explicitly trusted development endpoints.
Inspect a Kubernetes deployment:
helm -n openshell status openshell
kubectl -n openshell get deployment,statefulset,pods,svc
kubectl -n openshell logs deployment/openshell -c openshell-gateway --tail=100
kubectl -n openshell logs statefulset/openshell -c openshell-gateway --tail=100For Docker, Podman, and VM-backed gateways, inspect the gateway process or container logs and the selected runtime directly.
Manage sandbox-scoped or gateway-global settings:
openshell settings get work-session
openshell settings set work-session --key ocsf_json_enabled --value true
openshell settings delete work-session --key ocsf_json_enabled
openshell settings get --global --json
openshell settings set --global --key ocsf_json_enabled --value true
# OCSF schema version downgrade for SIEM compatibility (allowed: "1.1", "1.3")
openshell settings set --global --key ocsf_schema_version --value "1.1"Global mutations prompt for confirmation. Use --yes only in reviewed automation.
policy_validation_failure_mode is gateway startup configuration, not a
mutable openshell settings key. Set it under [openshell.gateway] in
gateway.toml and restart the gateway. The security-first default is
fail_closed; retain_last_valid is an explicit availability tradeoff. OCSF
configuration events state whether the previous generation is active after a
runtime validation failure.
Use forward for local access and service for a gateway-managed HTTP endpoint:
# SSH-based same-port forwarding; optional bind address is accepted.
openshell forward start 127.0.0.1:8080 my-app -d
# gRPC relay to a loopback TCP service, with an optional dynamic local port.
openshell forward service my-app --target-port 8000 --local 127.0.0.1:0
# Create a sandbox with its unnamed HTTP or WebSocket service exposed.
openshell sandbox create \
--name my-app \
--from my-app:latest \
--expose 8080 \
--expose-authorization-mode bearer-passthrough \
--detach \
-- ./start-server.sh
# Expose and manage an HTTP service through the gateway.
openshell service expose my-app 8080 web \
--authorization-mode bearer-passthrough
openshell service list my-app
openshell service list my-app --output json
openshell service get my-app web
openshell service delete my-app webUse openshell service list --all-workspaces for a Platform Admin view across
workspaces. A sandbox name and --all-workspaces are mutually exclusive.
sandbox create --expose PORT registers the unnamed endpoint in the create
request and keeps the sandbox running. Add --output json for automation; the
result contains a service_urls map whose empty key is the unnamed endpoint.
Use openshell service expose after creation to add or update named endpoints.
Exposed services strip Authorization by default. Select
bearer-passthrough only when the application inside the sandbox authenticates
its own clients. This mode accepts either no Authorization header or exactly
one non-empty Bearer credential and forwards that value unchanged. It rejects
duplicate, malformed, or non-Bearer authorization before contacting the
application. The application remains responsible for validating the token, and
the raw token reaches the sandbox process, so never log it. Service routes
bypass control-plane RPC authorization, but they still use the gateway's
existing listener, domain routing, and TLS configuration, including any client
certificate requirement. See the published
sandbox service documentation
for the complete security contract.
Prefer loopback binds unless the user explicitly needs LAN-visible local access.
--helpWhen you encounter a command or option not covered in this skill:
openshell --help to see all command groups.openshell <group> --help to see subcommands (e.g., openshell sandbox --help).openshell <group> <cmd> --help for flags and usage (e.g., openshell sandbox create --help).The CLI help is always authoritative. If the help output contradicts this skill, follow the help output -- the CLI may have been updated since this skill was written.
$ openshell sandbox --help
# Shows: create, get, list, stop, start, delete, exec, connect, upload, download, ssh-config, provider, template
$ openshell sandbox upload --help
# Shows: positional arguments (name, path, dest), usage examples| Skill | When to use |
|---|---|
generate-sandbox-policy | Creating or modifying policy YAML content (network rules, L7 inspection, access presets, endpoint configuration, and network middleware) |
debug-openshell-cluster | Diagnosing gateway deployment, runtime, or health failures |
debug-inference | Diagnosing attached-provider inference, native endpoints, host-backed models, and migration from the retired managed endpoint |
© NVIDIA, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/openshell-cli of NVIDIA/OpenShell.
Open the folder on GitHubat commit 834b79a
Openshell CLI next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Openshell CLI this skillNVIDIA/OpenShell | 15k | — | ~12k | Automated safety check: Warn | Apache-2.0 | |
| Senior DevOps Toolkitmaslennikov-ig/claude-code-orchestrator-kit | 259 | 6 repos | ~1.1k | Automated safety check: Notes | Custom licence | |
| LangBot Deployment Guidelangbot-app/LangBot | 18k | — | ~1.2k | Automated safety check: Notes | Apache-2.0 | |
| Devopsnicepkg/auto-company | 192 | 2 repos | ~814 | Automated safety check: Pass | MIT | |
| Kurtosis Ethereumethpandaops/ethereum-package | 481 | — | ~1.6k | Automated safety check: Notes | MIT | |
| NGINX Ingress Controller Image Buildernginx/kubernetes-ingress | 5.1k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 |
maslennikov-ig/claude-code-orchestrator-kit
Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup…
langbot-app/LangBot
Deploys and configures a LangBot instance with Docker Compose or Kubernetes, covering config.yaml, the Box sandbox runtime, the plugin runtime and the global API key.
nicepkg/auto-company
Deploy to Cloudflare (Workers, R2, D1), Docker, GCP (Cloud Run, GKE), Kubernetes (kubectl, Helm).
ethpandaops/ethereum-package
Run Ethereum multi-client devnets using Kurtosis and the ethpandaops/ethereum-package.
nginx/kubernetes-ingress
Explains the multi-stage Dockerfile, the 25 image variant combinations, and the Makefile targets for building NGINX Ingress Controller images.
runzhliu/deepseek-harness-docker
Deploy, configure, verify, upgrade, and troubleshoot DeepSeek Harness with the community Docker, Docker Compose, rootless Podman, and Helm runtime, including the built-in Chromium/noVNC browser…
NVIDIA/OpenShell
Maintain and validate OpenShell's build-only Windows MSVC lane for x64 and ARM64.
NVIDIA/OpenShell
Create GitHub issues using the gh CLI. An agent skill from NVIDIA/OpenShell.
NVIDIA/OpenShell
Create GitHub pull requests using the gh CLI. An agent skill from NVIDIA/OpenShell.
NVIDIA/OpenShell
Debug inference clients that use an attached provider and its native endpoint, including hosted APIs and host-local Ollama, vLLM, SGLang, TRT-LLM, LM Studio, or NIM.
NVIDIA/OpenShell
Debug why an OpenShell gateway deployment is unhealthy, unreachable, or unable to create sandboxes.
NVIDIA/OpenShell
Validate and monitor OpenShell GitHub issues and PRs using the gator: state machine.
Works with
Categories
Guide agents through using the OpenShell CLI (openshell) for sandbox management, gateway registration, provider configuration and refresh, profile management, policy iteration, settings, service…. Openshell CLI is an agent skill from NVIDIA/OpenShell, published by the product's own GitHub organization. Guide agents through using the OpenShell CLI (openshell) for sandbox management, gateway registration, provider configuration and refresh, profile management, policy iteration, settings, service exposure, BYOC workflows, and attached-provider inference.
Openshell CLI fits situations like: keywords - openshell; sandbox connect; provider create; profile describe.
Run `npx skills add NVIDIA/OpenShell --skill openshell-cli -a claude-code`. Or copy the skill folder (skills/openshell-cli in NVIDIA/OpenShell) into .claude/skills/openshell-cli in your project. Claude Code loads it when a task matches its description.
Run `npx skills add NVIDIA/OpenShell --skill openshell-cli -a codex`. Or copy the skill folder (skills/openshell-cli in NVIDIA/OpenShell) into .agents/skills/openshell-cli in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add NVIDIA/OpenShell --skill openshell-cli -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openshell-cli, .gemini/skills/openshell-cli, .github/skills/openshell-cli and .opencode/skills/openshell-cli in your project.
Going by SKILL.md and its folder, Openshell CLI needs the command-line tools its instructions call (kubectl, docker, helm, bash, gh and cursor) and credentials named OPENAI_API_KEY, MS_GRAPH_ACCESS_TOKEN, REFRESH_TOKEN and MS_GRAPH_REFRESH_TOKEN. Our summary lists: Docker; A credential in OPENAI_API_KEY; A credential in MS_GRAPH_ACCESS_TOKEN.
SKILL.md names 1 domain. As links in the text: docs.nvidia.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md flagged 1 warning(s): mentions a credentials file (ssh keys, cloud or package-manager tokens). Read the flagged lines before installing; the check is not a guarantee either way.
Openshell CLI is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 12k tokens (SKILL.md is roughly 49k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Openshell CLI: Senior DevOps Toolkit (maslennikov-ig/claude-code-orchestrator-kit, 259 stars), LangBot Deployment Guide (langbot-app/LangBot, 18k stars), Devops (nicepkg/auto-company, 192 stars) and Kurtosis Ethereum (ethpandaops/ethereum-package, 481 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
NVIDIA (a GitHub organization, an official publisher) maintains it in NVIDIA/OpenShell, which has 15,188 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 7, 2026.
Source: NVIDIA/OpenShell on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.