Huawei Cloud Cli Guidance logo

Huawei Cloud Cli Guidance

Organization
huaweicloud
huawei-cloud-cli-guidance

Provides guidance for Huawei Cloud KooCLI command-line tool operations. Covers KooCLI installation, IAM authentication configuration, access credential configuration, command construction, common error troubleshooting. Use this skill when users ask about any cloud-related services or wants to operate Huawei Cloud services from the terminal. Triggers: Huawei Cloud, huaweiyun, "华为云","华为cli", "命令行", KooCLI, hcloud, huaweiyunCLI, Huawei Cloud command line, OBS, ECS, VPC, "云", yun, huaweiyun tool, huawei tool, "华为云工具", "云工具", "工具"

Overview

Publisherhuaweicloud
Repositoryhuaweicloud-skills
Skill namehuawei-cloud-cli-guidance
Stars
59
Forks
24
Bundled files
8
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 8 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by huaweicloud on GitHub. Read the source before you install it.

Installation

Install the Huawei Cloud Cli Guidance AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/huaweicloud/huaweicloud-skills/tree/master/skills/devtools/cli/huawei-cloud-cli-guidance
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/huaweicloud/huaweicloud-skills.git /tmp/huaweicloud-skills
mkdir -p .claude/skills
cp -r /tmp/huaweicloud-skills/skills/devtools/cli/huawei-cloud-cli-guidance .claude/skills/huawei-cloud-cli-guidance
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Huawei Cloud Cli Guidance in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Huawei Cloud Cli Guidance on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Huawei Cloud Cli Guidance is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

huawei cloud cli guidance

Overview

Huawei Cloud KooCLI command-line tool guidance skill, providing comprehensive KooCLI usage guide. This skill covers core functionalities including KooCLI installation, authentication configuration, command construction, common error troubleshooting, helping users efficiently manage Huawei Cloud resources.

Attention

  1. Any issues encountered during the use of koocli must be addressed by prioritizing the guidance steps provided in this skill. [MUST][IMPORTANT]
  2. It is essential to read this document in its entirety and make full use of its guidance during the process.[MUST][IMPORTANT]

Prerequisites

  • KooCLI Version: 7.2.2 or higher
  • Huawei Cloud Account: Valid Huawei Cloud account with corresponding access permissions
  • Authentication Credentials: Access Key (AK) and Secret Key (SK) or IAM user credentials
  • Network Connection: Accessible Huawei Cloud service endpoints
  • Operating System: Linux, macOS, or Windows (WSL supported)

KooCLI Command Format Standard

Huawei Cloud KooCLI adopts a unified command format:

bash
hcloud <service> <operation> [parameters] [options]

Command Structure

  • hcloud: Command-line tool name
  • <service>: Cloud service name (e.g., ECS, VPC, OBS, etc.)
  • <operation>: API operation name (e.g., ListInstances, CreateVpc, etc.)
  • [parameters]: Operation parameters (e.g., instance_id, vpc_name, etc.)
  • [options]: Global options (e.g., --cli-region, --cli-output, etc.)

Parameter Format Rules

  1. Required parameters: Directly specified in the command, e.g., --instance_id i-12345678
  2. Optional parameters: Represented with square brackets, e.g., [--description "instance description"]
  3. Authentication parameters: Use --cli- prefix, e.g., --cli-profile, --cli-region
  4. Output parameters: Use --cli-output to specify output format (json/table/tsv)
  5. Query parameters: Use --cli-query to perform JMESPath query filtering

Scenario Routing

Installation Scenario

  1. User asks about KooCLI installation → Jump to "1. Install KooCLI"
  2. User needs to verify installation → Check version command hcloud version

Authentication Scenario

  1. User needs to configure authentication → Jump to "2. Configure koocli"
  2. User asks about different authentication modes → Choose Profile mode, explicit parameter mode, etc. based on requirements

Command Execution Scenario

  1. User needs to execute specific operations → Guide to use hcloud <service> --help to query available operations
  2. User encounters errors → Jump to "8. Common issues" for troubleshooting

Output Formatting Scenario

  1. User needs specific format output → Use --cli-output=json/table/tsv
  2. User needs to filter results → Use --cli-query for JMESPath querying

Core Commands

refer to '../references/core-commands.md'

Architecture:

markdown
Cloud Service OpenAPI
    |
    | ECS API / VPC API / RDS API / OBS API / IAM API ...
    v
Service Metadata JSON API Definition
    |
    | Description:
    | - Service name
    | - API version
    | - Request method GET / POST / PUT / DELETE...
    | - URI path
    | - Request parameters
    | - Response structure
    | - Authentication method
    | - Region and Endpoint
    v
KooCLI Core
    |
    | Read metadata
    | Generate commands
    | Validate parameters
    | Assemble HTTP requests
    | Signature authentication
    | Call OpenAPI
    v
Dynamically Generated Commands
    |
    | hcloud <service name> <API operation name> [parameters]
    v
Unified Execution Engine
    |
    | Execute requests
    | Return results
    v
Huawei Cloud Resource Operation Results
Understand the logic and process of KooCLI managing Huawei Cloud resources. Every time Huawei Cloud service is called or problems are encountered during the process, you must refer to and understand the architecture again, clarifying current steps and subsequent steps. [Required]

Applicable Scenarios

  1. Install koocli
  2. Configure IAM, AK, SK, region, profile
  3. Manage Huawei Cloud resources

1. Install KooCLI

  1. Check local version
bash
hcloud version
Expected output: Current KooCLI version: 7.2.2 or higher.
  1. One-click installation (skip this step if local version check passes)
bash
# Universal for all platforms
curl -sSL https://cn-north-4-hdn-koocli.obs.cn-north-4.myhuaweicloud.com/cli/latest/hcloud_install.sh -o ./hcloud_install.sh && bash ./hcloud_install.sh

# Non-interactive installation
curl -sSL https://cn-north-4-hdn-koocli.obs.cn-north-4.myhuaweicloud.com/cli/latest/hcloud_install.sh -o ./hcloud_install.sh && bash ./hcloud_install.sh -y
After installation completes, check if local installation was successful.

Important: No additional operations allowed!!! Any file content changes must obtain user permission.

If more detailed installation guidance is needed, refer to ./references/installation-guide.md

2. Configure koocli

Credential Configuration

After koocli download is complete, ask the user which way they want to use koocli [Required]

1. koocli provides a configuration-free usage method, only requiring passing current user authentication-related parameters directly in commands.
2. If the user chooses non-interactive method to add configuration items, execute hcloud configure init, guide the user to input each parameter value.

When using koocli to manage Huawei Cloud resources requires other permissions, refer to '../references/iam-policies.md'

3. ecsAgency

When the user has successfully established a delegation to Elastic Cloud Server (ECS), when using KooCLI within the ECS server, you can specify "--cli-mode=ecsAgency" in commands. KooCLI will automatically obtain temporary AK/SK and SecurityToken for authentication based on ECS delegation.

4. AssumeRole

When the delegator user creates a delegation and hands over resources to another account for management, the delegatee can add "--cli-agency-domain-id"/"--cli-agency-domain-name", "--cli-agency-name" and "--cli-source-profile" options to commands, using the configuration-free method to AssumeRole and call cloud service APIs, managing and using the delegator's resources:

markdown
hcloud VPC ListAddressGroup/v3 --cli-region="cn-north-4" --project_id="2cc60****************caefa5019ef" --cli-agency-domain-id=13534326******************5cf67b --cli-agency-name=****** --cli-source-profile=test
{
  "request_id": "29ec21****************6d6b4cdd82",
  "address_groups": [],
  "page_info": {
  "current_count": 0
   }
}
5. SSO Login

KooCLI's SSO login command stores user authentication information in configuration files by completing SSO login, avoiding frequent input of these fixed information during operation execution. SSO login can be performed with the following command: hcloud configure sso

bash
# SSO profile name (configuration item name to save after SSO login, required), SSO start URL (user portal URL, required), SSO region (region where IAM Identity Center is opened, required), Region (default or commonly used region, optional)
hcloud configure sso
? Input SSO profile name [required]:  sso
? Input SSO start URL [required]:  https://idcenter.huaweicloud.com/d-3********6/portal
? Input SSO region [required]:  cn-north-4
? Input Region:  cn-north-4
Browser page has been opened, waiting for you to complete SSO login...
? Choose account name: ACCOUNT_01
? Choose permission set name: PERMISSION_01
SSO login successful
6. Authentication Modes

KooCLI configuration item authentication mode values are AKSK, ecsAgency, SSO, AssumeRole. AKSK is recommended. When the configuration item being used has multiple authentication mode-related parameters configured simultaneously, use the "--cli-mode" option to specify the configuration item's authentication mode:

When setting configuration items, you need to specify the configuration item name with "--cli-profile", and also add corresponding authentication parameters based on the authentication mode "--cli-mode":

If the configuration item's authentication mode is "AKSK", then the values of "--cli-access-key" and "--cli-secret-key" in the configuration command cannot be empty;
If the configuration item's authentication mode is "ecsAgency", then specify "--cli-mode=ecsAgency" in the configuration command;
If the configuration item's authentication mode is "SSO", then the values of "--cli-sso-start-url" and "--cli-sso-region" in the configuration command cannot be empty;
If the configuration item's authentication mode is "AssumeRole", then the values of "--cli-agency-domain-id"/"--cli-agency-domain-name", "--cli-agency-name", "--cli-source-profile" in the configuration command cannot be empty.

7. Authentication Mode Selection

Use and only use one authentication method:

ModeApplicable ScenarioStart CommandCleanup
Profile ModeAgent sessions, multiple callshcloud configure init --cli-profile agent-profileTemporary profiles need cleanup
Explicit Parameter ModeOne-time commands, CI/CDPass authentication parameters in each commandNo local configuration
Existing Profile ModeUser already configured--cli-profile <profile-name>Do not modify configuration
Profile Mode Configuration
bash
# Create dedicated profile
hcloud configure init --cli-profile agent-profile

# View configuration
hcloud configure list

# Execute commands using profile
hcloud <service> <operation> \
  --cli-profile agent-profile \
  --cli-region cn-north-4 \
  --cli-output=json
Explicit Parameter Mode
bash
# Using permanent AK/SK
hcloud <service> <operation> \
  --cli-access-key <AccessKeyId> \
  --cli-secret-key <SecretAccessKey> \
  --cli-region cn-north-4

# Using temporary credentials
hcloud <service> <operation> \
  --cli-access-key <AccessKeyId> \
  --cli-secret-key <SecretAccessKey> \
  --cli-security-token <SecurityToken> \
  --cli-region cn-north-4
Multi-Environment Management

Create independent profiles for different environments:

  • dev: Development environment
  • test: Test environment
  • prod: Production environment

Explicitly specify when calling:

bash
hcloud <service> <operation> \
  --cli-profile dev \
  --cli-region cn-north-4

3. Consult --help before constructing any command

Help output is the authoritative source. [Important]

Execute help output as follows:

  1. Use hcloud --help command to query the list of cloud services supported by KooCLI. After obtaining accurate cloud service names, proceed to next step.
  2. Use hcloud <service> --help command to query the service's operation list. Find out what operations the service has, obtain the operation the user needs, then continue.
  3. Use hcloud <service> <operation> --help to query the help information for the specific cloud service operation.
  4. After executing the API call command, print the output result to the user

4. Ensure service availability

When users ask about or want to execute corresponding service management, you should also execute the previous step's help query to ensure the service exists and is available.

5. OBS usage commands

In KooCLI, some functionality of the obsutil tool for managing OBS data via command line has been integrated. Specific functions and commands strictly refer to and execute according to the help output steps mentioned above.
If the operation is not found, you need to prompt the user to install obsutil to obtain complete functionality and explain the reason.

*** OBS Command Explanation: ***

markdown
OBS-related commands in KooCLI may exist in two forms:
1. OpenAPI style:
   hcloud OBS <operation>
2. OBS integrated commands / obsutil style:
   hcloud obs <command>
The two have different parameter systems, must check help separately before execution:
hcloud OBS --help
hcloud OBS <operation> --help
hcloud obs help
hcloud obs help <command>

6. Filter and format output

KooCLI supports three output formats: json, table, tsv. Default output is in json format.
You can use the "--cli-output" parameter to specify any of the aforementioned output formats, and you can also use the "--cli-query" option with JMESPath expression to perform JMESPath query on json results, filtering out information the user needs.

ParameterParameter Purpose
cli-outputcli-o response data output format, can be one of: json, table, tsv
cli-querycli-query JMESPath path for filtering response data
cli-output-numcli-output-num whether to print line numbers in table output. Values: true or false

Output Format Control

bash
# JSON format (recommended for Agent)
hcloud <service> <operation> \
  --cli-profile agent-profile \
  --cli-region cn-north-4 \
  --cli-output=json

# Table format (suitable for manual viewing)
hcloud <service> <operation> \
  --cli-profile agent-profile \
  --cli-region cn-north-4 \
  --cli-output=table

# Text format
hcloud <service> <operation> \
  --cli-profile agent-profile \
  --cli-region cn-north-4 \
  --cli-output=text

JMESPath Filtering

Use --cli-query to extract specific fields:

bash
# Extract specific fields
hcloud <service> <list-operation> \
  --cli-profile agent-profile \
  --cli-region cn-north-4 \
  --cli-output=json \
  --cli-query "items[].{ID:id,Name:name,Status:status}"

# Filter specific status
hcloud <service> <list-operation> \
  --cli-profile agent-profile \
  --cli-region cn-north-4 \
  --cli-output=json \
  --cli-query "items[?status=='ACTIVE'].{ID:id,Name:name,Status:status}"

Note: JMESPath query fields must be written according to actual JSON return structure, cannot assume all list interfaces return items.

7. Debugging

When troubleshooting KooCLI command failures, first add --cli-debug=true after the specific execution command to view underlying requests, responses, endpoints, parameter parsing, and authentication-related information.

8. Common issues

KooCLI divides errors encountered during command calls into five types, declaring their specific type at the beginning of error prompt messages. The positioning methods for various errors are as follows:

  1. [NETWORK_ERROR]: Usually HTTP request exceptions, please check network connection;
  2. [CLI_ERROR]: Usually errors caused by KooCLI's own exceptions during command processing, please contact KooCLI oncall for assistance;
  3. [USE_ERROR]: Usually errors caused by incorrect parameters in commands, please make corresponding modifications according to error prompts;
  4. [OPENAPI_ERROR]: Usually errors occurring when calling cloud service APIs, please contact relevant cloud service oncall for assistance;
  5. [APIE_ERROR]: Usually errors occurring when calling API Explorer to obtain metadata, please contact API Explorer cloud service oncall for assistance.

When encountering errors, query help based on error type and interact with users step by step to resolve.

9. Security

Credential Security

  1. Never expose AK/SK values in conversations or commands (echo $ACCESS_KEY_ID is prohibited)
  2. Never let users directly input AK/SK in conversations
  3. Never use hcloud configure set to pass plaintext credentials
  4. Only use hcloud configure list to check credential status
  5. Cloud environments recommend using IAM users rather than main accounts
  6. Enable MFA (Multi-Factor Authentication) for sensitive operations

Operation Security

  1. Must obtain user confirmation before modification operations (security group rules, restart, deletion, etc.)
  2. Prefer read-only APIs, avoid modifying resource status
  3. Production environment operations require risk warnings
  4. Sensitive information must never appear in report output (AK/SK, passwords, etc.)

Configuration Security

  • Use independent profiles for different environments
  • Regularly rotate credentials
  • Use principle of least privilege
  • Clean up temporary profiles
  • Encrypt sensitive configuration information

Parameter Verification

Global Parameters

ParameterDescriptionExample
--cli-profileConfiguration file name--cli-profile dev
--cli-regionRegion--cli-region cn-north-4
--cli-outputOutput format--cli-output=json
--cli-queryJMESPath query--cli-query "items[].{ID:id,Name:name}"
--cli-debugDebug mode--cli-debug=true

Authentication Parameters

Authentication ModeRequired ParametersOptional Parameters
AKSK--cli-access-key, --cli-secret-key--cli-security-token
Profile--cli-profile--cli-mode, --cli-region
ECS Agency--cli-mode=ecsAgency--cli-region
SSO--cli-sso-start-url, --cli-sso-region--cli-profile, --cli-region
AssumeRole--cli-agency-domain-id, --cli-agency-name, --cli-source-profile--cli-region

Service-Specific Parameters

Use hcloud <service> <operation> --help to view parameter list for specific operations.

Output Format

KooCLI supports three output formats:

JSON Format (Default)

bash
hcloud ECS ListInstances/v3 --cli-region=cn-north-4 --cli-output=json

Applicable Scenarios: Automated scripts, API integration, data extraction

Table Format

bash
hcloud ECS ListInstances/v3 --cli-region=cn-north-4 --cli-output=table

Applicable Scenarios: Manual viewing, quick browsing

TSV Format

bash
hcloud ECS ListInstances/v3 --cli-region=cn-north-4 --cli-output=tsv

Applicable Scenarios: Import to spreadsheets, data processing

JMESPath Query

bash
hcloud ECS ListInstances/v3 --cli-region=cn-north-4 --cli-output=json --cli-query "servers[?status=='ACTIVE'].{ID:id,Name:name,Status:status}"

Verification Methods

Installation Verification

  1. Version check: hcloud version should return 7.2.2 or higher
  2. Help verification: hcloud --help should display available service list

Authentication Verification

  1. Profile verification: hcloud configure list displays configured profile
  2. Permission verification: hcloud IAM ListUsers/v3 --cli-profile <profile> tests IAM permissions

Command Verification

  1. Help verification: Execute hcloud <service> --help for each service to confirm available operations
  2. Parameter verification: Use --cli-debug=true to view parameter parsing results
  3. Response verification: Check HTTP status codes and error messages returned by commands

Environment Verification

  1. Network connectivity: curl -s https://ecs.cn-north-4.myhuaweicloud.com tests service endpoint
  2. Certificate verification: Ensure system clock synchronization, certificates are valid

Best Practices

Authentication Management

  1. Use Profile mode for long-term session management
  2. Create independent Profiles for different environments (dev/test/prod)
  3. Regularly rotate AK/SK, avoid using the same credentials long-term
  4. Use IAM users instead of main account for daily operations

Command Construction

  1. First query help: hcloud <service> --help → hcloud <service> <operation> --help
  2. Use --cli-debug=true for initial command debugging
  3. Gradually add parameters, avoid constructing complex commands at once
  4. Use --cli-query to filter and format output

Error Handling

  1. Read error type prefixes: [NETWORK_ERROR], [CLI_ERROR], [USE_ERROR], [OPENAPI_ERROR], [APIE_ERROR]
  2. Check network connectivity: for [NETWORK_ERROR]
  3. Verify parameter format: for [USE_ERROR]
  4. Check API documentation: for [OPENAPI_ERROR]

Performance Optimization

  1. Use --cli-output=json for automated processing
  2. Properly use --cli-query to reduce data transfer
  3. Use scripts instead of interactive commands for batch operations
  4. Cache frequently used configurations to avoid repetitive input

Notes

Usage Limitations

  1. Version compatibility: Ensure KooCLI version is compatible with service API versions
  2. Regional restrictions: Some services are only available in specific regions
  3. API quotas: Pay attention to API call frequency limits
  4. Network requirements: Some operations require specific network environments

Common Pitfalls

  1. Parameter order: Some services are sensitive to parameter order
  2. JSON format: Complex parameters require correct JSON format
  3. Region settings: Forgetting to set --cli-region results in operations in default region
  4. Output parsing: Table format output may be truncated due to terminal width

Troubleshooting

  1. Enable debugging: --cli-debug=true displays detailed request information
  2. Check logs: View log files in ~/.hcloud/logs/
  3. Version check: Ensure KooCLI version is up to date
  4. Network diagnostics: Use curl to test service endpoint reachability

Reference Documents

  • ./references/installation-guide.md — Installation guide
  • ./references/cli-troubleshooting.md — Error troubleshooting
  • ./references/common-workflows.md — Common workflows
  • ./references/parameter-format.md — Parameter format rules
  • ./references/service-catalog.md — Service catalog
  • ./references/iam-policies.md — IAM policies
  • ./references/acceptance-criteria.md — Acceptance criteria
  • ./references/core-commands.md — Core commands

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Huawei Cloud Cli Guidance AI skill do?

Provides guidance for Huawei Cloud KooCLI command-line tool operations. Covers KooCLI installation, IAM authentication configuration, access credential configuration, command construction, common error troubleshooting. Use this skill when users ask about any cloud-related services or wants to operate Huawei Cloud services from the terminal. Triggers: Huawei Cloud, huaweiyun, "华为云","华为cli", "命令行", KooCLI, hcloud, huaweiyunCLI, Huawei Cloud command line, OBS, ECS, VPC, "云", yun, huaweiyun tool, huawei tool, "华为云工具", "云工具", "工具"

Why use Huawei Cloud Cli Guidance on TypingMind?

Because you install it once and use it with any model. Huawei Cloud Cli Guidance is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Huawei Cloud Cli Guidance in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/huaweicloud/huaweicloud-skills/tree/master/skills/devtools/cli/huawei-cloud-cli-guidance. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Huawei Cloud Cli Guidance?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Huawei Cloud Cli Guidance?

As many as you like. As long as a model supports skills, you can use Huawei Cloud Cli Guidance with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Huawei Cloud Cli Guidance AI skill free?

Yes. It is published on GitHub by huaweicloud under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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