studio-agent（工作室 Agent）

ClickZetta Studio

Use this skill when the user wants OpenClaw to work with ClickZetta Studio.

Typical triggers:

• "帮我创建个 lakehouse 任务"
• "用 Studio Agent 帮我 ..."
• "在 ClickZetta 里执行/创建 ..."
• "我当前有哪些 ClickZetta 任务"
• "帮我查 ClickZetta 任务/作业/项目/工作区"
• "列出当前可用 workspace"
• "切换到 workspace 101201"
• "刷新 workspace 列表"

Default Runtime Path

If the user asks any normal ClickZetta / Studio / Lakehouse business question and the skill already has CZ_STUDIO_JDBC_URL, immediately run:

node {baseDir}/scripts/cz-agent-oneshot.mjs --input "<user_input>"

Rules:

• Do not ask for internal connection fields such as instance id, tenant id, project id, workspace, or password first.
• The runner resolves runtime discovery itself from the stored JDBC secret.
• Only fall back to setup instructions when the runner returns a concrete config/runtime error.
• For queries like "我当前有哪些clickzetta任务", "帮我查任务", "查 workspace/project", "执行 SQL", default to the one-shot runner immediately.
• For workspace management queries like "当前 workspace 是什么", "列出 workspace", "切换到 workspace 101201", also default to the one-shot runner immediately.
• 列出 workspace / 切换 workspace 会使用短 TTL 的 workspace 列表缓存；刷新 workspace 列表 会强制刷新。
• For SQL execution requests, forward the user's original wording once. Do not rewrite it into follow-up variants such as "创建一个 SQL 任务", "运行刚才创建的任务", or other speculative recovery prompts.

Install then Configure (Required)

Preferred ClawHub / OpenClaw UI flow:

• Install the skill
• Open the Skills page
• Paste one JDBC URL into the secret field for CZ_STUDIO_JDBC_URL

Example JDBC URL:

jdbc:clickzetta://<instance>.<api-host>/<workspace>?username=<username>&password=<password>

The skill parses this JDBC URL at runtime and extracts:

• instanceName from the hostname prefix
• apiGateway from the JDBC host
• username and password from query params
• workspace from the path

Runtime note: if this setup step is skipped, this skill should tell the user to open the Skills page and set CZ_STUDIO_JDBC_URL.

What this skill provides

• One-step ClickZetta access from a single JDBC secret
• Automatic runtime login and identity discovery
• Workspace-aware task, job, project, and SQL operations
• A cached workspace list for faster follow-up requests

Execution policy

• Do not ask the user for CZ_* env vars up front.
• Assume the JDBC secret is already wired via the Skills page unless runtime errors prove otherwise.
• When runtime reports missing/invalid Studio config, tell the user to open the Skills page and set CZ_STUDIO_JDBC_URL.
• Default path for normal user requests: run scripts/cz-agent-oneshot.mjs once and return its result.
• When describing connection status to the user, refer to the runtime-discovered Studio connection; do not ask the user to manually provide internal CZ_AGENT_* values.
• For requests like "帮我创建个 lakehouse 任务", immediately:

1. run one-shot runner command 2. read runner JSON output 3. if ok=true, return content; if ok=false, return concise error and stop

• If the runner returns ok=false, do not issue additional paraphrased or workaround requests to the Studio agent in the same turn.
• If runner returns ok=true, treat Studio as connected and continue the user workflow; do not claim Studio is down.
• Only ask the user for config details when runtime returns a concrete missing minimal-config error.
• Treat config-missing as a narrow case only:

- ok=false - error.code == "PROTOCOL_ERROR" - and the message explicitly says config is missing, such as missing CZ_STUDIO_JDBC_URL or other missing Studio runtime connection info

• If error.code == "REMOTE_ERROR", do not claim JDBC is missing or suggest reconfiguration. Report the remote error directly and keep the original error message.
• For errors like expected string or bytes-like object, got 'NoneType', explain that the request reached the remote ClickZetta agent but failed during remote processing.
• For SQL requests that return REMOTE_ERROR, do not suggest retrying with paraphrased prompts such as 执行 SQL: ..., 创建一个 SQL 任务 ..., or 运行刚才创建的任务.
• Do not invent alternative SQL execution workflows unless the remote agent explicitly asks for additional fields.
• Preferred response shape for these failures:

1. state the original remote error 2. say the request reached the remote ClickZetta agent 3. stop

• If remote asks follow-up fields (task type, SQL details, etc.), relay those follow-up questions to the user as normal.

Mandatory one-shot command for normal requests:

node {baseDir}/scripts/cz-agent-oneshot.mjs --input "<user_input>"

Runner output is one JSON object:

• success: {"ok":true,"content":"...","conversation_id":"...","request_id":"..."}
• failure: {"ok":false,"error":{"code":"...","message":"..."}, ...}

Runtime Discovery

Minimal required input field for ClawHub users:

• CZ_STUDIO_JDBC_URL

Auto-discovery behavior:

• parse jdbc:clickzetta://... from CZ_STUDIO_JDBC_URL
• derive the Studio instance from the JDBC host
• sign in to ClickZetta at runtime
• resolve the current user and tenant identity
• load the accessible workspace list and enrich project/workspace metadata
• initialize the Studio session connection automatically
• workspace 选择状态单独保存在本地缓存中，不污染 ~/.openclaw/clawdbot.json
• workspace 列表和 token 分开缓存：token 跟随登录过期时间，workspace 列表默认 5 分钟 TTL
• if workspace / workspaceId / projectId is configured, runtime uses that workspace first and ignores local switch state
• if the configured workspace selector matches zero or multiple workspaces, validation/runtime now fails fast instead of falling back to the default workspace

Notes:

• In ClawHub / OpenClaw UI mode, the only user-facing field is CZ_STUDIO_JDBC_URL.
• Runtime-derived connection data are internal and must not be requested from the user during normal use.
• The one-shot runner also supports local workspace commands:

- 当前 workspace 是什么 - 列出 workspace - 刷新 workspace 列表 - 切换到 workspace <name|workspaceId|projectId> - 恢复默认 workspace

• If a workspace is explicitly configured, that configured workspace takes precedence over runtime switching.
• --replace keeps config minimal and removes stale extra keys from previous setups.
• CZ_PROJECT_ID / CZ_WORKSPACE are now best-effort enrichments, not hard requirements.