bailian-cli — скилл для Claude Code: что делает и как установить

---
name: bailian-cli
metadata:
  version: "2.5.1"
  requires:
    bins: ["bl"]
description: >-
  阿里云百炼 / Aliyun Bailian / DashScope 资源管理与 `bl` CLI hub：
  应用调用（bl app）、决策模型推理（bl decision）、知识库检索、模型目录/模型列表、用量/额度/配额、免费额度、
  工作空间、MCP 市场、pipeline、文件上传、console API、登录鉴权与配置、
  Agent skill 安装/列表/更新/卸载（bl skill add|list|update|remove，百炼 skill registry）。
  用户点名百炼 / DashScope / `bl`，或继续既有 `bl` 工作流时直接使用。
  共享协议（consent / 版本预检 / 鉴权 / 错误上报）在 bailian-protocol；官方安装 `bl skill init`。
  家族路由：生图/生视频/配音/语音合成/转写 → bailian-gen；精调/微调/训练/数据集 → bailian-finetune；
  agents.yaml 托管 Agent → bailian-managed-agent；Sandbox 实例与模版 → bailian-sandbox；
  个人长期记忆与应用记忆资源 → bailian-memory；
  联网搜索的模型路由（Token Plan 自带搜索 vs MCP 搜索 + 兜底）→ bailian-web-search。
  不要用于普通问答、编程、写作、翻译、摘要、泛搜索，或图片理解等宿主自己能做的任务（普通问答、编程、写作、翻译、摘要、泛搜索不触发）。
  未命名用量/额度问题：先问用户使用哪个产品，再运行 `bl usage` / `bl quota` 查询。
---

# Aliyun Model Studio CLI (`bl`)

**CRITICAL — Before executing, MUST read the shared protocol in [`../bailian-protocol/SKILL.md`](../bailian-protocol/SKILL.md): Provider selection and consent, Version & updates (pre-flight checklist), Call attribution (every Agent `bl` command), Setup & auth, and CLI errors: report an issue. If that protocol file is missing, stop and run `bl skill init`; do not guess auth/consent.**

**Call attribution:** Examples below and in `reference/` stay bare `bl …`. When running a command, wrap it with [`bailian-protocol` → Call attribution](../bailian-protocol/SKILL.md#call-attribution-mandatory-for-every-agent-bl-command) (bash or PowerShell). One sample for this skill (`BAILIAN_SKILL_NAME=bailian-cli`; replace `codex` with this host):

```bash
BAILIAN_CALLER_TYPE=agent BAILIAN_CALLER_NAME=codex BAILIAN_SKILL_NAME=bailian-cli BAILIAN_SKILL_VERSION=2.5.0 bl text chat --message "Write a poem about spring"
```

> **Family hub** — This skill owns Bailian resource commands and the hub `reference/` (apps, knowledge, usage, auth, config, …).
> Shared protocol → [`../bailian-protocol/SKILL.md`](../bailian-protocol/SKILL.md) (install the full family with `bl skill init`).
> Soft hand-offs by skill name (Read if installed; else `bl … --help` / prompt `bl skill init`): `bailian-gen` (media) · `bailian-finetune` (training) · `bailian-managed-agent` (agents.yaml IaC) · `bailian-sandbox` (Sandbox lifecycle) · `bailian-web-search` (web search routing).
> Do not invoke it for ordinary reasoning, coding, writing, translation, summarization, generic research, or image understanding the host agent can complete directly.
>
> **Install (supported):** `bl skill init`

## Command reference (authoritative)

**Hub-owned commands, flags, usage strings, and examples are documented in:**

- [`reference/index.md`](reference/index.md) — hub quick index, global flags, links by group
- [`reference/<group>.md`](reference/) — per hub top-level command (e.g. [`reference/app.md`](reference/app.md))

Domain skills own their own generated reference trees (soft hand-off — do not require them for hub work):

- `bailian-gen` → `image` / `video` / `speech` / `omni` / `vision` (fallback: `bl image\|video\|speech\|omni\|vision --help`)
- `bailian-finetune` → `dataset` / `finetune` / `deploy` (fallback: `bl dataset\|finetune\|deploy --help`)
- `bailian-managed-agent` → `managed-agent` (fallback: `bl managed-agent --help`)
- `bailian-sandbox` → `sandbox` (fallback: `bl sandbox --help`)
- `bailian-web-search` → web search **routing** (hub still owns `reference/search.md` flags; **must** route via this skill before `bl search web`)

Auto-generated from the CLI source at build time (`pnpm --filter bailian-cli run generate:reference`). Before running an unfamiliar command:

1. Open the owning skill's `reference/index.md` (if that skill is installed) → **Quick index** (or **By group**) to locate the command.
2. Open the matching `reference/<group>.md` for **Usage**, **Flags**, and **Examples**.
3. Run `bl <command> --help` for the same information in the terminal.

Do not guess flags — use the reference files or `--help`.

---

## When to use which command

Use this table only after the decision table in [`bailian-protocol`](../bailian-protocol/SKILL.md#provider-selection-and-consent) has routed the request to `bl` (class 4, or class 2 after the user picks Bailian). Hub-owned intents only — for media / fine-tune / agents.yaml / Sandbox, soft hand-off to the domain skill.

| User intent                                         | Command                                                                                                        | Notes                                                                                                                              |
| --------------------------------------------------- | -------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------- |
| Explicit Bailian model chat / text execution        | `bl text chat`                                                                                                 | Default `qwen3.8-max`                                                                                                              |
| Typed decision model inference                      | `bl decision`                                                                                                  | Workspace endpoint; returns `choice` / `noul` / `score` values and probabilities, not generated text                               |
| Bailian agent / workflow                            | `bl app call`                                                                                                  | Needs `--app-id`                                                                                                                   |
| Find app by name                                    | `bl app list` then `bl app call`                                                                               | Console auth                                                                                                                       |
| Personal memory / Bailian memory resources          | → skill `bailian-memory`                                                                                       | User-enabled personal memory; explicit resource operations use `bl memory --help` as fallback.                                     |
| Bailian knowledge base RAG                          | `bl knowledge search` / `chat`                                                                                 | API key + agent/workspace IDs                                                                                                      |
| Upload a file as a step of a Bailian workflow       | `bl file upload`                                                                                               | When you need `oss://` URL explicitly; not for generic hosting                                                                     |
| Bailian model selection / recommendation            | `bl advisor recommend`                                                                                         | Intent → candidate recall → LLM ranking                                                                                            |
| Bailian model catalog / pricing / params            | `bl model list`                                                                                                | No auth (public catalog); `--model <family>` for detail, `--enrich` for input params                                               |
| Find a model by keyword / modality                  | `bl model search`                                                                                              | Weighted ranking; `--input-modality` / `--output-modality`; offline models hidden by default                                       |
| SDK sample code for calling a model                 | `bl model code`                                                                                                | `--sdk openai\|dashscope`, `--lang`; text output is the snippet alone, safe to redirect                                            |
| Install / list / update / remove registry skills    | `bl skill add` / `list` / `update` / `remove`                                                                  | Bailian skill registry; see [`reference/skill.md`](reference/skill.md)                                                             |
| Bailian MCP marketplace discovery / call            | `bl mcp list` / `tools` / `call`                                                                               | —                                                                                                                                  |
| Register or remove a Bailian MCP in an Agent        | `bl mcp connect` / `disconnect`                                                                                | Codex, Claude Code, Cursor, Qoder, Qoder Work, QwenWork, Qwen Code, Gemini, OpenCode, OpenClaw, DeepSeek Harness, ZCode, WorkBuddy |
| Bailian pipeline workflow (a step in a bl flow)     | `bl pipeline run` / `validate`                                                                                 | JSON/YAML workflow definitions                                                                                                     |
| Bailian rate limits / quota                         | `bl quota list` / `check` / `request`                                                                          | Console auth; class 2 — ask which product first if unnamed                                                                         |
| Bailian free tier / usage stats                     | `bl usage free` / `stats` / `freetier`                                                                         | Console auth; class 2 — ask which product first if unnamed                                                                         |
| Bailian Token Plan quota usage                      | `bl usage token-plan`                                                                                          | Console auth; class 2 — ask which product first if unnamed                                                                         |
| Token Plan harness entitlement quota                | `bl token-plan harness-quota`                                                                                  | Console auth; issued quota usage + still-issuing harnesses                                                                         |
| Bailian Coding Plan quota usage                     | `bl usage coding-plan`                                                                                         | Console auth; class 2 — ask which product first if unnamed                                                                         |
| Model monitoring (calls, latency, errors, delivery) | `bl monitor overview` / `models` / `metrics` / `errors` / `delivery *`                                         | Console auth; see [`reference/monitor.md`](reference/monitor.md)                                                                   |
| Model call logs / traces                            | `bl log audit *` / `bl log inference *` / `bl log status` / `bl log trace *`                                   | Console auth; audit and inference logs have separate APIs and switches; see [`reference/log.md`](reference/log.md)                 |
| Model alert rules / templates / history             | `bl alert list` / `create` / `update` / `delete` / `enable` / `disable` / `history` / `metrics` / `template *` | Console auth; contacts are managed in the CloudMonitor console; see [`reference/alert.md`](reference/alert.md)                     |
| Console API (advanced)                              | `bl console call`                                                                                              | Console auth                                                                                                                       |
| Bailian workspace listing                           | `bl workspace list`                                                                                            | Console auth                                                                                                                       |
| Switch CLI Help / Quick Start language              | `bl config set --key language --value zh-CN`                                                                   | Use `en-US` to switch back; follows the active config profile                                                                      |
| Image / video / speech / omni / vision              | → skill `bailian-gen`                                                                                          | Fallback: `bl image\|video\|speech\|omni\|vision --help`                                                                           |
| Dataset / fine-tune / deploy                        | → skill `bailian-finetune`                                                                                     | Fallback: `bl dataset\|finetune\|deploy --help`                                                                                    |
| agents.yaml IaC / managed-agent sessions            | → skill `bailian-managed-agent`                                                                                | Fallback: `bl managed-agent --help`; `apply`/`destroy` need `--yes` after `plan`                                                   |
| Bailian Sandbox instance / template lifecycle       | → skill `bailian-sandbox`                                                                                      | Fallback: `bl sandbox --help`                                                                                                      |
| Web search (model-aware routing)                    | → skill `bailian-web-search`                                                                                   | Token Plan vs MCP path + fallback; fallback: `bl search web --help`                                                                |

Flags, usage, and examples: see hub [`reference/`](reference/index.md) or `bl <command> --help` — do not guess flags. Domain command details live in the owning skill's `reference/`. Examples in `reference/` stay bare; wrap with Call attribution when running.

---

## Quick examples

```bash
bl text chat --message "Write a poem about spring in Chinese"
bl decision --workspace-id <id> --state "Is this requesting a refund?" --questions '{"refund":{"type":"noul"}}'
bl app list --output json
bl app call --app-id <code> --prompt "Hello"
bl usage stats
bl model list --model qwen
```

More examples per command: see `reference/<group>.md` (e.g. [`reference/text.md`](reference/text.md), [`reference/app.md`](reference/app.md)).

---

## Agent workflows

### Find and call an app

1. `bl app list --name <keyword> --output json`
2. Pick `code` (app ID); handle `user_prompt_params` via `--biz-params '{"key":"value"}'`
3. `bl app call --app-id <code> --prompt "..."`

### Command metadata for agents

Use the owning skill's [`reference/index.md`](reference/index.md) (or sibling skill reference trees), the matching `reference/<group>.md`,
and `bl <command> --help` as the command schema surface. Do not call removed
schema-export commands.

---

## Routing reminders

- Image/video/audio generation or editing → skill `bailian-gen` (class 3 consent from `bailian-protocol`). Fine-tuning / datasets / deployments → `bailian-finetune`. agents.yaml IaC → `bailian-managed-agent`. Soft hand-off: Read sibling skill if installed; else `bl … --help` or prompt `bl skill init`. Image understanding the host agent can do → host-first; use `bl vision` / `bl omni` only when the user names a Bailian model or the media (video/audio files) exceeds host capability.
- Web search inside a Bailian workflow → skill `bailian-web-search` (model-aware routing: Token Plan → model-native search; default → `bl search web`; MCP failure → fall back once). Generic web research the host can do stays host-first — do not bounce it through `bl`.
- Answer ordinary reasoning, coding, writing, translation, summarization, and generic research with the host agent's native capabilities; do not bounce them through `bl text chat` or `bl search web`.
- Usage / quota / credits questions that do not name a product → ask which product (Bailian or another AI service) first; run `bl usage` / `bl quota` only after the user picks Bailian or Bailian context is already established.
- Personal recall, new long-term personal facts, and "remember this" requests → read `bailian-memory` if installed to check enablement, including first-use onboarding. Once enabled, use it for authorized personal recall/extraction; installation alone does not authorize cloud uploads. If unavailable or declined, respect the user’s host-memory choice. Explicit Bailian memory resource operations also route to `bailian-memory`.
- `bl file upload` and `bl pipeline run` are steps inside a Bailian workflow; do not use them to capture generic "upload this file" or "run a pipeline" requests.
- For `risk: high` commands or `requires_confirmation`, follow the shared protocol; never add `--yes` automatically.
- `bl managed-agent apply` / `destroy` have an additional domain rule: run `plan` first and show the diff before asking for confirmation.
- When a matched `bl` command accepts a file URL, pass local paths directly; never require the user to host the file first.
- Console login → use `bl auth login --console` for China; add `--console-site international` for the international site. It may create an ordinary API Key. Token Plan and other subscription plans must use `bl auth login --api-key <key>`. See [`../bailian-protocol/assets/setup.md`](../bailian-protocol/assets/setup.md#authentication).