Agent skill

Qianwen Text

by QianWen-AI in QianWen-AI/qianwen-ai

Generate text, have conversations, write code, reason, and call functions with Qwen models.

Apache-2.0Auto-check: notesAI & LLM Engineering

Install Qianwen Text

skills CLI
$ npx skills add QianWen-AI/qianwen-ai --skill qianwen-text -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install QianWen-AI/qianwen-ai qianwen-text --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/QianWen-AI/qianwen-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/text/qianwen-text .claude/skills/qianwen-text && rm -rf skills-src

Use ~/.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/

Facts

Skill name
qianwen-text
GitHub stars
105
Token cost
~4.7k tokens
SKILL.md length
1,665 words
Files
12 (incl. scripts, references)
Skills in repo
11
Repo updated
First seen
Licence
Apache-2.0

At a glance

Generate text, have conversations, write code, reason, and call functions with Qwen models.

  • Works in 3 steps: User specified a model → use directly. → Consult the qianwen-model-selector skill… → No signal, clear task → use the default…
  • : user asks to chat with Qwen
  • SKILL.md covers Skill directory, Security, Key Compatibility and Model Selection, plus 7 more sections
  • Runs Python scripts from its folder; calls python3, python and pip; reaches qianwenai.com; needs DASHSCOPE_API_KEY and QIANWEN_API_KEY

What it does

Qianwen Text is an agent skill from QianWen-AI/qianwen-ai. Generate text, have conversations, write code, reason, and call functions with Qwen models. TRIGGER when: user asks to chat with Qwen, generate text, write code with Qwen, use Qwen function calling, or explicitly invokes this skill by name (e.g. use qianwen-text). DO NOT TRIGGER when: general coding questions without Qwen, non-Qwen AI model usage (OpenAI, Gemini, etc.), image/video understanding (use qianwen-vision), image/video/audio generation.

Its SKILL.md is about 4.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 16 other files, including scripts and reference files (for example `cdn/config/qianwen-text-config.json`, `cdn/config/qianwen-token-plan-config.json` and `cdn/references/qianwen-text-models.md`). Compatibility notes: Requires Python 3.9+ and curl. Cursor: auto-loaded. Claude Code: read this skill's SKILL.md before first use.

It sits in AI & LLM Engineering, covering Structured output and tool calling, Computer vision and Music and audio generation. It works with Qwen and OpenAI. The repository describes itself as: 将 QianWen 的全套 AI 技能折叠进你的 Agent 里,你提需求就行。 The licence is Apache-2.0.

When your agent uses it

  • : user asks to chat with Qwen
  • Write code with Qwen
  • Use Qwen function calling
  • Explicitly invokes this skill by name (e.g

Example prompts

  • “/qianwen-text”

Requirements

  • Python 3
  • A credential in DASHSCOPE_API_KEY
  • A credential in QIANWEN_API_KEY
  • Compatibility (from SKILL.md): Requires Python 3.9+ and curl. Cursor: auto-loaded. Claude Code: read this skill's SKILL.md before first use.

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. User specified a model → use directly.
  2. Consult the qianwen-model-selector skill when model choice depends on requirement, scenario, or pricing.
  3. No signal, clear task → use the default from the model catalog. For strongest reasoning/coding, use its recommended high-capability option.

What it can do on your machine

Read from SKILL.md and the folder at commit 11b1805. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    Ships 3 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3
    • python
    • pip
    • npx

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • qianwenai.com

    Also links to:

    • platform.qianwenai.com
    • alioth.alicdn.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • DASHSCOPE_API_KEY
    • QIANWEN_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Requires Python 3.9+ and curl. Cursor: auto-loaded. Claude Code: read this skill's SKILL.md before first use.

    From compatibility in the SKILL.md frontmatter.

Context cost

Qianwen Text loads about 4.7k tokens when it runs, and up to ~8.6k if it reads all its reference files. Until then it costs about 116 tokens; SKILL.md has 1,665 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~116
When it runs · the whole SKILL.md, loaded when a task matches
~4.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~8.6k

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.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NoteMentions a .env fileSKILL.md:29
    er the value. Never display contents of `.env` or config
  • NoteMentions a .env fileSKILL.md:32
    e it directly.** Instead, help create a `.env` file with a placeholder (`DASHSCOPE_API_KEY=sk-your-key-here`) and instru
  • NoteMentions a .env fileSKILL.md:80
    DASHSCOPE_API_KEY`/`QIANWEN_API_KEY` in `.env`. Skills may be installed independently.
  • NoteMentions a .env fileSKILL.md:154
    rm.qianwenai.com/home/api-keys); add to `.env`: `echo 'DASHSCOPE_API_KEY=sk-...' >> .env`; or run **qianwen-ops-auth** i

Automated 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); the scripts in this folder are not scanned.

SKILL.md

The full file from QianWen-AI/qianwen-ai at commit 11b1805, republished under its Apache-2.0 licence (© QianWen-AI). 1,665 words, ~4,688 tokens.

Download SKILL.mdSave it as .claude/skills/qianwen-text/SKILL.md (or your agent's skills folder). This skill also uses 11 other files; get the full folder from GitHub.
name
qianwen-text
description
Generate text, have conversations, write code, reason, and call functions with Qwen models. TRIGGER when: user asks to chat with Qwen, generate text, write code with Qwen, use Qwen function calling, or explicitly invokes this skill by name (e.g. use qianwen-text). DO NOT TRIGGER when: general coding questions without Qwen, non-Qwen AI model usage (OpenAI, Gemini, etc.), image/video understanding (use qianwen-vision), image/video/audio generation.
compatibility
Requires Python 3.9+ and curl. Cursor: auto-loaded. Claude Code: read this skill's SKILL.md before first use.

Qwen Text Chat (OpenAI-Compatible)

Generate text, conduct conversations, write code, and invoke tools using Qwen models through the OpenAI-compatible API. This skill is part of QianWen-AI/qianwen-ai.

Skill directory

Use this skill's internal files to execute and learn. Load reference files on demand when the default path fails or you need details.

LocationPurpose
scripts/text.pyDefault execution — chat/completions request, streaming, output save
references/execution-guide.mdFallback: curl, Python SDK, function calling, thinking mode
references/api-guide.mdAPI supplement and full code examples
references/prompt-guide.mdPrompt engineering: CO-STAR framework, CoT, few-shot, task steps
references/sources.mdOfficial documentation URLs (manual lookup only)

Security

NEVER output any API key or credential in plaintext. Always use variable references ($DASHSCOPE_API_KEY in shell, os.environ["DASHSCOPE_API_KEY"] in Python). Any check or detection of credentials must be non-plaintext: report only status (e.g. "set" / "not set", "valid" / "invalid"), never the value. Never display contents of .env or config files that may contain secrets.

When the API key is not configured, NEVER ask the user to provide it directly. Instead, help create a .env file with a placeholder (DASHSCOPE_API_KEY=sk-your-key-here) and instruct the user to replace it with their actual key from the QianWen Console. Only write the actual key value if the user explicitly requests it.

Key Compatibility

Both PAYG (sk-ws-...; legacy sk-...) and Token Plan (sk-sp-...) keys are supported. Detect the API key type without exposing the Key:

bash
python3 -c "
import sys; sys.path.insert(0, 'scripts')
from qianwen_lib import detect_api_key_type
print(detect_api_key_type('scripts/qianwen_lib.py'))
"
OutputMeaning
token-planToken Plan key — use only models from the Token Plan catalog below.
paygPay-as-you-go key — full model catalog available.
not-setNo key configured.

For Token Plan, fetch and read the current Token Plan model catalog, then use an exact listed model. If CDN access fails, use the local fallback.

Token Plan supports only specific models — use exactly a model from the references above; do not guess or probe model availability. For PAYG, continue below.

Model Selection

Before selecting, recommending, or defaulting a model, fetch and read the current Qwen text model catalog. It contains the model list, basic model information, recommendations, and default model. If CDN access fails, use the local fallback.

  1. User specified a model → use directly.
  2. Consult the qianwen-model-selector skill when model choice depends on requirement, scenario, or pricing.
  3. No signal, clear task → use the default from the model catalog. For strongest reasoning/coding, use its recommended high-capability option.

⚠️ Important: The model catalog is a point-in-time snapshot and may be outdated. Model availability changes frequently. Always check the official model list for the authoritative, up-to-date catalog before making model decisions.

Model details: For more information about a specific model, direct the user to https://www.qianwenai.com/models/<model-name>. Replace <model-name> with the exact model ID; never modify or guess it.

Dynamic model queries: If the qianwen-model-selector skill or QianWen CLI (qianwen models info <model>) is available, use it for real-time model data. CLI requires authentication — see the qianwen-usage skill for login flow.

Execution

Prerequisites
  • API Key: Use the non-plaintext detector in Key Compatibility; do not replace it with a variable-presence check. If no Key is found, use qianwen-ops-auth when available or guide the user to configure DASHSCOPE_API_KEY/QIANWEN_API_KEY in .env. Skills may be installed independently.
  • Python 3.9+ (stdlib only, no pip install needed for script execution)
Environment Check

Before first execution, verify Python is available:

bash
python3 --version  # must be 3.9+

If python3 is not found, try python --version or py -3 --version. If Python is unavailable or below 3.9, skip to * Path 2 (curl)* in execution-guide.md.

Default: Run Script

Script path: Scripts are in the scripts/ subdirectory of this skill's directory (the directory containing this SKILL.md). You MUST first locate this skill's installation directory, then ALWAYS use the full absolute path to execute scripts. Do NOT assume scripts are in the current working directory. Do NOT use cd to switch directories before execution.

Execution note: Run all scripts in the foreground — wait for stdout; do not background.

Discovery: Run python3 <this-skill-dir>/scripts/text.py --help first to see all available arguments.

bash
python3 <this-skill-dir>/scripts/text.py \
  --request '{"messages":[{"role":"user","content":"Hello!"}],"model":"qwen3.7-plus"}' \
  --output output/qianwen-text/ --print-response

For streaming (recommended for interactive use):

bash
python3 <this-skill-dir>/scripts/text.py \
  --request '{"messages":[{"role":"user","content":"Write a poem about the sea"}],"model":"qwen3.7-plus"}' \
  --stream --print-response
ArgumentDescription
--request '{...}'JSON request body
--file path.jsonLoad request from file (alternative to --request)
--streamEnable streaming output
--output pathSave response JSON to path (file if .json suffix, otherwise directory); use distinct filenames across calls to avoid overwriting
--print-responsePrint response to stdout
--model IDOverride model (also settable in request JSON)

Model priority: --model CLI flag > "model" field in --request JSON > built-in default.

Verify Result
  • Exit code 0 + output contains valid JSON with choices field → success
  • Non-zero exit, HTTP error, empty response, or JSON with "code"/"message" error → fail
  • If agent cannot read exit codes, scan output for error patterns (Error, Traceback, 401, 403)
  • Post-execution check: When --output is used, verify the response JSON file exists and contains choices
  • MANDATORY — stderr signal check: After confirming the result, scan the command's stderr output for [ACTION_REQUIRED] or [UPDATE_AVAILABLE]. If either signal is present, you MUST follow the instructions in Update Check below before responding to the user.
On Failure

If the script fails, match the error output against the diagnostic table below to determine the resolution. If no match, read execution-guide.md for alternative paths: curl commands (Path 2), Python SDK code generation (Path 3), and autonomous resolution (Path 5).

If Python is not available at all → skip directly to Path 2 (curl) in execution-guide.md.

Error PatternDiagnosisResolution
command not found: python3Python not on PATHTry python or py -3; install Python 3.9+ if missing
Python 3.9+ requiredScript version check failedUpgrade Python to 3.9+
SyntaxError near type hintsPython < 3.9Upgrade Python to 3.9+
QIANWEN_API_KEY/DASHSCOPE_API_KEY not foundMissing API keyObtain key from QianWen Console; add to .env: echo 'DASHSCOPE_API_KEY=sk-...' >> .env; or run qianwen-ops-auth if available
HTTP 401Invalid or mismatched keyRun qianwen-ops-auth (non-plaintext check only); verify key is valid
SSL: CERTIFICATE_VERIFY_FAILEDSSL cert issue (proxy/corporate)macOS: run Install Certificates.command; else set SSL_CERT_FILE env var
URLError / ConnectionErrorNetwork unreachableCheck internet; set HTTPS_PROXY if behind proxy
HTTP 429Rate limitedWait and retry with backoff
HTTP 5xxServer errorRetry with backoff
PermissionErrorCan't write outputUse --output to specify writable directory

Quick Reference

Show full SKILL.md (675 more words)Show less
Request Fields
FieldTypeDescription
prompt / messagesstring | arrayUser input or message list
modelstringModel ID (e.g. qwen3.7-plus)
systemstringSystem prompt (optional)
temperaturefloat0–2, controls randomness
max_tokensintMax output tokens
toolsarrayFunction definitions for tool calling
streamboolEnable streaming (recommended for interactive use)
enable_thinkingboolEnable thinking mode. Model defaults vary; check the model catalog above before overriding them. Adds latency for real-time tasks.
Response Fields
FieldDescription
textGenerated text content
modelModel used
usageToken usage (prompt_tokens, completion_tokens)
tool_callsFunction call requests (if tools used)

Advanced Features

These are API-level features supported through request parameters. All use the same chat/completions endpoint.

FeatureHow to EnableNotes
Structured outputresponse_format: {"type": "json_schema", "json_schema": {...}}Force JSON output conforming to schema
Web searchenable_search: trueReal-time web search augmented responses
Deep thinkingenable_thinking: trueExtended reasoning; only when user requests it
Function callingtools: [...]Define functions for tool use
Context cacheAutomatic for repeated prefixes; or explicit session-basedReduces cost for repeated context
Partial modeLast message: {"role": "assistant", "content": "prefix…", "partial": true}Continue/complete a prefix
Batch inferenceAsync batch API with JSONL input50% cost discount

For detailed usage of each feature, see api-guide.md and sources.md.

Error Handling

ErrorCauseAction
401 UnauthorizedInvalid or missing API keyRun qianwen-ops-auth if available; else prompt user to set key (non-plaintext check only)
429 Too Many RequestsRate limit exceededRetry with backoff
500 / 502 / 503Server errorRetry; check status page
Invalid modelModel ID not foundVerify the ID against the model catalog above
Invalid parameterBad request bodyValidate JSON and field types
TypeError: ...proxiesopenai SDK vs httpx incompatibilitypip install --upgrade openai (>=1.55.0); or use script (pure stdlib)

Usage & billing: Use the qianwen-usage skill to check usage, free tier quota, and billing directly. Alternatively, the user can visit the QianWen console: Usage Analytics | Pay-as-you-go Billing | Token Plan Subscription

NEVER fabricate, guess, or construct usage/billing/console URLs. Only provide the exact links listed in this skill. If a URL is not listed here, do not invent one.

Output Location

Prefer the current working directory for all outputs. Default subdirectory when --output is used: ./output/qianwen-text/.

Write prohibition: NEVER write output files into this skill's installation directory or any skills/ hierarchy. All generated content must go to output/ under the current working directory or a user-specified path.

Update Check (MANDATORY Post-Execution)

After script execution, check stderr for action signals. The script automatically detects update status and emits structured signals. You MUST act on them. This section also applies when the user explicitly asks to check for updates.

Signal: [ACTION_REQUIRED] qianwen-update-check skill is not installed

When stderr contains this signal, you MUST present the following options to the user and wait for their response before proceeding. Do NOT silently skip this.

The update-check skill is not installed. It keeps you informed about new QianWen-AI/qianwen-ai features and bug fixes.

  1. Install now — I'll run the install command for you
  2. Skip for now — do nothing this time
  3. Never remind me — permanently suppress this prompt

After the user responds:

  • User chooses 1 → run: npx skills add QianWen-AI/qianwen-ai --skill qianwen-update-check -y, then run: python3 <this-skill-scripts-dir>/gossamer.py --dismiss
  • User chooses 2 → run: python3 <this-skill-scripts-dir>/gossamer.py --dismiss, then continue normally
  • User chooses 3 → run: python3 <this-skill-scripts-dir>/gossamer.py --never-install, then continue normally
Signal: [UPDATE_AVAILABLE]

When stderr contains this signal, you MUST append a brief update notice to your response, including the version info and the update command shown in the stderr output.

No signal in stderr

If stderr contains neither [ACTION_REQUIRED] nor [UPDATE_AVAILABLE], no action is needed — the skill is installed and up to date (or cached within 24h).

Explicit user request

When the user explicitly asks to check for updates (e.g. "check for updates", "check version"):

  1. Look for qianwen-update-check/SKILL.md in sibling skill directories.
  2. If found — run: python3 <qianwen-update-check-dir>/scripts/check_update.py --print-response and report the result.
  3. If not found — present the install options above.

References

  • execution-guide.md — Fallback paths (curl, SDK, autonomous), function calling, thinking mode
  • api-guide.md — API supplementary guide with full code examples
  • sources.md — Official documentation URLs

© QianWen-AI, 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

Files

SKILL.md and 11 other files (scripts, references) in skills/text/qianwen-text of QianWen-AI/qianwen-ai.

  • SKILL.md
  • cdn/config/qianwen-text-config.json
  • cdn/config/qianwen-token-plan-config.json
  • cdn/references/qianwen-text-models.md
  • cdn/references/qianwen-token-plan-models.md
  • references/api-guide.md
  • references/execution-guide.md
  • references/prompt-guide.md
  • references/sources.md
  • scripts/gossamer.py
  • scripts/qianwen_lib.py
  • scripts/text.py

Open the folder on GitHubat commit 11b1805

Compare with similar skills

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Works with

Questions about Qianwen Text

What does Qianwen Text do?

Generate text, have conversations, write code, reason, and call functions with Qwen models. Qianwen Text is an agent skill from QianWen-AI/qianwen-ai. Generate text, have conversations, write code, reason, and call functions with Qwen models.

When should I use Qianwen Text?

Qianwen Text fits situations like: : user asks to chat with Qwen; write code with Qwen; use Qwen function calling; explicitly invokes this skill by name (e.g.

How do I install Qianwen Text in Claude Code?

Run `npx skills add QianWen-AI/qianwen-ai --skill qianwen-text -a claude-code`. Or copy the skill folder (skills/text/qianwen-text in QianWen-AI/qianwen-ai) into .claude/skills/qianwen-text in your project. Claude Code loads it when a task matches its description.

How do I install Qianwen Text in Codex?

Run `npx skills add QianWen-AI/qianwen-ai --skill qianwen-text -a codex`. Or copy the skill folder (skills/text/qianwen-text in QianWen-AI/qianwen-ai) into .agents/skills/qianwen-text in your project. Codex loads it when a task matches its description.

Can I use Qianwen Text in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add QianWen-AI/qianwen-ai --skill qianwen-text -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qianwen-text, .gemini/skills/qianwen-text, .github/skills/qianwen-text and .opencode/skills/qianwen-text in your project.

What does Qianwen Text need to run?

Going by SKILL.md and its folder, Qianwen Text needs Python for the scripts in its folder, the command-line tools its instructions call (python3, python, pip and npx) and credentials named DASHSCOPE_API_KEY and QIANWEN_API_KEY. Our summary lists: Python 3; A credential in DASHSCOPE_API_KEY; A credential in QIANWEN_API_KEY. Compatibility (from SKILL.md): Requires Python 3.9+ and curl. Cursor: auto-loaded. Claude Code: read this skill's SKILL.md before first use..

Does Qianwen Text access the network?

SKILL.md names 3 domains. In commands or code: qianwenai.com; the agent is likely to contact it when it follows the instructions. As links in the text: platform.qianwenai.com and alioth.alicdn.com. This is read from the text; nothing was executed.

Is Qianwen Text safe to install?

Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Qianwen Text use?

Qianwen Text 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.

How many tokens does Qianwen Text use?

About 4.7k tokens (SKILL.md is roughly 19k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.9k tokens, read only when the agent opens those files.

What are the alternatives to Qianwen Text?

Skills that share tags, products or a category with Qianwen Text: Vision (xiincs/claude-code-vision-skill, 170 stars), Vllm (Prism-Shadow/penguin-harness, 2.5k stars), Local AI Agents (microsoft/ai-agents-for-beginners, 77k stars) and Local AI Agents (microsoft/ai-agents-for-beginners, 77k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Qianwen Text?

QianWen-AI (a GitHub organization) maintains it in QianWen-AI/qianwen-ai, which has 105 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 10, 2026.

Source: QianWen-AI/qianwen-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.