Agent skill

Aliyun Qwen Rerank

A skill your agent uses when reranking search candidates is needed with Alibaba Cloud Model Studio rerank models, including hybrid retrieval, top-k refinement, and multilingual relevance sorting.

MITAuto-check passedAI & LLM Engineering

Install Aliyun Qwen Rerank

skills CLI

$ npx skills add cinience/alicloud-skills --skill aliyun-qwen-rerank -a claude-code

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

GitHub CLI

$ gh skill install cinience/alicloud-skills aliyun-qwen-rerank --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/cinience/alicloud-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ai/search/aliyun-qwen-rerank .claude/skills/aliyun-qwen-rerank && 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/

Paste into Claude Code

Install the "aliyun-qwen-rerank" agent skill from https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-qwen-rerank into .claude/skills/aliyun-qwen-rerank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aliyun-qwen-rerank", 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

$skill-installer install https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-qwen-rerank

Type 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.

skills CLI

$ npx skills add cinience/alicloud-skills --skill aliyun-qwen-rerank -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install cinience/alicloud-skills aliyun-qwen-rerank --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/cinience/alicloud-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ai/search/aliyun-qwen-rerank .agents/skills/aliyun-qwen-rerank && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "aliyun-qwen-rerank" agent skill from https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-qwen-rerank into .agents/skills/aliyun-qwen-rerank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aliyun-qwen-rerank", 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.

skills CLI

$ npx skills add cinience/alicloud-skills --skill aliyun-qwen-rerank -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install cinience/alicloud-skills aliyun-qwen-rerank --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/cinience/alicloud-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ai/search/aliyun-qwen-rerank .cursor/skills/aliyun-qwen-rerank && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "aliyun-qwen-rerank" agent skill from https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-qwen-rerank into .cursor/skills/aliyun-qwen-rerank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aliyun-qwen-rerank", 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

$ gemini skills install https://github.com/cinience/alicloud-skills.git --path skills/ai/search/aliyun-qwen-rerank

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add cinience/alicloud-skills --skill aliyun-qwen-rerank -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install cinience/alicloud-skills aliyun-qwen-rerank --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/cinience/alicloud-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ai/search/aliyun-qwen-rerank .gemini/skills/aliyun-qwen-rerank && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "aliyun-qwen-rerank" agent skill from https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-qwen-rerank into .gemini/skills/aliyun-qwen-rerank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aliyun-qwen-rerank", 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.

GitHub CLI

$ gh skill install cinience/alicloud-skills aliyun-qwen-rerank

Installs 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).

skills CLI

$ npx skills add cinience/alicloud-skills --skill aliyun-qwen-rerank -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/cinience/alicloud-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ai/search/aliyun-qwen-rerank .github/skills/aliyun-qwen-rerank && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "aliyun-qwen-rerank" agent skill from https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-qwen-rerank into .github/skills/aliyun-qwen-rerank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aliyun-qwen-rerank", 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.

skills CLI

$ npx skills add cinience/alicloud-skills --skill aliyun-qwen-rerank -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install cinience/alicloud-skills aliyun-qwen-rerank --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/cinience/alicloud-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ai/search/aliyun-qwen-rerank .opencode/skills/aliyun-qwen-rerank && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "aliyun-qwen-rerank" agent skill from https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-qwen-rerank into .opencode/skills/aliyun-qwen-rerank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aliyun-qwen-rerank", 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.

Facts

Skill name: aliyun-qwen-rerank
GitHub stars: 397
Token cost: ~291 tokens
SKILL.md length: 50 words
Files: 4 (incl. scripts, references)
Skills in repo: 96
Repo updated: Aug 11, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

A skill your agent uses when reranking search candidates is needed with Alibaba Cloud Model Studio rerank models, including hybrid retrieval, top-k refinement, and multilingual relevance sorting.

Reranking search candidates is needed with Alibaba Cloud Model Studio rerank models
SKILL.md covers Validation, Critical model names, Quick start and Notes, plus 1 more section
Runs Python scripts from its folder; calls python
Including hybrid retrieval

What it does

Aliyun Qwen Rerank is an agent skill from cinience/alicloud-skills. Use when reranking search candidates is needed with Alibaba Cloud Model Studio rerank models, including hybrid retrieval, top-k refinement, and multilingual relevance sorting.

Its SKILL.md is about 290 tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/sources.md` and `scripts/prepare_rerank_request.py`).

It sits in AI & LLM Engineering, covering Retrieval-augmented generation. It works with Alibaba Cloud and Qwen. The repository describes itself as: alibaba cloud skills，qwen ，wan and all skills. The licence is MIT.

When your agent uses it

Reranking search candidates is needed with Alibaba Cloud Model Studio rerank models
Including hybrid retrieval
Top-k refinement
Multilingual relevance sorting

Example prompts

“/aliyun-qwen-rerank”

Requirements

Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 1818263. 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 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
- python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Aliyun Qwen Rerank loads about 291 tokens when it runs, and up to ~323 if it reads all its reference files. Until then it costs about 49 tokens; SKILL.md has 50 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~49
When it runs · the whole SKILL.md, loaded when a task matches: ~291
With references · SKILL.md plus every file in references/, read only if the agent opens them: ~323

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 passed

The automated check found no risky patterns in SKILL.md.

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 cinience/alicloud-skills at commit 1818263, republished under its MIT licence (© cinience). 50 words, ~291 tokens.

Download SKILL.mdSave it as .claude/skills/aliyun-qwen-rerank/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.

name: aliyun-qwen-rerank
description: Use when reranking search candidates is needed with Alibaba Cloud Model Studio rerank models, including hybrid retrieval, top-k refinement, and multilingual relevance sorting.
version: 1.0.0

Category: provider

Model Studio Rerank

Validation

bash

mkdir -p output/aliyun-qwen-rerank
python -m py_compile skills/ai/search/aliyun-qwen-rerank/scripts/prepare_rerank_request.py && echo "py_compile_ok" > output/aliyun-qwen-rerank/validate.txt

Pass criteria: command exits 0 and output/aliyun-qwen-rerank/validate.txt is generated.

Critical model names

Use one of these exact model strings:

gte-rerank-v2
gte-rerank
gte-multilingual-rerank
qwen3-reranker-8b
qwen3-reranker-4b
qwen3-reranker-0.6b

Quick start

bash

python skills/ai/search/aliyun-qwen-rerank/scripts/prepare_rerank_request.py \
  --query "cloud vector database" \
  --output output/aliyun-qwen-rerank/request.json

Notes

Use after embedding/vector retrieval to reorder candidates.
Prefer multilingual rerankers when query/document languages differ.

References

references/sources.md

Files

SKILL.md and 3 other files (scripts, references) in skills/ai/search/aliyun-qwen-rerank of cinience/alicloud-skills.

SKILL.md
agents/openai.yaml
references/sources.md
scripts/prepare_rerank_request.py

Open the folder on GitHubat commit 1818263

Compare with similar skills

Aliyun Qwen Rerank 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.

Aliyun Qwen Rerank compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Aliyun Qwen Rerank this skillcinience/alicloud-skills	397	—	~291	Automated safety check: Pass	MIT	2 mo ago
Bilibili RAG Localvia007/bilibili-rag	1.3k	—	~326	Automated safety check: Pass	Apache-2.0	14 days ago
Bailian Knowledge Base Managermodelstudioai/cli	542	—	~1.5k	Automated safety check: Pass	Apache-2.0	2 days ago
Local AI Agentsmicrosoft/ai-agents-for-beginners	77k	—	~1.3k	Automated safety check: Pass	MIT	yesterday
Local AI Agentsmicrosoft/ai-agents-for-beginners	77k	—	~1.4k	Automated safety check: Pass	MIT	yesterday
Local AI Agentsmicrosoft/ai-agents-for-beginners	77k	—	~1.7k	Automated safety check: Pass	MIT	yesterday

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Works with

Questions about Aliyun Qwen Rerank

What does Aliyun Qwen Rerank do?

A skill your agent uses when reranking search candidates is needed with Alibaba Cloud Model Studio rerank models, including hybrid retrieval, top-k refinement, and multilingual relevance sorting. Aliyun Qwen Rerank is an agent skill from cinience/alicloud-skills. Use when reranking search candidates is needed with Alibaba Cloud Model Studio rerank models, including hybrid retrieval, top-k refinement, and multilingual relevance sorting.

When should I use Aliyun Qwen Rerank?

Aliyun Qwen Rerank fits situations like: reranking search candidates is needed with Alibaba Cloud Model Studio rerank models; including hybrid retrieval; top-k refinement; multilingual relevance sorting.

How do I install Aliyun Qwen Rerank in Claude Code?

Run `npx skills add cinience/alicloud-skills --skill aliyun-qwen-rerank -a claude-code`. Or copy the skill folder (skills/ai/search/aliyun-qwen-rerank in cinience/alicloud-skills) into .claude/skills/aliyun-qwen-rerank in your project. Claude Code loads it when a task matches its description.

How do I install Aliyun Qwen Rerank in Codex?

Run `npx skills add cinience/alicloud-skills --skill aliyun-qwen-rerank -a codex`. Or copy the skill folder (skills/ai/search/aliyun-qwen-rerank in cinience/alicloud-skills) into .agents/skills/aliyun-qwen-rerank in your project. Codex loads it when a task matches its description.

Can I use Aliyun Qwen Rerank 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 cinience/alicloud-skills --skill aliyun-qwen-rerank -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aliyun-qwen-rerank, .gemini/skills/aliyun-qwen-rerank, .github/skills/aliyun-qwen-rerank and .opencode/skills/aliyun-qwen-rerank in your project.

What does Aliyun Qwen Rerank need to run?

Going by SKILL.md and its folder, Aliyun Qwen Rerank needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.

Does Aliyun Qwen Rerank access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Aliyun Qwen Rerank safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. 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 Aliyun Qwen Rerank use?

Aliyun Qwen Rerank is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Aliyun Qwen Rerank use?

About 291 tokens (SKILL.md is roughly 1.2k 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 32 tokens, read only when the agent opens those files.

What are the alternatives to Aliyun Qwen Rerank?

Skills that share tags, products or a category with Aliyun Qwen Rerank: Bilibili RAG Local (via007/bilibili-rag, 1.3k stars), Bailian Knowledge Base Manager (modelstudioai/cli, 542 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 Aliyun Qwen Rerank?

cinience (a GitHub user) maintains it in cinience/alicloud-skills, which has 397 GitHub stars. The repository holds 96 skills in this directory. The repository was last updated on August 11, 2026.

Source: cinience/alicloud-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Aliyun Qwen Rerank

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Model Studio Rerank

Validation

Critical model names

Quick start

Notes

References

Files

Compare with similar skills

Similar skills

More from cinience/alicloud-skills

Related

Questions about Aliyun Qwen Rerank