Agent skill

Aliyun Opensearch Search

A skill your agent uses when working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches.

MITAuto-check passedAI & LLM Engineering

Install Aliyun Opensearch Search

skills CLI

$ npx skills add cinience/alicloud-skills --skill aliyun-opensearch-search -a claude-code

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

GitHub CLI

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

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-opensearch-search -a codex

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

GitHub CLI

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

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

GitHub CLI

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

--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-opensearch-search -a gemini-cli

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

GitHub CLI

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

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-opensearch-search -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-opensearch-search .github/skills/aliyun-opensearch-search && 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-opensearch-search" agent skill from https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-opensearch-search into .github/skills/aliyun-opensearch-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aliyun-opensearch-search", 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-opensearch-search -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-opensearch-search --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-opensearch-search .opencode/skills/aliyun-opensearch-search && 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-opensearch-search" agent skill from https://github.com/cinience/alicloud-skills/tree/main/skills/ai/search/aliyun-opensearch-search into .opencode/skills/aliyun-opensearch-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aliyun-opensearch-search", 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-opensearch-search
GitHub stars: 397
Token cost: ~1.1k tokens
SKILL.md length: 240 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 working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches.

Works in 4 steps: Confirm user intent, region,… → Run one minimal read-only query first to… → Execute the target operation with… → …
Working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches
SKILL.md covers Prerequisites, Quickstart (push + search), Script quickstart and SQL-style search, plus 6 more sections
Runs Python scripts from its folder; calls python3 and python; needs OPENSEARCH_PASSWORD

What it does

Aliyun Opensearch Search is an agent skill from cinience/alicloud-skills. Use when working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches. Ideal for RAG and vector retrieval pipelines in Claude Code/Codex.

Its SKILL.md is about 1.1k 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/quickstart.py`).

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

When your agent uses it

Working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches
Tasks that involve Retrieval-augmented generation
Tasks that involve Vector databases

Example prompts

“/aliyun-opensearch-search”

Requirements

Python 3

Workflow steps

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

Confirm user intent, region, identifiers, and whether the operation is read-only or mutating.
Run one minimal read-only query first to verify connectivity and permissions.
Execute the target operation with explicit parameters and bounded scope.
Verify results and save output/evidence files.

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:
- python3
- 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 these keys or tokens, usually read from environment variables:
- OPENSEARCH_PASSWORD
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Aliyun Opensearch Search loads about 1.1k tokens when it runs, and up to ~1.1k if it reads all its reference files. Until then it costs about 55 tokens; SKILL.md has 240 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~55
When it runs · the whole SKILL.md, loaded when a task matches: ~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them: ~1.1k

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). 240 words, ~1,093 tokens.

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

name: aliyun-opensearch-search
description: Use when working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches. Ideal for RAG and vector retrieval pipelines in Claude Code/Codex.
version: 1.0.0

Category: provider

OpenSearch Vector Search Edition

Use the ha3engine SDK to push documents and execute HA/SQL searches. This skill focuses on API/SDK usage only (no console steps).

Prerequisites

Install SDK (recommended in a venv to avoid PEP 668 limits):

bash

python3 -m venv .venv
. .venv/bin/activate
python -m pip install alibabacloud-ha3engine

Provide connection config via environment variables:
- OPENSEARCH_ENDPOINT (API domain)
- OPENSEARCH_INSTANCE_ID
- OPENSEARCH_USERNAME
- OPENSEARCH_PASSWORD
- OPENSEARCH_DATASOURCE (data source name)
- OPENSEARCH_PK_FIELD (primary key field name)

Quickstart (push + search)

python

import os
from alibabacloud_ha3engine import models, client
from Tea.exceptions import TeaException, RetryError

cfg = models.Config(
    endpoint=os.getenv("OPENSEARCH_ENDPOINT"),
    instance_id=os.getenv("OPENSEARCH_INSTANCE_ID"),
    protocol="http",
    access_user_name=os.getenv("OPENSEARCH_USERNAME"),
    access_pass_word=os.getenv("OPENSEARCH_PASSWORD"),
)
ha3 = client.Client(cfg)

def push_docs():
    data_source = os.getenv("OPENSEARCH_DATASOURCE")
    pk_field = os.getenv("OPENSEARCH_PK_FIELD", "id")

    documents = [
        {"fields": {"id": 1, "title": "hello", "content": "world"}, "cmd": "add"},
        {"fields": {"id": 2, "title": "faq", "content": "vector search"}, "cmd": "add"},
    ]
    req = models.PushDocumentsRequestModel({}, documents)
    return ha3.push_documents(data_source, pk_field, req)


def search_ha():
    # HA query example. Replace cluster/table names as needed.
    query_str = (
        "config=hit:5,format:json,qrs_chain:search"
        "&&query=title:hello"
        "&&cluster=general"
    )
    ha_query = models.SearchQuery(query=query_str)
    req = models.SearchRequestModel({}, ha_query)
    return ha3.search(req)

try:
    print(push_docs().body)
    print(search_ha())
except (TeaException, RetryError) as e:
    print(e)

Script quickstart

bash

python skills/ai/search/aliyun-opensearch-search/scripts/quickstart.py

Environment variables:

OPENSEARCH_ENDPOINT
OPENSEARCH_INSTANCE_ID
OPENSEARCH_USERNAME
OPENSEARCH_PASSWORD
OPENSEARCH_DATASOURCE
OPENSEARCH_PK_FIELD (optional, default id)
OPENSEARCH_CLUSTER (optional, default general)

Optional args: --cluster, --hit, --query.

SQL-style search

python

from alibabacloud_ha3engine import models

sql = "select * from <indexTableName>&&kvpair=trace:INFO;formatType:json"
sql_query = models.SearchQuery(sql=sql)
req = models.SearchRequestModel({}, sql_query)
resp = ha3.search(req)
print(resp)

Notes for Claude Code/Codex

Use push_documents for add/delete updates.
Large query strings (>30KB) should use the RESTful search API.
HA queries are fast and flexible for vector + keyword retrieval; SQL is helpful for structured data.

Error handling

Auth errors: verify username/password and instance access.
4xx on push: check schema fields and pk_field alignment.
5xx: retry with backoff.

Validation

bash

mkdir -p output/aliyun-opensearch-search
for f in skills/ai/search/aliyun-opensearch-search/scripts/*.py; do
  python3 -m py_compile "$f"
done
echo "py_compile_ok" > output/aliyun-opensearch-search/validate.txt

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

Output And Evidence

Save artifacts, command outputs, and API response summaries under output/aliyun-opensearch-search/.
Include key parameters (region/resource id/time range) in evidence files for reproducibility.

Workflow

Confirm user intent, region, identifiers, and whether the operation is read-only or mutating.
Run one minimal read-only query first to verify connectivity and permissions.
Execute the target operation with explicit parameters and bounded scope.
Verify results and save output/evidence files.

References

SDK package: alibabacloud-ha3engine
Demos: data push and HA/SQL search demos in OpenSearch docs
Source list: references/sources.md

Files

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

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

Open the folder on GitHubat commit 1818263

Compare with similar skills

Aliyun Opensearch Search 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 Opensearch Search compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Aliyun Opensearch Search this skillcinience/alicloud-skills	397	—	~1.1k	Automated safety check: Pass	MIT	2 mo ago
DBoracle/skills	877	—	~1.4k	Automated safety check: Pass	UPL-1.0	2 days ago
Ravendbravendb/docs	115	—	~2.3k	Automated safety check: Pass	MIT	2 days ago
Enterprise AIoracle/skills	877	—	~1.4k	Automated safety check: Pass	UPL-1.0	2 days ago
Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs	13k	7 repos	~2.3k	Automated safety check: Pass	MIT	3 mo ago
Postgres Hybrid Text Searchtimescale/pg-aiguide	1.9k	—	~3.1k	Automated safety check: Pass	Apache-2.0	3 days ago

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Works with

Questions about Aliyun Opensearch Search

What does Aliyun Opensearch Search do?

A skill your agent uses when working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches. Aliyun Opensearch Search is an agent skill from cinience/alicloud-skills. Use when working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches.

When should I use Aliyun Opensearch Search?

Aliyun Opensearch Search fits situations like: working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches; tasks that involve Retrieval-augmented generation; tasks that involve Vector databases.

How do I install Aliyun Opensearch Search in Claude Code?

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

How do I install Aliyun Opensearch Search in Codex?

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

Can I use Aliyun Opensearch Search 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-opensearch-search -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-opensearch-search, .gemini/skills/aliyun-opensearch-search, .github/skills/aliyun-opensearch-search and .opencode/skills/aliyun-opensearch-search in your project.

What does Aliyun Opensearch Search need to run?

Going by SKILL.md and its folder, Aliyun Opensearch Search needs Python for the scripts in its folder, the command-line tools its instructions call (python3 and python) and credentials named OPENSEARCH_PASSWORD. Our summary lists: Python 3.

Does Aliyun Opensearch Search 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 Opensearch Search 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 Opensearch Search use?

Aliyun Opensearch Search 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 Opensearch Search use?

About 1.1k tokens (SKILL.md is roughly 4.4k 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 27 tokens, read only when the agent opens those files.

What are the alternatives to Aliyun Opensearch Search?

Skills that share tags, products or a category with Aliyun Opensearch Search: DB (oracle/skills, 877 stars), Ravendb (ravendb/docs, 115 stars), Enterprise AI (oracle/skills, 877 stars) and Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Aliyun Opensearch Search?

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 Opensearch Search

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

OpenSearch Vector Search Edition

Prerequisites

Quickstart (push + search)

Script quickstart

SQL-style search

Notes for Claude Code/Codex

Error handling

Validation

Output And Evidence

Workflow

References

Files

Compare with similar skills

Similar skills

More from cinience/alicloud-skills

Related

Questions about Aliyun Opensearch Search