CCPM Project Management
automazeio/ccpm
Runs a spec-driven workflow from PRD to epic to GitHub issues to parallel agents, with status, standup and blocked-work reports from bundled scripts.
Interprets a user's shopping query to extract key product requirements such as item type, attributes, and constraints.
Install Webshop Query Interpreter
$ npx skills add zjunlp/SkillNet --skill webshop-query-interpreter -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zjunlp/SkillNet webshop-query-interpreter --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .claude/skills && cp -r skills-src/experiments/src/skills/webshop/webshop-query-interpreter .claude/skills/webshop-query-interpreter && rm -rf skills-srcUse ~/.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/
Install the "webshop-query-interpreter" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/webshop/webshop-query-interpreter into .claude/skills/webshop-query-interpreter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "webshop-query-interpreter", 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 install https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/webshop/webshop-query-interpreterType 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.
$ npx skills add zjunlp/SkillNet --skill webshop-query-interpreter -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zjunlp/SkillNet webshop-query-interpreter --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .agents/skills && cp -r skills-src/experiments/src/skills/webshop/webshop-query-interpreter .agents/skills/webshop-query-interpreter && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "webshop-query-interpreter" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/webshop/webshop-query-interpreter into .agents/skills/webshop-query-interpreter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "webshop-query-interpreter", 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.
$ npx skills add zjunlp/SkillNet --skill webshop-query-interpreter -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zjunlp/SkillNet webshop-query-interpreter --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/experiments/src/skills/webshop/webshop-query-interpreter .cursor/skills/webshop-query-interpreter && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "webshop-query-interpreter" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/webshop/webshop-query-interpreter into .cursor/skills/webshop-query-interpreter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "webshop-query-interpreter", 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 https://github.com/zjunlp/SkillNet.git --path experiments/src/skills/webshop/webshop-query-interpreter--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add zjunlp/SkillNet --skill webshop-query-interpreter -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zjunlp/SkillNet webshop-query-interpreter --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/experiments/src/skills/webshop/webshop-query-interpreter .gemini/skills/webshop-query-interpreter && rm -rf skills-srcUse ~/.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/
Install the "webshop-query-interpreter" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/webshop/webshop-query-interpreter into .gemini/skills/webshop-query-interpreter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "webshop-query-interpreter", 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.
$ gh skill install zjunlp/SkillNet webshop-query-interpreterInstalls 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).
$ npx skills add zjunlp/SkillNet --skill webshop-query-interpreter -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .github/skills && cp -r skills-src/experiments/src/skills/webshop/webshop-query-interpreter .github/skills/webshop-query-interpreter && rm -rf skills-srcUse ~/.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/
Install the "webshop-query-interpreter" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/webshop/webshop-query-interpreter into .github/skills/webshop-query-interpreter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "webshop-query-interpreter", 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.
$ npx skills add zjunlp/SkillNet --skill webshop-query-interpreter -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install zjunlp/SkillNet webshop-query-interpreter --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/experiments/src/skills/webshop/webshop-query-interpreter .opencode/skills/webshop-query-interpreter && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "webshop-query-interpreter" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/webshop/webshop-query-interpreter into .opencode/skills/webshop-query-interpreter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "webshop-query-interpreter", 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
webshop-query-interpreter- GitHub stars
- 1.4k
- Token cost
- ~626 tokens
- SKILL.md length
- 219 words
- Files
- 3 (incl. references)
- Skills in repo
- 122
- Repo updated
- First seen
- Licence
- MIT
At a glance
Interprets a user's shopping query to extract key product requirements such as item type, attributes, and constraints.
- Works in 3 steps: Parse the Instruction: Analyze the… → Structure the Output: Format the… → Hand Off: Pass the structured parameters…
- A new shopping instruction is received and you need to parse natural language into structured criteria (product category
- SKILL.md covers Trigger, Core Process and Example
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Webshop Query Interpreter is an agent skill from zjunlp/SkillNet. Interprets a user's shopping query to extract key product requirements such as item type, attributes, and constraints. Use when a new shopping instruction is received and you need to parse natural language into structured criteria (product category, desired features, price limits) before performing a search. The output is a clear set of search parameters for use in subsequent product lookup steps.
Its SKILL.md is about 630 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/execution_example.md` and `references/query_patterns.md`).
It sits in Product & Project Management, covering PRD writing. The repository describes itself as: Create, Evaluate, and Connect AI Skills. The licence is MIT.
When your agent uses it
- A new shopping instruction is received and you need to parse natural language into structured criteria (product category
- Desired features
- Price limits) before performing a search
Example prompts
- “Use the webshop-query-interpreter skill to interpret a user's shopping query to extract key product requirements such as item type, attributes, and…”
- “/webshop-query-interpreter”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Parse the Instruction: Analyze the user's query to identify the following key components
- Structure the Output: Format the extracted information into a clear, structured set of search parameters. Use the following template
- Hand Off: Pass the structured parameters to the search execution skill (e.g., webshop-search-executor or webshop-product-search) to…
What it can do on your machine
Read from SKILL.md and the folder at commit c527136. 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
No scripts in the folder and no shell commands in SKILL.md.
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
Webshop Query Interpreter loads about 626 tokens when it runs, and up to ~1.2k if it reads all its reference files. Until then it costs about 107 tokens; SKILL.md has 219 words of instructions outside code blocks.
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); files beside SKILL.md are not scanned.
SKILL.md
The full file from zjunlp/SkillNet at commit c527136, republished under its MIT licence (© zjunlp). 219 words, ~626 tokens.
Download SKILL.mdSave it as
.claude/skills/webshop-query-interpreter/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- webshop-query-interpreter
- description
- Interprets a user's shopping query to extract key product requirements such as item type, attributes, and constraints. Use when a new shopping instruction is received and you need to parse natural language into structured criteria (product category, desired features, price limits) before performing a search. The output is a clear set of search parameters for use in subsequent product lookup steps.
Instructions
Trigger
Activate this skill when a new shopping instruction is received from the user. The instruction will be a natural language request for a product.
Core Process
Parse the Instruction: Analyze the user's query to identify the following key components:
- Primary Product Type: The main item being requested (e.g., "hair extension").
- Key Attributes/Features: Descriptive requirements (e.g., "long", "clip-in", "natural looking").
- Constraints: Hard limits, especially price (e.g., "price lower than 40.00 dollars").
Structure the Output: Format the extracted information into a clear, structured set of search parameters. Use the following template:
Product Type: <primary item> Attributes: <comma-separated features> Constraints: <price limits or other hard requirements> Search Query: <recommended search string>Hand Off: Pass the structured parameters to the search execution skill (e.g.,
webshop-search-executororwebshop-product-search) to perform the actual query.
Example
Instruction: "i need a long clip-in hair extension which is natural looking, and price lower than 40.00 dollars"
Thought: The user wants a hair extension. Key attributes are "long", "clip-in", and "natural looking". The hard constraint is price under $40.00.
Structured Output:
Product Type: clip-in hair extension
Attributes: long, natural looking
Constraints: price < $40.00
Search Query: long clip-in natural looking hair extensionInstruction: "i want a pack of 6 moisturizing body wash bars with shea butter, price less than 20 dollars"
Thought: The user wants body wash bars. Key attributes are "moisturizing", "shea butter", quantity "6 pack". Hard constraint is price under $20.00.
Structured Output:
Product Type: body wash bars
Attributes: moisturizing, shea butter, 6 pack
Constraints: price < $20.00
Search Query: moisturizing body wash bars shea butter 6 pack© zjunlp, MIT. 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 2 other files (references) in experiments/src/skills/webshop/webshop-query-interpreter of zjunlp/SkillNet.
- SKILL.md
- references/execution_example.md
- references/query_patterns.md
Open the folder on GitHubat commit c527136
Compare with similar skills
Webshop Query Interpreter 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Webshop Query Interpreter this skillzjunlp/SkillNet | 1.4k | — | ~626 | Automated safety check: Pass | MIT | |
| CCPM Project Managementautomazeio/ccpm | 8.4k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Ralph Tui Create Beadssubsy/ralph-tui | 2.5k | 1 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Trellis Brainstormanjiemo/SunnyBeach | 178 | 7 repos | ~4k | Automated safety check: Pass | Apache-2.0 | |
| Ralph Tui Create Beads Rustsubsy/ralph-tui | 2.5k | 1 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Ralph Tui Create JSONsubsy/ralph-tui | 2.5k | 1 repos | ~2.6k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Webshop Query Interpreter
What does Webshop Query Interpreter do?
Interprets a user's shopping query to extract key product requirements such as item type, attributes, and constraints. Webshop Query Interpreter is an agent skill from zjunlp/SkillNet. Interprets a user's shopping query to extract key product requirements such as item type, attributes, and constraints.
When should I use Webshop Query Interpreter?
Webshop Query Interpreter fits situations like: A new shopping instruction is received and you need to parse natural language into structured criteria (product category; desired features; price limits) before performing a search.
How do I install Webshop Query Interpreter in Claude Code?
Run `npx skills add zjunlp/SkillNet --skill webshop-query-interpreter -a claude-code`. Or copy the skill folder (experiments/src/skills/webshop/webshop-query-interpreter in zjunlp/SkillNet) into .claude/skills/webshop-query-interpreter in your project. Claude Code loads it when a task matches its description.
How do I install Webshop Query Interpreter in Codex?
Run `npx skills add zjunlp/SkillNet --skill webshop-query-interpreter -a codex`. Or copy the skill folder (experiments/src/skills/webshop/webshop-query-interpreter in zjunlp/SkillNet) into .agents/skills/webshop-query-interpreter in your project. Codex loads it when a task matches its description.
Can I use Webshop Query Interpreter 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 zjunlp/SkillNet --skill webshop-query-interpreter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/webshop-query-interpreter, .gemini/skills/webshop-query-interpreter, .github/skills/webshop-query-interpreter and .opencode/skills/webshop-query-interpreter in your project.
What does Webshop Query Interpreter need to run?
SKILL.md names no scripts, command-line tools or credentials: Webshop Query Interpreter is instructions for the agent only.
Does Webshop Query Interpreter 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 Webshop Query Interpreter 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. Review the folder before installing.
What licence does Webshop Query Interpreter use?
Webshop Query Interpreter 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 Webshop Query Interpreter use?
About 626 tokens (SKILL.md is roughly 2.5k 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 564 tokens, read only when the agent opens those files.
What are the alternatives to Webshop Query Interpreter?
Skills that share tags, products or a category with Webshop Query Interpreter: CCPM Project Management (automazeio/ccpm, 8.4k stars), Ralph Tui Create Beads (subsy/ralph-tui, 2.5k stars), Trellis Brainstorm (anjiemo/SunnyBeach, 178 stars) and Ralph Tui Create Beads Rust (subsy/ralph-tui, 2.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Webshop Query Interpreter?
zjunlp (a GitHub organization) maintains it in zjunlp/SkillNet, which has 1,394 GitHub stars. The repository holds 122 skills in this directory. The repository was last updated on October 9, 2026.
Source: zjunlp/SkillNet on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.