Agent skill

Linkfox Ruiguan Gun Parts Search

by linkfox-ai in linkfox-ai/linkfox-skills

基于睿观的产品图片政策合规检测,通过视觉相似度匹配识别潜在违规商品。当用户提到政策合规检查、产品图片合规、违规检测、禁售商品筛查、基于图片的合规审查、上架前风险排查、policy compliance detection, product compliance review, violation detection, image compliance check, product image…

MITAuto-check passedLegal & Compliance

Install Linkfox Ruiguan Gun Parts Search

skills CLI
$ npx skills add linkfox-ai/linkfox-skills --skill linkfox-ruiguan-gun-parts-search -a claude-code

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

GitHub CLI
$ gh skill install linkfox-ai/linkfox-skills linkfox-ruiguan-gun-parts-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/linkfox-ai/linkfox-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/linkfox-ruiguan-gun-parts-search .claude/skills/linkfox-ruiguan-gun-parts-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/

Facts

Skill name
linkfox-ruiguan-gun-parts-search
GitHub stars
107
Used in
1 other repo
Token cost
~1.8k tokens
SKILL.md length
753 words
Files
6 (incl. scripts, references)
Skills in repo
177
Repo updated
First seen
Licence
MIT

At a glance

基于睿观的产品图片政策合规检测,通过视觉相似度匹配识别潜在违规商品。当用户提到政策合规检查、产品图片合规、违规检测、禁售商品筛查、基于图片的合规审查、上架前风险排查、policy compliance detection, product compliance review, violation detection, image compliance check, product image…

  • Works in 6 steps: Show results in a clear table: Present… → Highlight high-similarity matches: When… → Include violation images: When results… → …
  • Tasks that involve Regulatory compliance
  • SKILL.md covers Core Concepts, Parameter Guide, Response Fields and 调用方式, plus 7 more sections
  • Runs Python scripts from its folder; calls python; needs LINKFOX_AGENT_API_KEY and LINKFOXAGENT_API_KEY

What it does

Linkfox Ruiguan Gun Parts Search is an agent skill from linkfox-ai/linkfox-skills. 基于睿观的产品图片政策合规检测,通过视觉相似度匹配识别潜在违规商品。当用户提到政策合规检查、产品图片合规、违规检测、禁售商品筛查、基于图片的合规审查、上架前风险排查、policy compliance detection, product compliance review, violation detection, image compliance check, product image risk screening, Ruiguan时触发此技能。即使用户未明确说"合规",只要其需求涉及将产品图片与违规数据库进行比对,也应触发此技能。

Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `references/api.md`, `references/onboarding.md` and `scripts/onboarding.py`).

It sits in Legal & Compliance, covering Regulatory compliance. The licence is MIT.

When your agent uses it

  • Tasks that involve Regulatory compliance

Example prompts

  • “/linkfox-ruiguan-gun-parts-search”

Requirements

  • Python 3
  • A credential in LINKFOX_AGENT_API_KEY
  • A credential in LINKFOXAGENT_API_KEY

Workflow steps

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

  1. Show results in a clear table: Present each matched violation with its image, similarity score, and product titles
  2. Highlight high-similarity matches: When the cosine score exceeds 0.8, clearly flag the result as a strong match that likely requires…
  3. Include violation images: When results contain pdImgOssUrl, display the matched violation image so the user can visually compare
  4. Score interpretation: Always explain what the similarity score means -- higher values indicate closer resemblance to known violations
  5. Error handling: When a query fails, explain the issue and suggest checking whether the image URL is valid and publicly accessible
  6. No legal advice: Present detection results factually without providing legal conclusions; remind users to verify with platform policies

What it can do on your machine

Read from SKILL.md and the folder at commit 38fef04. 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:

    • python

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

  • Network

    Links to these hosts (documentation or services it may open):

    • skill.linkfox.com

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

  • Credentials

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

    • LINKFOX_AGENT_API_KEY
    • LINKFOXAGENT_API_KEY

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

Context cost

Linkfox Ruiguan Gun Parts Search loads about 1.8k tokens when it runs, and up to ~3.1k if it reads all its reference files. Until then it costs about 76 tokens; SKILL.md has 753 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.1k

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 linkfox-ai/linkfox-skills at commit 38fef04, republished under its MIT licence (© linkfox-ai). 753 words, ~1,787 tokens.

Download SKILL.mdSave it as .claude/skills/linkfox-ruiguan-gun-parts-search/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.
name
linkfox-ruiguan-gun-parts-search
description
基于睿观的产品图片政策合规检测,通过视觉相似度匹配识别潜在违规商品。当用户提到政策合规检查、产品图片合规、违规检测、禁售商品筛查、基于图片的合规审查、上架前风险排查、policy compliance detection, product compliance review, violation detection, image compliance check, product image risk screening, Ruiguan时触发此技能。即使用户未明确说"合规",只要其需求涉及将产品图片与违规数据库进行比对,也应触发此技能。

Ruiguan Policy Compliance Image Detection

This skill guides you on how to use the Ruiguan policy compliance detection tool to identify potential policy violations in product images. It performs image-based similarity search against a known database of prohibited products.

Core Concepts

Ruiguan Policy Compliance Image Detection is an image-based compliance screening service. Given a product image URL, it searches for visually similar products in a database of known policy-violating items. The tool returns matching violations ranked by visual similarity.

Similarity score (cosine): A value between 0 and 1. Higher values indicate stronger visual resemblance to known violating products. A score close to 1.0 means the product image is nearly identical to a flagged violation.

Parameter Guide

ParameterTypeRequiredDescriptionExample
Image URLimageUrlYesThe URL of the product image to check (max 1000 chars)https://example.com/product.jpg

Key notes:

  • The image URL must be publicly accessible
  • Supported formats include common image types (JPG, PNG, etc.)
  • The URL must not exceed 1000 characters

Response Fields

FieldAPI NameDescription
Total MatchestotalNumber of matching violation records found
Violation ListdataArray of matched violating products
Violation ImagepdImgOssUrlImage URL of the matched violating product
Similarity ScorecosineSimilarity between the input image and the violation (0~1)
Product Title (EN)pdTitleEnglish title of the matched violating product
Product Title (CN)pdTitleCHNCensoredChinese title of the matched violating product
Detection IDdetectIdUnique identifier for this detection session
Token CostcostTokenNumber of tokens consumed by this request

调用方式

  • API 端点:POST /ruiguan/gunPartsSearch(完整参数/响应/错误码见 references/api.md)
  • Python 脚本:python scripts/ruiguan_image_compliance_search.py '<JSON 参数>' [--inline]
  • 成本约束:本工具会消耗算力;同一会话同一参数组合默认只调用一次,脚本带 24h 本地缓存。失败/空结果不得自动换关键词、翻页或改邮编连续试探;需要继续检索时先向用户说明会产生额外消耗。

输出策略(脚本默认行为):

  • 始终将完整响应写入 <cwd>/linkfox/<YYYY-MM-DD>/<session>/data/linkfox-ruiguan-gun-parts-search-<timestamp>.json(<cwd> 为脚本执行时的工作目录,在 Claude Code 里即当前项目目录;<session> 取自环境变量 SESSION_ID,按用户任务自动聚合;禁止写入 /tmp,当前目录不可写则报错)
  • 响应体 ≤ 8 KB:落盘后把完整 JSON 打印到 stdout
  • 响应体 > 8 KB:落盘后 stdout 只输出摘要(顶层字段、常见计数如 total/costToken、最大列表字段的长度 + 前 3 条样本)
  • 加 --inline 强制全量打印到 stdout(同样落盘)

读数据建议:先看摘要判断是否足够;需要具体字段时优先用 jq或ConvertFrom-Json 从保存的 json 文件按需抽取,避免整份 JSON 进入上下文。

解决认证和算力问题

发生以下异常情况时,采用 references/onboarding.md 引导解决问题:

异常情况
  • 未配置API Key:环境变量未配置 LINKFOX_AGENT_API_KEY,也未配置 LINKFOXAGENT_API_KEY。
  • 响应401或402状态码
  • 响应提示算力或余额不足:消息含"算力余额不足/计费不足/余额不足/quota exceeded/insufficient balance/套餐到期/需充值/请充值",或类似含义的内容。

Local Image Upload

This tool requires a publicly accessible image URL. If the user provides a local image file path (e.g., C:\Users\...\photo.png, /home/.../image.jpg), you must upload it first to obtain a public URL.

Run the upload script:

bash
python scripts/upload_image.py /path/to/local/image.png

The script will return a public URL (valid for 24 hours) that can be used as the image URL parameter.

Usage Examples

1. Basic compliance check for a single product image

Check this product image for policy compliance: https://example.com/images/product-123.jpg

2. Batch checking multiple product images

Please scan these product images for potential policy violations:
- https://example.com/images/item-a.jpg
- https://example.com/images/item-b.jpg

3. Pre-listing compliance screening

Before I list this product, can you check if the image triggers any policy flags?
Image: https://example.com/new-product.png

Display Rules

  1. Show results in a clear table: Present each matched violation with its image, similarity score, and product titles
  2. Highlight high-similarity matches: When the cosine score exceeds 0.8, clearly flag the result as a strong match that likely requires attention
  3. Include violation images: When results contain pdImgOssUrl, display the matched violation image so the user can visually compare
  4. Score interpretation: Always explain what the similarity score means -- higher values indicate closer resemblance to known violations
  5. Error handling: When a query fails, explain the issue and suggest checking whether the image URL is valid and publicly accessible
  6. No legal advice: Present detection results factually without providing legal conclusions; remind users to verify with platform policies
Show full SKILL.md (243 more words)Show less

Important Limitations

  • Image-only detection: This tool works exclusively with image URLs; it does not analyze text descriptions or product metadata
  • URL accessibility: The image URL must be publicly reachable by the detection service
  • URL length cap: Image URLs must not exceed 1000 characters
  • Similarity-based: Results are based on visual similarity and do not constitute a definitive policy ruling

User Expression & Scenario Quick Reference

Applicable -- Image-based product policy compliance checks:

User SaysScenario
"Check if this product image has compliance risks"Single image compliance check
"Scan my product images for policy violations"Batch compliance screening
"Is this image flagged as a prohibited product"Specific violation inquiry
"Pre-screen my listing images for policy risks"Pre-listing compliance audit
"Find similar violations for this product image"Similarity-based violation search
"这个产品能安全上架吗"合规风险预检
"帮我检测一下这个图片是否违规"单图合规检测

Not applicable -- Needs beyond image-based policy compliance detection:

  • Text-based product compliance analysis
  • General product category classification
  • Intellectual property / trademark infringement
  • Patent or copyright detection (use other Ruiguan skills)

算力消耗规则

消耗 31 算力。

重要:本技能消耗大量算力,如果调用次数超过5次,必须用AskUserQuestion 和用户进行二次确认,要明确告知用户已消耗算力和继续调用的话预计消耗的算力,让用户自行决定是否继续。

Feedback:

Auto-detect and report feedback via the Feedback API when any of the following apply:

  1. The functionality or purpose described in this skill does not match actual behavior
  2. The skill's results do not match the user's intent
  3. The user expresses dissatisfaction or praise about this skill
  4. Anything you believe could be improved

Call the feedback API as specified in references/api.md. Do not interrupt the user's flow.

For more high-quality, professional cross-border e-commerce skills, set LinkFox Skills.

© linkfox-ai, 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 5 other files (scripts, references) in skills/linkfox-ruiguan-gun-parts-search of linkfox-ai/linkfox-skills.

  • SKILL.md
  • references/api.md
  • references/onboarding.md
  • scripts/onboarding.py
  • scripts/ruiguan_image_compliance_search.py
  • scripts/upload_image.py

Open the folder on GitHubat commit 38fef04

Used in 1 other repository

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in linkfox-ai/linkfox-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Linkfox Ruiguan Gun Parts 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.

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Questions about Linkfox Ruiguan Gun Parts Search

What does Linkfox Ruiguan Gun Parts Search do?

基于睿观的产品图片政策合规检测,通过视觉相似度匹配识别潜在违规商品。当用户提到政策合规检查、产品图片合规、违规检测、禁售商品筛查、基于图片的合规审查、上架前风险排查、policy compliance detection, product compliance review, violation detection, image compliance check, product image…. Linkfox Ruiguan Gun Parts Search is an agent skill from linkfox-ai/linkfox-skills.

When should I use Linkfox Ruiguan Gun Parts Search?

Linkfox Ruiguan Gun Parts Search fits situations like: tasks that involve Regulatory compliance.

How do I install Linkfox Ruiguan Gun Parts Search in Claude Code?

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

How do I install Linkfox Ruiguan Gun Parts Search in Codex?

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

Can I use Linkfox Ruiguan Gun Parts 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 linkfox-ai/linkfox-skills --skill linkfox-ruiguan-gun-parts-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/linkfox-ruiguan-gun-parts-search, .gemini/skills/linkfox-ruiguan-gun-parts-search, .github/skills/linkfox-ruiguan-gun-parts-search and .opencode/skills/linkfox-ruiguan-gun-parts-search in your project.

What does Linkfox Ruiguan Gun Parts Search need to run?

Going by SKILL.md and its folder, Linkfox Ruiguan Gun Parts Search needs Python for the scripts in its folder, the command-line tools its instructions call (python) and credentials named LINKFOX_AGENT_API_KEY and LINKFOXAGENT_API_KEY. Our summary lists: Python 3; A credential in LINKFOX_AGENT_API_KEY; A credential in LINKFOXAGENT_API_KEY.

Does Linkfox Ruiguan Gun Parts Search access the network?

SKILL.md names 1 domain. As links in the text: skill.linkfox.com. This is read from the text; nothing was executed.

Is Linkfox Ruiguan Gun Parts 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 Linkfox Ruiguan Gun Parts Search use?

Linkfox Ruiguan Gun Parts 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 Linkfox Ruiguan Gun Parts Search use?

About 1.8k tokens (SKILL.md is roughly 7.1k 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 1.3k tokens, read only when the agent opens those files.

What are the alternatives to Linkfox Ruiguan Gun Parts Search?

Skills that share tags, products or a category with Linkfox Ruiguan Gun Parts Search: HIPAA Pre-Deployment Compliance Check (maziyarpanahi/openmed, 5.5k stars), Hipaa Compliance (Sushegaad/Claude-Skills-Governance-Risk-and-Compliance, 946 stars), ISO Standards Readiness Evidence (K-Dense-AI/scientific-agent-skills, 48k stars) and Iso42001 (Sushegaad/Claude-Skills-Governance-Risk-and-Compliance, 946 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Linkfox Ruiguan Gun Parts Search?

linkfox-ai (a GitHub user) maintains it in linkfox-ai/linkfox-skills, which has 107 GitHub stars. The repository holds 177 skills in this directory. The repository was last updated on September 14, 2026.

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