web-search

web-search is a skill for Claude Code, Codex from yixinforu/ops-mind-agent. It costs 31 tokens per session (416 once invoked), scanned A, original, Apache-2.0.

A workflow for finding recent public information on the internet, such as announcements, release notes, news, security notices, and documentation.

In plain words
What is it for?
Use it to research current software updates, official documentation, public incidents, vulnerabilities, and vendor announcements.
Why use it?
It helps an agent verify information that may have changed instead of relying only on older knowledge or internal files.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to research current software updates, official documentation, public incidents, vulnerabilities, and vendor announcements.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/yixinforu/ops-mind-agent/web-search
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add yixinforu/ops-mind-agent --skill web-search
Clone the repo
git clone --depth 1 https://github.com/yixinforu/ops-mind-agent

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for web-search

README.md
[![agentmods](https://agentmods.dev/badge/skills/yixinforu/ops-mind-agent/web-search/github.svg)](https://agentmods.dev/skills/yixinforu/ops-mind-agent/web-search)
Your own site
<a href="https://agentmods.dev/skills/yixinforu/ops-mind-agent/web-search"><img src="https://agentmods.dev/badge/skills/yixinforu/ops-mind-agent/web-search/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for web-search

Your own site · 80×15
<a href="https://agentmods.dev/skills/yixinforu/ops-mind-agent/web-search"><img src="https://agentmods.dev/badge/skills/yixinforu/ops-mind-agent/web-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 416 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00031 $0.00416
Opus 5.5 $0.00012 $0.00166
Sonnet 5.5 $0.00006 $0.00083
Haiku 4.5 $0.00003 $0.00042

Measured 2mo ago against content hash f1656af203b3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

web-search scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

src/main/resources/skills/web-search/SKILL.md · 44 lines

What it actually says

Web Search Skill

Purpose

Use this skill when the user needs recent or public information from the internet, such as official announcements, release notes, documentation updates, news, vulnerability notices, or public best practices.

When To Use

  • The user asks for the latest, current, recent, today, this week, or official public information.
  • The user asks for product release notes, version updates, official documentation, news, public incidents, or vendor announcements.
  • Internal documentation is not enough and the answer depends on public information outside the private knowledge base.

Tool To Call

  • Read this skill first, then call searchWeb.

Response Rules

  • Summarize the search findings instead of copying long passages.
  • Always keep and cite the source links in the answer.
  • Prefer official websites, vendor documentation, project release pages, or high-quality public references.
  • When the user asks for latest, current, recent, today, or this week information, prioritize the newest results by published date or last updated date.
  • If the returned results are older than the user's requested time range, explicitly say that the available sources are not from today or not from the latest period.
  • Mention exact dates when answering time-sensitive questions instead of vague wording.
  • If no reliable result is found, state that clearly and do not fabricate external facts.
  • Do not treat public search results as internal company facts.

Limits

  • This skill is for public internet information, not for private internal procedures.
  • For internal SOP, platform operations, or company-specific knowledge, prefer the internal docs tool.

Examples

  • "Spring AI 最新版本是什么?"
  • "帮我查一下 Kubernetes 官方文档关于 liveness probe 的说明。"
  • "近期有没有关于某中间件漏洞的官方公告?"
  • "帮我看一下某产品最新发布说明。"
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 44 lines · 31 tokens per session scan A f1656af203b3

Subscribe to this mod's changes

web-search is a skill published in the GitHub repository yixinforu/ops-mind-agent (125 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 31 tokens to every session and 416 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

web-search compared with skills from other repositories

web-search next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
web-searchyixinforu/ops-mind-agentSkill1254mo agoApache-2.0A31Claude Code, Codex
imagegenopenai/codexSkill133kyesterdayApache-2.0A113Codex
playwright-climicrosoft/playwrightSkill99kyesterdayApache-2.0A19Claude Code
local-ai-agentsmicrosoft/ai-agents-for-beginnersSkill79k4d agoMITA200Claude Code, Codex
systematic-debuggingobra/superpowersSkill313k3d agoMITA21Claude Code
next-cache-components-adoptionvercel/next.jsSkill143kyesterdayMITA95Claude Code
next-partial-prefetching-adoptionvercel/next.jsSkill143kyesterdayMITA103Claude Code