Agent skill

Technology Search

by freestylefly in freestylefly/wesight

Search tech blogs, developer forums, and IT media (TechCrunch, Hacker News, 36氪, etc.) for software and hardware industry updates with heat ranking and EN↔CN translation.

MITAuto-check passedWriting & Content

Install Technology Search

skills CLI
$ npx skills add freestylefly/wesight --skill technology-search -a claude-code

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

GitHub CLI
$ gh skill install freestylefly/wesight technology-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/freestylefly/wesight.git skills-src && mkdir -p .claude/skills && cp -r skills-src/SKILLs/technology-news-search .claude/skills/technology-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
technology-search
GitHub stars
943
Token cost
~3.3k tokens
SKILL.md length
1,412 words
Files
13 (incl. scripts, references)
Skills in repo
17
Repo updated
First seen
Licence
MIT

At a glance

Search tech blogs, developer forums, and IT media (TechCrunch, Hacker News, 36氪, etc.) for software and hardware industry updates with heat ranking and EN↔CN translation.

  • Works in 6 steps: Silently detect network environment… → Filter sources by network accessibility… → Analyze keyword (supports English and… → …
  • Tasks that involve Translation
  • SKILL.md covers Overview, Smart Source Routing, Supported Technical Domains and Quick Start, plus 6 more sections
  • Runs JavaScript, PowerShell and Shell scripts from its folder; calls bash; reaches techcrunch.com and jiqizhixin.com

What it does

Technology Search is an agent skill from freestylefly/wesight. Search tech blogs, developer forums, and IT media (TechCrunch, Hacker News, 36氪, etc.) for software and hardware industry updates with heat ranking and EN↔CN translation. Use this skill only when the topic is clearly about programming, software, hardware, AI, or IT infrastructure.

Its SKILL.md is about 3.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 17 other files, including scripts and reference files (for example `references/sources.json`, `scripts/parsers/hn_parser.js` and `scripts/parsers/rss_parser.js`).

It sits in Writing & Content, covering Translation. It works with React, Vue.js, Reddit and Python. The repository describes itself as: Open-source desktop AI agent workspace with one-click Claude Code, Codex, OpenClaw, Hermes Agent setup and custom LLM model routing. The licence is MIT.

When your agent uses it

  • Tasks that involve Translation

Example prompts

  • “/technology-search”

Requirements

  • Node.js
  • A Bash shell
  • PowerShell
  • Docker

Workflow steps

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

  1. Silently detect network environment (cached for 5 minutes)
  2. Filter sources by network accessibility (global vs China-only)
  3. Analyze keyword (supports English and Chinese)
  4. Detect technical domains (e.g., "Electron" → frontend, "ChatGPT" → AI, "web" → frontend via alias)
  5. Search relevant sources + general sources
  6. Rank by heat score and return results

What it can do on your machine

Read from SKILL.md and the folder at commit c913cd9. 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 10 files in scripts/ (JavaScript, PowerShell and Shell), which the agent can run.

    Shell commands in SKILL.md call:

    • bash

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • techcrunch.com
    • jiqizhixin.com

    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

Technology Search loads about 3.3k tokens when it runs, and up to ~9k if it reads all its reference files. Until then it costs about 75 tokens; SKILL.md has 1,412 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~75
When it runs · the whole SKILL.md, loaded when a task matches
~3.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~9k

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 freestylefly/wesight at commit c913cd9, republished under its MIT licence (© freestylefly). 1,412 words, ~3,319 tokens.

Download SKILL.mdSave it as .claude/skills/technology-search/SKILL.md (or your agent's skills folder). This skill also uses 12 other files; get the full folder from GitHub.
name
technology-search
description
Search tech blogs, developer forums, and IT media (TechCrunch, Hacker News, 36氪, etc.) for software and hardware industry updates with heat ranking and EN↔CN translation. Use this skill only when the topic is clearly about programming, software, hardware, AI, or IT infrastructure.
official
false
version
1.0.2

Real-time keyword-based search across 75 tech news sources with smart domain routing, automatic network adaptation, domain aliases, heat analysis, and translation.

Overview

This skill searches multiple technology news sources simultaneously, automatically detects technical domains from your keyword (with alias support), routes to relevant sources only, ranks results by "heat score" (based on cross-source appearance, recency, and keyword relevance), and presents them in a clean Markdown format with automatic English-to-Chinese translation.

Total Sources: 75 (18 China + 57 Global, across 9 core technical domains)

Automatic Network Adaptation: The skill silently detects network accessibility and automatically adjusts source selection:

  • ✅ Global network accessible: Uses all 75 sources (China + Global)
  • 🇨🇳 China-only network: Automatically uses 18 China sources only
  • ⚡ Completely transparent: Detection is cached for 5 minutes, no user notification needed

News Sources by Domain:

  • General (25 sources):

    • 🌍 International: TechCrunch, The Verge, Wired, Ars Technica, MIT Technology Review, VentureBeat, Hacker News
    • 🇨🇳 China: 36氪, 虎嗅, IT之家, 机器之心, 量子位, 钛媒体, 掘金, InfoQ中文站, 开源中国, 博客园, SegmentFault, V2EX, 极客公园, 爱范儿, PingWest品玩, 少数派, 雷锋网, 阿里云开发者
  • Frontend/Web (14 sources):

    • 🌍 Dev.to (React, Vue, Electron, JavaScript, TypeScript), Reddit (r/javascript, r/reactjs, r/vuejs, r/electronjs, r/webdev), Official Blogs (React, Vue, Electron)
    • 🇨🇳 掘金 (frontend)
  • Backend (16 sources):

    • 🌍 Dev.to (Python, Go, Node.js, Java, TypeScript), Reddit (r/Python, r/golang, r/node, r/java), Official Blogs (Node.js, Python, Go, Rust)
    • 🇨🇳 掘金, 博客园, 阿里云开发者
    • Now includes databases (MySQL, PostgreSQL, MongoDB, Redis)
  • Mobile (4 sources): Reddit (r/androiddev, r/iOSProgramming, r/FlutterDev), Android Developers Blog

  • AI/ML (11 sources):

    • 🌍 VentureBeat, Dev.to (AI, Machine Learning), Reddit (r/MachineLearning, r/artificial, r/LocalLLaMA)
    • 🇨🇳 机器之心, 量子位, 雷锋网
  • DevOps (9 sources):

    • 🌍 Dev.to (Docker, Kubernetes), Reddit (r/docker, r/kubernetes, r/devops), Official Blogs (Docker, Kubernetes)
    • 🇨🇳 阿里云开发者
    • Now includes cloud (AWS, Azure, GCP)
  • Hardware (4 sources): Hackaday, Arduino Blog, Reddit (r/arduino, r/raspberry_pi)

  • Security (4 sources): The Hacker News (security), Krebs on Security, Reddit (r/netsec, r/cybersecurity)

  • OS (1 source): Phoronix

Smart Source Routing

Enhanced with Domain Aliases + Network Adaptation: The skill automatically detects technical domains from your keyword and searches only relevant sources. Network accessibility is detected silently in the background - if global sources are not accessible, the system automatically uses China sources only. Detection result is cached for 5 minutes.

How it works:

  1. Silently detect network environment (cached for 5 minutes)
  2. Filter sources by network accessibility (global vs China-only)
  3. Analyze keyword (supports English and Chinese)
  4. Detect technical domains (e.g., "Electron" → frontend, "ChatGPT" → AI, "web" → frontend via alias)
  5. Search relevant sources + general sources
  6. Rank by heat score and return results

Examples (assuming global network accessible):

  • "Electron 技术资讯" → Detects: {general, frontend} → Searches: ~37 sources
  • "web development" → Detects: {general, frontend} → Searches: ~37 sources (alias: "web" → frontend)
  • "前端框架" → Detects: {general, frontend} → Searches: ~37 sources
  • "ChatGPT 最新消息" → Detects: {general, ai} → Searches: ~30 sources
  • "ML models" → Detects: {general, ai} → Searches: ~30 sources (alias: "ML" → ai)
  • "机器学习" → Detects: {general, ai} → Searches: ~30 sources
  • "Docker 安全漏洞" → Detects: {general, devops, security} → Searches: ~32 sources
  • "云计算" → Detects: {general, devops} → Searches: ~28 sources (alias: "云" → devops)
  • "database optimization" → Detects: {general, backend} → Searches: ~35 sources (merged: database → backend)
  • "运维自动化" → Detects: {general, devops} → Searches: ~28 sources
  • "树莓派 IoT" → Detects: {general, hardware} → Searches: ~23 sources
  • "OpenAI ChatGPT" → Detects: {general, ai} → Searches: ~30 sources (company + product keywords)
  • "技术新闻" (generic) → Detects: {general} → Searches: ~25 general sources only

Network Adaptation (completely transparent to user):

  • 🌍 Global accessible: Uses all 75 sources
  • 🇨🇳 China-only network: Automatically switches to 18 China sources (掘金, InfoQ中文站, 开源中国, 博客园, SegmentFault, V2EX, 36氪, 虎嗅, IT之家, 机器之心, 量子位, 钛媒体, 极客公园, 爱范儿, PingWest品玩, 少数派, 雷锋网, 阿里云开发者)
  • ⚡ Fast detection: 3-second timeout with 5-minute cache
  • 🔇 Silent operation: No user notification, completely seamless

To disable smart routing and search all available sources (respects network availability):

bash
bash "$SKILLS_ROOT/technology-news-search/scripts/search-news.sh" "keyword" --all-sources

Supported Technical Domains

The smart routing system recognizes keywords in these 9 core domains (English and Chinese):

  1. Frontend/Web: React, Vue, Angular, Electron, JavaScript, TypeScript, Webpack, Vite, Vercel, Netlify, JAMstack, MERN, 前端, 网页, 界面
  2. Backend: Python, Go, Java, Rust, Node.js, Django, Flask, Spring, MySQL, PostgreSQL, MongoDB, Redis (databases merged), LAMP, LEMP, 后端, 服务器, API, 数据库, 存储
  3. Mobile: Android, iOS, Flutter, React Native, Swift, Kotlin, 移动开发, 手机, App
  4. AI/ML: AI, ChatGPT, LLM, OpenAI, Anthropic, Google AI, DeepMind, Machine Learning, PyTorch, TensorFlow, Copilot, 人工智能, 机器学习, 大模型, 百度, 阿里
  5. DevOps: Docker, Kubernetes, CI/CD, Jenkins, Terraform, Ansible, AWS, Azure, GCP, Cloud Computing (cloud merged), HashiCorp, 运维, 部署, 云计算, 云服务, 阿里云, 腾讯云
  6. Hardware: Arduino, Raspberry Pi, IoT, ESP32, 硬件, 物联网, 嵌入式
  7. Security: Security, Vulnerability, CVE, Exploit, Encryption, 安全, 漏洞, 网络安全, 信息安全
  8. OS: Linux, Windows, macOS, Kernel, Ubuntu, 操作系统, 内核, 系统
  9. Blockchain: Ethereum, Bitcoin, Web3, Smart Contract, Solana, DeFi, NFT, 区块链, 加密货币, 比特币, 以太坊

Domain Aliases (auto-resolved):

  • "web", "网站" → Frontend
  • "database", "db", "数据库", "存储" → Backend
  • "cloud", "云", "云服务" → DevOps
  • "ML", "machine-learning", "数据科学" → AI
  • "ops", "SRE", "infrastructure" → DevOps
  • "fe" → Frontend
  • "be", "server", "服务端" → Backend
  • "IoT", "embedded" → Hardware
  • "infosec", "cybersecurity", "信息安全" → Security

Quick Start

When user asks: "Search for Electron tech news" or "搜索 Electron 技术资讯"

Execute:

bash
bash "$SKILLS_ROOT/technology-news-search/scripts/search-news.sh" "Electron" --limit 15

The script will:

  1. Detect domains: {general, frontend}
  2. Search 26 relevant sources (13 general + 13 frontend)
  3. Output JSON with articles ranked by heat score

Read the JSON and present results in Markdown format with translations.

Show full SKILL.md (606 more words)Show less

Workflow

  1. Extract keyword from user query

    • English examples: "Search for OpenAI news", "Find articles about ChatGPT"
    • Chinese examples: "搜索 苹果 的科技新闻", "查找 AI 相关资讯"
  2. Run search script

    bash
    bash "$SKILLS_ROOT/technology-news-search/scripts/search-news.sh" "[keyword]" --limit 15 --max-per-source 5
    
    # To search all sources (disable smart routing)
    bash "$SKILLS_ROOT/technology-news-search/scripts/search-news.sh" "[keyword]" --limit 15 --all-sources

    Parameters:

    • --limit 15: Fetch up to 15 articles from each source
    • --max-per-source 5: Display max 5 articles per source (ensures diversity)
    • --no-balance: Disable balancing (show all results sorted by heat)
    • --all-sources: Search all 75 sources (disable smart routing)
  3. Read JSON output

    • Script outputs to stdout
    • Contains: keyword, total_found, search_time, results array
    • Each result has: title, summary, url, published_at, source, language, heat_score, duplicate_sources
  4. Translate English content

    • For articles with language: "en", translate title and summary to Chinese
    • Keep technical terms in English (AI, GPT, API, SDK, etc.)
    • Format: English Title / 中文翻译
  5. Format results by heat tier

    • 🔥 Hot News (90+): Top stories appearing on multiple sources or very recent
    • 📈 Trending (60-89): Moderately popular or recent stories
    • 📰 Related (<60): Other relevant matches
  6. Present as Markdown

    • See Output Format section below

Source Balancing

Default behavior: The script limits each source to 5 articles to ensure diversity across different news sources.

Why balancing matters:

  • Prevents single sources (like Hacker News) from dominating results
  • Ensures exposure to different editorial perspectives
  • Provides better coverage across international and Chinese sources

Customization:

bash
# Show more articles per source
bash "$SKILLS_ROOT/technology-news-search/scripts/search-news.sh" "AI" --max-per-source 10

# Disable balancing (show all by heat score only)
bash "$SKILLS_ROOT/technology-news-search/scripts/search-news.sh" "AI" --no-balance

How it works:

  1. Fetch articles from all sources (up to --limit per source)
  2. Calculate heat scores for all articles
  3. Sort by heat score (highest first)
  4. Apply diversity filter: keep top --max-per-source from each source
  5. Result: Balanced mix of high-quality articles from diverse sources

Output Format

Present search results in this Markdown format:

markdown
# 🔍 "[Keyword]" Technology News

> 📊 Found 12 articles from 7 sources
> 🕐 Search time: 2026-02-18 14:30

---

## 🔥 Hot News (Heat 90+)

### 1. OpenAI Announces GPT-5 Release Date / OpenAI 宣布 GPT-5 发布日期
**Source**: TechCrunch | **Published**: 2h ago | **Heat**: ⭐⭐⭐⭐⭐ (95)

**Summary**: OpenAI CEO Sam Altman revealed that GPT-5 will launch in Q2 2026... / OpenAI CEO Sam Altman 透露 GPT-5 将在 2026 年第二季度推出...

🔗 [Read more](https://techcrunch.com/2026/02/18/openai-gpt5)

*💡 Also on: The Verge, Wired, MIT Tech Review*

---

### 2. GPT-5 性能测试曝光:超越人类专家水平
**Source**: 机器之心 | **Published**: 5h ago | **Heat**: ⭐⭐⭐⭐ (88)

**Summary**: 据可靠消息源透露,GPT-5 在多项基准测试中已超越人类专家水平...

🔗 [Read more](https://jiqizhixin.com/articles/2026-02-18-gpt5)

---

## 📈 Trending News (Heat 60-89)

### 3. [Title] / [Translation]
...

## 📰 Related News (Heat <60)

### 10. [Title]
...

Format Notes:

  • Group by heat score tiers (Hot 90+, Trending 60-89, Related <60)
  • Always translate English content to Chinese
  • Include source attribution and publish time
  • Show duplicate sources with "Also on: ..." line
  • Use star ratings for heat visualization (5 stars = 90-100, 4 stars = 70-89, etc.)
  • Provide clickable links to original articles

Source Configuration

Sources are configured in references/sources.json.

To enable/disable sources: Edit the JSON file and set "enabled": true/false.

To add new sources: Add entry to sources array with required fields (id, name, url, type, language, category).

The heat score (0-100) combines multiple factors:

  • Multi-source bonus: +20 per duplicate source (same story on multiple sites)
  • Time decay:
    • 24h or less: +40 points (very fresh)
    • 24-48h: +28 points (recent)
    • 48-72h: +16 points (somewhat recent)
    • 72h+: +8 points (older)
  • Keyword match quality:
    • Exact title match: +30
    • Partial title match: +15
    • Summary match: +5
  • HN engagement: +1 per 10 points (max +20)
  • Reddit engagement: +1 per 10 upvotes (max +20, NEW)
  • Official source bonus: +10 (for official blogs, NEW)
  • Base score: 20

Articles appearing on multiple sources rank higher, indicating broader industry interest. Official blog posts from React, Vue, Docker, etc. get priority. Reddit posts with high upvotes get boosted.

Notes

  • Always translate: English titles and summaries should have Chinese translations
  • Preserve technical terms: Keep AI, GPT, API, SDK, LLM, etc. in English
  • Clean presentation: Use Markdown only, no complex HTML artifacts
  • Cross-reference duplicates: Show which sources covered the same story
  • Keyword matching: Script searches in both titles and summaries across all languages

Troubleshooting

No results found:

  • Try broader keywords (e.g., "AI" instead of "GPT-5 benchmarks")
  • Check if sources are accessible (firewall/network issues)
  • Verify sources are enabled in references/sources.json

Script errors:

  • Ensure Node.js is available or WeSight Electron is running
  • Check network connectivity
  • Review stderr output for specific error messages
  • Some sources may be temporarily unavailable

Slow performance:

  • Reduce --limit parameter (default is 15)
  • Disable some sources in references/sources.json
  • Network speed affects RSS fetching time

© freestylefly, 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 12 other files (scripts, references) in SKILLs/technology-news-search of freestylefly/wesight.

  • SKILL.md
  • .network_cache
  • references/sources.json
  • scripts/parsers/hn_parser.js
  • scripts/parsers/rss_parser.js
  • scripts/search-news.ps1
  • scripts/search-news.sh
  • scripts/search_news.js
  • scripts/shared/domain_classifier.js
  • scripts/shared/heat_calculator.js
  • scripts/shared/network_detector.js
  • scripts/shared/web_utils.js
  • scripts/vendor/rss-parser.bundle.js

Open the folder on GitHubat commit c913cd9

Compare with similar skills

Technology 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.

Technology Search compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Technology Search this skillfreestylefly/wesight943—~3.3kAutomated safety check: PassMIT
China Travel Kittczyliu/china-travel-kit194—~1.3kAutomated safety check: PassMIT
Code Review Excellenceandrew-yangy/gru-ai155—~1.7kAutomated safety check: NotesMIT
Ainiee Next TranslationShadowLoveElysia/AiNiee-Next175—~3.3kAutomated safety check: PassAGPL-3.0
Novu Framework Integrationnovuhq/novu40k—~7.2kAutomated safety check: PassCustom licence
Handsontable Docs Page Writinghandsontable/handsontable22k—~1.1kAutomated safety check: PassCustom licence

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Questions about Technology Search

What does Technology Search do?

Search tech blogs, developer forums, and IT media (TechCrunch, Hacker News, 36氪, etc.) for software and hardware industry updates with heat ranking and EN↔CN translation. Technology Search is an agent skill from freestylefly/wesight.) for software and hardware industry updates with heat ranking and EN↔CN translation.

When should I use Technology Search?

Technology Search fits situations like: tasks that involve Translation.

How do I install Technology Search in Claude Code?

Run `npx skills add freestylefly/wesight --skill technology-search -a claude-code`. Or copy the skill folder (SKILLs/technology-news-search in freestylefly/wesight) into .claude/skills/technology-search in your project. Claude Code loads it when a task matches its description.

How do I install Technology Search in Codex?

Run `npx skills add freestylefly/wesight --skill technology-search -a codex`. Or copy the skill folder (SKILLs/technology-news-search in freestylefly/wesight) into .agents/skills/technology-search in your project. Codex loads it when a task matches its description.

Can I use Technology 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 freestylefly/wesight --skill technology-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/technology-search, .gemini/skills/technology-search, .github/skills/technology-search and .opencode/skills/technology-search in your project.

What does Technology Search need to run?

Going by SKILL.md and its folder, Technology Search needs JavaScript, PowerShell and a shell for the scripts in its folder and the command-line tools its instructions call (bash). Our summary lists: Node.js; A Bash shell; PowerShell; Docker.

Does Technology Search access the network?

SKILL.md names 2 domains. In commands or code: techcrunch.com and jiqizhixin.com; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Technology 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 Technology Search use?

Technology 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 Technology Search use?

About 3.3k tokens (SKILL.md is roughly 13k 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 5.6k tokens, read only when the agent opens those files.

What are the alternatives to Technology Search?

Skills that share tags, products or a category with Technology Search: China Travel Kit (tczyliu/china-travel-kit, 194 stars), Code Review Excellence (andrew-yangy/gru-ai, 155 stars), Ainiee Next Translation (ShadowLoveElysia/AiNiee-Next, 175 stars) and Novu Framework Integration (novuhq/novu, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Technology Search?

freestylefly (a GitHub user) maintains it in freestylefly/wesight, which has 943 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 1, 2026.

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