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web-search
by vaayne
Reusable components for AI coding agents: skills, subagents, MCP servers, and extensions.
⭐ 21🍴 1📅 2026年1月22日
SKILL.md
name: web-search description: Search the web using Exa AI for real-time information retrieval. Use when users ask to search online, find current information, look up recent events, or need data beyond knowledge cutoff. Triggers on "search the web", "find online", "look up", "what's the latest on", "search for".
Web Search
Overview
Search the web using Exa AI's MCP endpoint for real-time information retrieval. Returns raw JSON results with source URLs optimized for LLM consumption.
When to Use
- User asks to search the web or find online information
- Need current/recent information beyond knowledge cutoff
- Looking up documentation, news, or real-time data
- Researching topics that require up-to-date sources
Workflow
- Identify the search query from user request
- Determine appropriate search parameters:
--type auto(default) for balanced results--type fastfor quick lookups--type deepfor comprehensive research
- Run the search script
- Present results with source URLs to user
Usage
# Basic search
uv run --script scripts/web_search.py --query "your search query"
# With options
uv run --script scripts/web_search.py \
--query "search query" \
--num-results 8 \
--type auto \
--livecrawl fallback \
--context-max-chars 10000 \
--timeout 25
Parameters
| Parameter | Default | Description |
|---|---|---|
--query | (required) | Search query string |
--num-results | 8 | Number of results to return |
--type | auto | Search type: auto, fast, deep |
--livecrawl | fallback | Live crawl mode: fallback, preferred |
--context-max-chars | 10000 | Max characters for context |
--timeout | 25 | Request timeout in seconds |
Output Contract
| Scenario | stdout | stderr | exit code |
|---|---|---|---|
| Success | Raw JSON from Exa | (empty) | 0 |
| No results | {"results": []} | Warning message | 0 |
| Error | (empty) | Error message | 1 |
Success output contains:
- Page titles and URLs
- Content snippets optimized for LLM context
- Source attribution
Prerequisites
- Uses Exa AI's free MCP endpoint (no API key required)
- Requires
uvfor running PEP 723 scripts
Examples
Quick lookup
uv run --script scripts/web_search.py \
--query "Python 3.12 new features" \
--type fast \
--num-results 3
Deep research
uv run --script scripts/web_search.py \
--query "LLM agent architectures 2024" \
--type deep \
--num-results 10 \
--livecrawl preferred
スコア
総合スコア
60/100
リポジトリの品質指標に基づく評価
✓SKILL.md
SKILL.mdファイルが含まれている
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✓LICENSE
ライセンスが設定されている
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○説明文
100文字以上の説明がある
0/10
○人気
GitHub Stars 100以上
0/15
○最近の活動
3ヶ月以内に更新がある
0/10
○フォーク
10回以上フォークされている
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✓Issue管理
オープンIssueが50未満
+5
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プログラミング言語が設定されている
+5
○タグ
1つ以上のタグが設定されている
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レビュー
💬
レビュー機能は近日公開予定です