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exa-search

使用Exa进行语义/神经网络网页搜索。Exa能够理解上下文并返回高质量的结果。当您需要搜索文档、研究资料或任何需要理解意义而不仅仅是关键词匹配的信息时,请使用此技能。切勿用web_search代替Exa——它们服务于完全不同的目的。

person作者: jakexiaohubgithub

Exa Semantic Search

Exa provides neural/semantic search via MCP. Use it for high-quality web search that understands context.

When to Use Exa

  • Searching for documentation or technical information
  • Research requiring semantic understanding
  • Finding information where exact keywords are unknown
  • Company research and LinkedIn searches
  • Deep research tasks

When NOT to Use Exa

  • Never use web_search as a substitute - it's basic keyword matching only
  • If Exa fails, troubleshoot Exa - don't fall back to web_search

Available Tools

The Exa MCP server provides these tools:

  • web_search_exa - Semantic web search
  • crawling_exa - Crawl and extract web content
  • company_research_exa - Research companies
  • linkedin_search_exa - Search LinkedIn profiles
  • deep_researcher_start - Start deep research task
  • deep_researcher_check - Check deep research status

Configuration

Exa is configured as a remote HTTP MCP in ~/.mcp.json:

{
  "exa": {
    "type": "http",
    "url": "https://mcp.exa.ai/mcp?tools=web_search_exa,crawling_exa,company_research_exa,linkedin_search_exa,deep_researcher_start,deep_researcher_check"
  }
}

Usage Examples

Basic Search

Use the Exa MCP tools directly when semantic search is needed.

Deep Research

  1. Start with deep_researcher_start for complex topics
  2. Poll with deep_researcher_check until complete
  3. Get comprehensive, synthesized results

Critical Rules

  1. NEVER replace Exa with web_search - they are fundamentally different
  2. NEVER use web_search in Task sub-agents as a substitute for Exa
  3. If Exa fails, troubleshoot Exa - do not substitute

Scientific Skill Interleaving

This skill connects to the K-Dense-AI/claude-scientific-skills ecosystem:

Graph Theory

  • networkx [○] via bicomodule
    • Universal graph hub

Bibliography References

  • algorithms: 19 citations in bib.duckdb

SDF Interleaving

This skill connects to Software Design for Flexibility (Hanson & Sussman, 2021):

Primary Chapter: 10. Adventure Game Example

Concepts: autonomous agent, game, synthesis

GF(3) Balanced Triad

exa-search (−) + SDF.Ch10 (+) + [balancer] (○) = 0

Skill Trit: -1 (MINUS - verification)

Secondary Chapters

  • Ch4: Pattern Matching

Connection Pattern

Adventure games synthesize techniques. This skill integrates multiple patterns.

Cat# Integration

This skill maps to Cat# = Comod(P) as a bicomodule in the equipment structure:

Trit: 0 (ERGODIC)
Home: Prof
Poly Op: ⊗
Kan Role: Adj
Color: #26D826

GF(3) Naturality

The skill participates in triads satisfying:

(-1) + (0) + (+1) ≡ 0 (mod 3)

This ensures compositional coherence in the Cat# equipment structure.