# Web Search and Semantic Similarity

> Use this tool when you need to retrieve real-time web information and analyze search results, or extract relevant data from previous searches using semantic similarity. It solves problems related to information retrieval, data extraction, and multilingual search, providing outputs such as scraped web content and similarity-matched results. It accepts web search queries and previous search results as inputs, making it ideal for AI assistants and applications requiring up-to-date web data.

Canonical page: https://skillsregistry.net/skills/deepspiringai-search  
JSON: https://api.skillsregistry.net/v1/skills/deepspiringai-search

## Description

Search MCP Server provides web search and information extraction capabilities for AI assistants. It offers two main tools: one for performing web searches and scraping results, and another for extracting relevant information from previous searches using semantic similarity. The implementation uses SearchAPI.io for web queries, Firecrawl for content scraping, and embedding models for similarity matching. Built by DeepSpringAI, this server is particularly useful for applications requiring real-time web information retrieval and analysis, including multilingual search capabilities.

## Trust

- **Trust score (0–1):** 0.84
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** browser-automation
- **Updated:** 2026-09-19

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/deepspiringai-search)
- **Repository:** <https://github.com/deepspringai/search_mcp_server>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "deepspiringai-search"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/deepspiringai-search` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/deepspiringai-search/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt