Search

com.neurobird由 neurobird.com 发布官方发布者v1.0.0更新于 Oct 24, 2026

Web search for AI agents. Ranked results with page passages already extracted, plus URL to markdown.

已验证Streamable HTTP可网页运行网页搜索与抓取知识与记忆

概览

AI 生成的概览

托管式网页搜索 MCP 服务器，返回已提取页面段落的排序结果，并能把任意 URL 转成干净的 Markdown。

可以做什么
搜索实时网页，返回排序结果，可按域名、时间范围和主题过滤，并可附带基于检索段落的答案，引文会与来源核对。抓取一个或多个 URL，把正文转成干净的 Markdown 或纯文本，PDF 会转为文本。按查询把抓取到的页面裁剪为相关段落。
适用场景
适合助手需要最新网页信息且希望直接拿到页面内容、通常无需再次抓取的场景，也适合把指定 URL 或 PDF 转成干净文本以便阅读和引用。
运行要求
远程 streamable HTTP 端点，无需本地安装。需要 Authorization 请求头携带 Bearer API 密钥；可通过无需认证的请求免费创建密钥，每月 1,000 积分，无需注册或银行卡。需要能访问该托管服务的网络。
安装前请注意
API 密钥通过 Authorization 请求头发送，不要放入共享配置。用量按积分计费：高级搜索和带依据的答案消耗更多，抓取每页 1 积分；免费额度之外有付费档位。搜索词和抓取的 URL 会发送给第三方服务，结果覆盖面和时效性取决于上游搜索引擎。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Search，将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体，或 SourceWeft 对话中。智能体会读取该服务器的安装指南，先向你展示发布者、端点和登录方式，经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/com.neurobird%2Fsearch/install.md，并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前，先告诉我它的发布者、端点和登录方式，等我确认。不要把 API 密钥写进命令或我会提交的文件；问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "mcpServers": {
    "search": {
      "type": "http",
      "url": "https://search.neurobird.com/mcp"
    }
  }
}

README

Neurobird Search MCP server

[MCP Registry] [Glama score] [Smithery] [MPPscan] [Transport] [License]

A hosted Model Context Protocol server that gives an AI agent web search with the page content already extracted, plus clean markdown extraction of any URL.

There is nothing to install and nothing to run locally. The server is hosted at https://search.neurobird.com/mcp over the streamable HTTP transport.

bash
claude mcp add --transport http neurobird-search \  https://search.neurobird.com/mcp \  --header "Authorization: Bearer $NEUROBIRD_KEY"

Get a key with one unauthenticated request. No signup form, no email, no card:

bash
curl -X POST https://search.neurobird.com/keys

Every key carries 1,000 free credits a month.

Tools

web_search

Search the live web and get ranked results with the relevant passages already extracted from each page, so a follow up fetch is usually unnecessary.

ParameterTypeDefaultNotes
querystringrequiredThe search query.
search_depthbasic | standard | advancedstandardadvanced expands the query and reads more pages.
max_resultsinteger61 to 20.
include_answerbooleantrueA grounded answer written only from retrieved passages.
include_domainsstring[]Only return results from these domains.
exclude_domainsstring[]
daysintegerRestrict to the last N days.
topicgeneral | news | code | science | financegeneral

extract_url

Fetch one or more URLs and return their main content as clean markdown, with navigation, adverts and boilerplate removed. PDFs are converted to text.

ParameterTypeNotes
urlsstring[]Required.
querystringTrims each page to the passages relevant to it.
formatmarkdown | textDefault markdown.

Other MCP clients

The same URL works in any client that supports the streamable HTTP transport.

json
{  "mcpServers": {    "neurobird-search": {      "type": "http",      "url": "https://search.neurobird.com/mcp",      "headers": { "Authorization": "Bearer nbs-..." }    }  }}

Tested with Claude Code. Cursor, Windsurf, Zed and the Claude desktop app all accept a streamable HTTP MCP server in this shape.

What makes the results different

  • Page passages, not snippets. Each result carries the part of the page that answers the query, extracted from the live page, at no extra credit.
  • Quotes checked against the source. When an answer is requested, every supporting quote is matched back against the extracted source text. A quote that fails is returned marked unverified rather than silently dropped, so an agent can audit a claim instead of trusting it.
  • Rank fusion across engines. Results are fused from several engines with reciprocal rank fusion, so agreement between independent rankings drives the ordering.
  • Per stage timings in every response, so latency can be attributed from outside.

Pricing

Credits: basic or standard search 1, advanced search 2, grounded answer +1, extract_url 1 per page.

Per 1,000 searches
Free tier1,000 credits a month, no card
Basic search$2
Deep search$4
Deep search with grounded answer$6
At 1M credits a month$1 per 1,000

Honest limits

  • Median latency on the current single server deployment is about 15 seconds basic, 22 seconds standard and 28 seconds advanced. Upstream engines and the answer model account for nearly all of it. The HTTP streaming endpoint returns ranked links at about 5 seconds.
  • There is no index of our own. Coverage and freshness inherit from upstream engines.
  • Retrieval capacity, not code, is the scaling limit today.

Links

License

MIT. See LICENSE.

来源：README.md，提交 93cbd02

工具

2

extract_url

Read a URL as markdown

Fetch one or more URLs and return their main content as clean markdown, with navigation, ads and boilerplate removed. Pass a query to get only the passages of each page relevant to it.

输入参数urls必填queryformat

版本历史

1
  1. v1.0.0最新Sep 16, 2026

评分

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