ContextFetch

dev.contextfetch由 contextfetch.dev 发布官方发布者v1.1.0更新于 Oct 29, 2026

Web search and any page as LLM-ready Markdown for AI agents. Free keyless tier, no signup.

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

ContextFetch 为助手提供网页搜索、网页转 Markdown、爬取与带引用的研究,返回按查询裁剪的段落而非原始页面。

可以做什么
  • 搜索网页,返回标题、链接以及仅与查询相关的段落
  • 把公开网页抓取为整洁 Markdown,可按查询裁剪,并查找与某链接相似的页面
  • 在服务端执行研究或抽取式回答,返回逐字引用的段落与编号来源
  • 在深度与页数限制内爬取单个站点,或仅从站点地图列出网址而不抓取页面
  • 查看剩余额度与消耗速度、设置自动充值,并领取免费 API 密钥
适用场景
适合需要最新网页信息、文档或事实核查且希望节省 token 的场景,也适合一次调用获得带引用来源的研究包。需要整站阅读或爬取并偏好整洁 Markdown 而非原始 HTML 时同样适用。
运行要求
可作为远程端点使用,也可通过 npx 在本地运行,需要 Node.js 18 或更新版本。免费层无需密钥,每个 IP 每天 25 次请求;付费密钥放在 CONTEXTFETCH_API_KEY 或 x-api-key 请求头中。CONTEXTFETCH_API_BASE 仅用于自建引擎。需要网络访问。
安装前请注意
付费使用按搜索、页面、爬取页数或子查询计费,自动充值可在额度低于阈值时用已保存的卡自动扣款,并有每月上限。免费密钥工具会返回一个密钥,应存入 CONTEXTFETCH_API_KEY。查询与网址会发送给第三方 API,爬取与研究调用可能消耗较多额度。

安装

在 SourceWeft 中

  1. 打开 控制台中的 ContextFetch,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/dev.contextfetch%2Fmcp/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": {
    "contextfetch": {
      "type": "http",
      "url": "https://api.contextfetch.dev/mcp"
    }
  }
}

README

ContextFetch MCP server

Web search and clean, LLM-ready Markdown for AI agents: $1 per 1,000 searches, and 25 a day free with no key and no signup.

[npm] [MCP registry] [License: MIT]

bash
claude mcp add contextfetch -- npx -y @contextfetch/mcp

That is the whole setup for Claude Code. Then ask your agent something that needs the web:

Search for how Postgres SKIP LOCKED works for job queues

contextfetch_search returns each page as Markdown, cut down to the passages that answer the query:

markdown
## 1. PostgreSQL Job Queues with SKIP LOCKED | CodeNotes
https://codenotes.tech/blog/postgresql-job-queues-with-skip-locked · score 1.000
FOR UPDATE SKIP LOCKED is useful because it lets many workers claim different rows without blocking on rowsanother worker has already locked. But it is only the claiming primitive. A production queue also needs theright schema, indexes, retry policy, stuck-job recovery, cleanup, monitoring, and replay-safe handlers....

11 tools: search, page to Markdown, find similar, research, answer, crawl, site map, balance, free key and auto top-up. Exa- and Tavily-compatible API underneath, at contextfetch.dev.

Install

Claude Code (one line, keyless):

bash
claude mcp add contextfetch -- npx -y @contextfetch/mcp

With a paid key:

bash
claude mcp add contextfetch -e CONTEXTFETCH_API_KEY=your_key -- npx -y @contextfetch/mcp

Cursor: add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (project):

json
{  "mcpServers": {    "contextfetch": {      "command": "npx",      "args": ["-y", "@contextfetch/mcp"],      "env": { "CONTEXTFETCH_API_KEY": "your_key" }    }  }}

Windsurf: add to ~/.codeium/windsurf/mcp_config.json:

json
{  "mcpServers": {    "contextfetch": {      "command": "npx",      "args": ["-y", "@contextfetch/mcp"],      "env": { "CONTEXTFETCH_API_KEY": "your_key" }    }  }}

To use the free tier, drop the env block (or leave CONTEXTFETCH_API_KEY empty). The same JSON works in Claude Desktop's claude_desktop_config.json and in any other MCP client that launches stdio servers.

Requires Node.js 18 or newer.

Tools

ToolArgumentsWhat it doesCost
contextfetch_searchquery, num_results (1-25, default 5), include_domains?, exclude_domains?Web search. Each result comes back as title, URL and only the passages relevant to your query (cross-encoder pruned Markdown).$1 per 1,000
contextfetch_extract_urlurl, query?Any public page (docs, articles, GitHub files, arXiv) as clean Markdown with tables kept. With query, returns only the relevant passages.$1 per 1,000
contextfetch_find_similarurl, num_results (1-25, default 5)Pages similar to a URL, excluding its own domain.$1 per 1,000
contextfetch_researchquery, sub_queries? (up to 5), num_results_per_query (1-10, default 5)Server-side research: runs the sub-queries concurrently, dedupes pages by URL, ranks them all against query with the cross-encoder and returns one Markdown evidence pack (numbered [n] sources with their query-pruned passages, quoted verbatim; nothing generated), headed by the sub-queries, source count, tokens and credits used.$1 per 1,000 sub-queries (max 5)
contextfetch_deep_researchquery, sub_queries? (up to 3), num_results_per_query (1-25, default 5; at most 10 used)The earlier name of contextfetch_research, kept for existing setups: same server-side evidence pack, up to 3 sub-queries.$1 per 1,000 sub-queries (max 3)
contextfetch_answerquery, num_results (1-10, default 5)Extractive answer: the best-scoring passages of the top pages, quoted verbatim with [n] markers and a numbered source list. No text is generated, so it suits factual lookups more than open-ended questions.$1 per 1,000
contextfetch_crawlurl, max_depth (0-3, default 1), limit (1-50, default 10), query?, include_paths?, exclude_paths? (regexes on the URL path)Crawls one site from url (same-site links, robots.txt obeyed) and returns each page as Markdown with its depth. With query, pages are ranked by relevance and pruned to the relevant passages.$1 per 1,000 pages
contextfetch_mapurl, limit (1-5,000, default 100), include_paths?, exclude_paths?Lists a site's URLs from its sitemaps and the start page's links without fetching the pages.$1 per 1,000
contextfetch_balancenoneRemaining credits, burn rate (credits/day over the last 7 days) and auto-reload settings, including the last auto-reload error if a payment failed. Needs CONTEXTFETCH_API_KEY.free
contextfetch_get_free_keynoneClaims the network's free API key (2,500 searches, one per network) and uses it for the rest of the session. Give it to your user to keep in CONTEXTFETCH_API_KEY.free
contextfetch_auto_reloadenabled, threshold? (100-100,000), pack? (instant, builder, scale), monthly_max_usd? (max 500)Turns auto-reload on or off or changes it: when credits drop below threshold, the card saved at checkout buys pack again, up to the monthly cap. Needs CONTEXTFETCH_API_KEY and a saved card. The cap cannot go above $500 here.free

All tools return Markdown text. Without a key, contextfetch_balance and contextfetch_auto_reload return a short message saying they need one, with the buy link. On the free tier, results start with a one-line notice showing how many free searches are left today. When the API reports them, a closing line shows latency (total and per stage: recall, fetch, rerank), whether the answer came from cache, and token savings (pruned tokens vs raw page tokens).

contextfetch_research sub-queries

Pass your own sub_queries (different angles on the question); the tool description tells the calling model to do so. If you omit them, the API derives them from query with fixed rules:

  1. the query itself;
  2. the query + documentation;
  3. the query + benchmark when it mentions speed, performance, latency, memory or a comparison (vs, compare), otherwise the query + example.

A suffix the query already contains is skipped (so react useActionState example runs 2 searches, not 3). The whole research runs server-side in one /v1/research call that costs $1 per 1,000 sub-queries; a sub-query that fails is refunded and named in the header. If all fail, the tool returns the error.

Environment variables

VariableDefaultMeaning
CONTEXTFETCH_API_KEYunsetYour API key. Unset or empty uses the free keyless tier.
CONTEXTFETCH_API_BASEhttps://api.contextfetch.devAPI base URL. Point it at your own engine if you self-host.

Free tier and pricing

Price
No key25 searches a day per network, no signup
Free key (contextfetch_get_free_key)2,500 searches, one per network, no card
Search, page to Markdown, answer, find similar, map$1 per 1,000
Crawl$1 per 1,000 pages returned
Research$1 per 1,000 sub-queries

Pay as you go: top up from $10 (+10% from $100, +20% from $500). The balance never expires and one balance covers all your keys. Monthly plans and per-key limits are in the dashboard at contextfetch.dev/account.

When the balance or the free tier runs out (HTTP 402), the tool returns a one-click top-up link (Stripe: card, Apple Pay, Google Pay) and a line to pass on to your user. Then set CONTEXTFETCH_API_KEY as shown above.

Retries and connections

Connection failures before the request is sent (refused, DNS, connect timeout), HTTP 429 and HTTP 5xx are retried with exponential backoff and jitter (about 0.25-0.5 s, then 0.5-1 s), at most 3 attempts per API call and 30 seconds in total, retries included. A 429 or 5xx with a Retry-After header waits exactly that long, unless that would pass the 30 second budget. 400, 401, 402, 422 and other 4xx responses are never retried. A connection that drops after the request was sent is not retried either, since the search may already have been billed. Connections are pooled and kept alive by Node's built-in fetch (undici), so there is no extra HTTP dependency.

Errors

Errors never crash the server; they come back as tool results with isError: true and a plain explanation: invalid key (401), out of credits or free limit reached (402, lists the packs with their buy links), no saved card for auto-reload (409, with the buy link), URL not allowed (400, only public http(s) URLs), a page contextfetch_extract_url could not fetch (with the reason, such as HTTP 404), rate limited (429), server errors (5xx), network failures, and a 30 second limit per call (retries included).

Develop

bash
npm installnpm run build          # compiles src/ to dist/ and marks dist/index.js executablenpm test               # builds, then drives dist/index.js over stdio against a local mock API (no network)CONTEXTFETCH_API_BASE=http://localhost:8000 node dist/index.js

Publish

Publishing @contextfetch/mcp needs the npm organization contextfetch (create it at npmjs.com and add the publishing account as a member). Then npm publish from this folder; publishConfig.access is already public and prepublishOnly builds first.

License

MIT

来源:README.md,提交 14e36a9

工具

11

contextfetch_extract_url

ContextFetch URL to Markdown

Fetch a public web page (docs, articles, GitHub files, arXiv papers) as clean Markdown with tables preserved. Pass `query` to get only the passages relevant to it instead of the whole page.

输入参数url必填query

contextfetch_find_similar

ContextFetch find similar pages

Find pages similar to a given URL (alternatives, related docs, competing libraries), excluding the source domain. Returns titles, URLs and the most relevant passages as Markdown.

输入参数url必填num_results

contextfetch_research

ContextFetch research (evidence pack)

Research a question in one call, server-side: runs up to 5 web searches (sub-queries) concurrently, dedupes the pages by URL, ranks them all against the question with a cross-encoder and returns one Markdown evidence pack with numbered [n] sources and their query-pruned passages, quoted verbatim (no generated text). Costs 1 credit per sub-query. Pass your own `sub_queries` (distinct angles on the question) for better coverage. If omitted they are derived from `query`: the query itself, query + "documentation", and query + "benchmark" when it asks about speed, performance or comparisons, else query + "example" (a suffix the query already contains is skipped).

输入参数query必填sub_queriesnum_results_per_query

contextfetch_deep_research

ContextFetch deep research

Deep research in one call, no LLM: a deep search of the question, its sub-topics (or your sub_queries) as searches of their own, and the pages its list and index results link to, returned as one cited report: summary, key facts, a section per sub-topic and the sources, every passage quoted verbatim with [n]. Costs 10 credits. For a quick evidence pack use contextfetch_research.

输入参数query必填sub_queriesnum_results_per_query

contextfetch_answer

ContextFetch extractive answer

Answer a question with passages quoted verbatim from the web, never generated: searches, scores every passage of the top pages with a cross-encoder and returns the best ones with [n] citations to their sources. Use it for quick factual lookups; the quotes may not fully answer an open-ended question. Costs 1 credit.

输入参数query必填num_results

contextfetch_crawl

ContextFetch site crawl

Crawl one website from a start URL and get its pages as Markdown: same-site links only, up to `max_depth` hops (<= 3) and `limit` pages (<= 50), robots.txt obeyed. Pass `query` to rank the pages by relevance and return only their relevant passages. Costs 1 credit per page returned.

输入参数url必填limitquerymax_depthexclude_pathsinclude_paths

contextfetch_map

ContextFetch site map

List a website's URLs without fetching its pages: its sitemaps (from robots.txt, else /sitemap.xml) plus the start page's links, same site only, up to `limit` (<= 5,000). Use it to find the right pages before contextfetch_extract_url or contextfetch_crawl. Costs 1 credit.

输入参数url必填limitexclude_pathsinclude_paths

contextfetch_balance

ContextFetch balance

Show the API key's remaining credits, daily burn rate (7-day average) and auto-reload settings, including the last auto-reload error if a payment failed. Needs CONTEXTFETCH_API_KEY; free. Check it before long jobs.

无需输入参数。

contextfetch_auto_reload

ContextFetch auto-reload

Turn auto-reload on or off, or change it: when credits drop below `threshold`, the saved card buys `pack` again, up to `monthly_max_usd` per month. Needs CONTEXTFETCH_API_KEY and a card saved at checkout. The monthly cap cannot be raised above $500 here.

输入参数packenabled必填thresholdmonthly_max_usd

contextfetch_get_free_key

ContextFetch free API key

Get a free ContextFetch API key with 2,500 searches (one per network, no sign-up). This session uses it right away; give it to your user so they can set CONTEXTFETCH_API_KEY to keep it.

无需输入参数。

版本历史

2
  1. v1.1.0最新Oct 22, 2026
  2. v1.0.1Oct 19, 2026

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