Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Find a retrieval MCP server that works today: a daily-checked list of servers that search knowledge.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"ragmap": {
"command": "npx",
"args": [
"-y",
"@khalidsaidi/ragmap-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add ragmap -- npx -y @khalidsaidi/ragmap-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"ragmap": {
"command": "npx",
"args": [
"-y",
"@khalidsaidi/ragmap-mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"ragmap": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@khalidsaidi/ragmap-mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 khalidsaidi 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(2.0.0)于4天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Find a retrieval MCP server that works today.
RAGMap is a list of remote MCP servers that search a body of knowledge: the web, documentation, papers, laws, a domain. Every day it takes the official MCP Registry, connects to each candidate server with no API key, lists its tools, and keeps only the ones that answer and really do retrieval.
Use it as an MCP server so your agent can ask "who knows about X?", or just read the list below.
npx -y @khalidsaidi/ragmap-mcp@latest
Claude Code:
claude mcp add ragmap -- npx -y @khalidsaidi/ragmap-mcp@latest
Any MCP client:
{
"mcpServers": { "ragmap": { "command": "npx", "args": ["-y", "@khalidsaidi/ragmap-mcp@latest"] } } }
Tools:
ragmap_find: servers that know about what you need, e.g. { "need": "EU cosmetics regulation" }.ragmap_get: one server by registry name.ragmap_install: copy-paste config to connect a server.The package reads the latest list from this repo and falls back to the copy it ships with when offline.
initialize and tools/list from the daily check.A server that fails a check stays listed for 3 days, then drops off until it works again.
Not covered: local (stdio) servers and servers that need a key or sign-in, because they can't be checked automatically.
2291 servers, checked 2026-11-05.
| Server | Knows about | URL |
|---|---|---|
ac.tandem/docs-mcp | Tandem docs, install guides, SDKs and workflows | https://tandem.ac/mcp |
ae.beachclubs/mcp | UAE beach clubs, day pass prices, amenities, hours and events | https://www.beachclubs.ae/mcp |
ae.plantguide/dubai-gardening | What to plant in Dubai, plant care in heat, climate | https://plantguide.ae/mcp |
agency.goji/goji | SEO, AEO, web and branding terms, guides and FAQs | https://mcp.goji.agency/mcp |
ai.1court.state/court-directory | US county courts: clerks, addresses, e-filing, fees, deadlines | https://state.1court.ai/api/mcp |
ai.agenticterminal/directory | Verified merchants accepting agentic payments on Lightning and other rails | https://mcp.agenticterminal.ai/mcp |
ai.agentlookups/groundrules | Verbatim text of US federal and state law | https://law.agentlookups.ai/mcp |
ai.agentlookups/spoon-scout | Contaminant lab results, recalls and additive rules for US packaged foods | https://food.agentlookups.ai/mcp |
ai.ai-portal/ai-portal | AI model releases, AI regulations, glossary and GenAI news | https://www.ai-portal.ai/mcp |
ai.airshelf/catalog | Cross-vendor B2B product catalog with datasheet specs | https://mcp.airshelf.ai/mcp |
ai.autoblogging/autoblogging | Autoblogging.ai pricing, plans, features and site pages | https://autoblogging.ai/mcp |
ai.beexcellent/reference | How Excellent restaurant events software works | https://beexcellent.ai/api/mcp/public |
ai.bezal/local-commerce | US local service businesses, reviews, services and hours | https://app.bezal.ai/api/mcp |
ai.bidclub/bidclub | Investor podcast transcripts, summaries and digests in English and Chinese | https://bidclub.ai/api/mcp |
ai.bithuman/docs | bitHuman avatar SDK and REST API documentation | https://docs.bithuman.ai/docs-mcp |
ai.brownmatter/brainz | Shared product knowledge concepts and their relations for agent fleets | https://brainz.brownmatter.ai/mcp |
ai.byteask/embedded-docs | Embedded firmware datasheets, MISRA, CMSIS and RTOS reference documentation with page citations | https://mcp.byteask.ai/mcp |
ai.catalystproject/evidence-graph | Evidence on what supplements and compounds do in the body | https://catalystproject.ai/mcp |
ai.cerebrium/docs | Cerebrium deployment, hardware and endpoint documentation | https://cerebrium.ai/docs/mcp |
ai.com.nlp/open-model-catalog | Open-weight AI model releases, licenses and architectures | https://nlp.com.ai/mcp |
ai.companyproof/companyproof | Legal company registry profiles and verified company facts | https://companyproof.ai/v2/mcp |
ai.context-link/context-link | Content from the user's connected sites, Drive, Notion, email and files | https://www.context-link.ai/mcp |
ai.coreyjames/portfolio | Corey James's projects, systems and engineering work in GPU inference and AI | https://coreyjames.ai/mcp |
ai.dablock/visibility-index | How often AI answer engines mention 24 crypto and Web3 brands | https://dablock.ai/mcp |
ai.dabyte/visibility-index | How often AI answer engines mention 20 SaaS brands | https://dabyte.ai/mcp |
ai.darkfunnels/docs | DarkFunnels documentation on WhatsApp AI sales agents | https://docs.darkfunnels.ai/mcp |
ai.deepdna/knowledge | Pharmacogenomics: drug-gene interactions, gene variants by rsID, medication screening | https://deepdna.ai/mcp |
ai.drillr/drillr | SEC filings, financial statements, ownership and news for equities | https://gateway.drillr.ai/mcp/data |
ai.ecocheck/ecocheck | Vietnam GHG regulations, EU CBAM rules and ESG guidance | https://ecocheck.ai/mcp |
ai.edgechat/edgepedia | Encyclopedia articles with citations on people, places, things and events | https://www.edgechat.ai/mcp |
ai.emberverse/emberverse | A knowledge graph of pieces and structural principles for reasoning | https://emberverse.ai/mcp |
ai.entityindex/entityindex | Verified hotels in Andorra by area, amenities, with official links | https://entityindex.ai/mcp |
ai.enzos/enzos | US homes for sale, price verdicts, below-market deals and metro market snapshots | https://enzos.ai/mcp |
ai.everymcp/every-mcp | Public MCP servers from the official registry with install configs | https://everymcp.ai/mcp |
ai.evoost/site | Verified facts about eVoost AI products, FAQ and contact | https://evoost.ai/mcp |
ai.exa/exa | Web search and page content | https://mcp.exa.ai/mcp |
ai.example4/xmp4 | Source code, callers and tests of open-source libraries | https://mcp.example4.ai/mcp |
ai.financegenius/financegenius | Indian credit cards, loans, deposits, insurance and mutual funds, with calculators | https://mcp.financegenius.ai/mcp/ |
ai.framethrower/framethrower | Film stills and commercials by lighting, lens, shot size and mood | https://framethrower.ai/api/mcp |
ai.fukushi/dictionary | Japan disability welfare service fees, add-ons and staffing rules | https://fukushi.ai/api/mcp |
ai.hostingbrain/intelligence | European hosting and domain market shares, pricing, concentration and technology adoption | https://mcp.hostingbrain.ai/mcp |
ai.hotapi/docs | HotAPI integration guides, model docs and OpenAPI operations | https://hotapi.ai/mcp |
ai.huntboard/huntboard | Recent job postings from company career pages and ATS boards | https://huntboard.ai/mcp |
ai.husverket/husverket | Swedish prefab houses, attefallshus, prices and building permit questions | https://mcp.husverket.ai/mcp |
ai.ironscout/ironscout | Ammunition prices by caliber and retailer offers | https://mcp.ironscout.ai/mcp |
ai.jasonlovell/site | Jason Lovell's AI research studies, builds and releases | https://jasonlovell.ai/mcp |
ai.jopp/jobs | Open jobs in Switzerland and Liechtenstein | https://jopp.ai/mcp |
ai.justautomate/website | JustAutomate agency services, pages, workshop pricing and contact | https://justautomate.ai/mcp |
ai.karmafor/karma-library | Essay on AI cooperation, moral uncertainty and power | https://karmafor.ai/api/mcp?source=mcp-registry |
ai.keenable/web-search | Live web search and page content | https://api.keenable.ai/mcp?keenable_title=mcp-registry |
ai.law.mcp/lawyer-search | Verified US lawyer profiles by practice area, state and city | https://mcp.law.ai |
ai.linof/docs | Linof documentation and current pricing for family photo films | https://linof.ai/api/apps/6a562086cd3bd1e44e0d4c3d/functions/docsMcp |
ai.llmhosting/pricing | LLM API prices by provider and GPU rental prices with history | https://llmhosting.ai/mcp |
ai.localmark/agent-directory | Public A2A agents, their skills and endpoint checks | https://localmark.ai/mcp |
ai.lovora/lovora | Lovora AI companions, prices, content rules and docs | https://lovora.ai/mcp |
ai.machinerelations/mri | Which source domains AI answer engines cite, by buyer category | https://machinerelations.ai/mcp |
ai.manpage/mcp | Linux manual pages by distribution and version | https://manpage.ai/mcp |
ai.masnavi/masnavi | Rumi's complete Masnavi verses with search and citation | https://masnavi.ai/mcp |
ai.mcpjunction/directory | Directory of MCP servers by keyword, category and topic | https://mcpjunction.ai/mcp |
ai.memestack/mcp | Memes, charts and infographics searchable by meaning or text | https://mcp.memestack.ai/mcp |
| `ai.smilestory/
只显示了开头部分;其余内容请在仓库中阅读