Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Search 367k+ verified businesses; earn cashback when an agent routes a real purchase.
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 …”。
适用于网页版、桌面版和手机版 Claude:
https://ai-visionary.xyz/agents/mcp在终端中运行这条命令
claude mcp add --transport http aya-registry https://ai-visionary.xyz/agents/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"aya-registry": {
"url": "https://ai-visionary.xyz/agents/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": {
"aya-registry": {
"type": "http",
"url": "https://ai-visionary.xyz/agents/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。
ChatGPT 只能连接互联网上的服务器:
https://ai-visionary.xyz/agents/mcp菜单名称可能因套餐和版本不同而略有差异。
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。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
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7日
注册名称已通过 GitHub 账户 NeousAxis 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
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
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。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(1.0.0)于4个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
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。
AYA gives businesses sovereign control over how AI assistants see and recommend them — without depending on Google, OpenAI, or any single platform.
When someone asks ChatGPT, Claude, Gemini or any AI _"find me a cybersecurity consultant in Switzerland"_, the AI needs structured, verified data to answer. Today, that data is controlled by a handful of tech giants who decide who gets recommended.
AYA is the independent alternative. A structured registry accessible to ALL AIs — not just those from Google or OpenAI.
AYA runs a public MCP server (Model Context Protocol), so any MCP-compatible agent (Claude, Cursor, VS Code, ChatGPT, or your own) can query the registry directly. No API key, no signup, nothing to install.
| Endpoint | https://ai-visionary.xyz/agents/mcp |
| Transport | Streamable HTTP (remote, hosted in Switzerland) |
| Authentication | None |
| Official MCP registry | io.github.NeousAxis/aya-registry |
| Builder guide | ai-visionary.xyz/for-agents |
| Discovery | /.well-known/mcp.json, /llms.txt |
| Tool | What it does |
|---|---|
search_companies | Search 367,000+ verified businesses by name, domain, sector or country |
get_company_details | Full record for one company: AIO readability score, sector, country, ASR status |
index_company | Add a real business the agent found that is not in AYA yet |
get_registry_stats | Aggregate registry statistics |
get_cashback_offer | Active cashback offer for a domain, as a signed token, before the agent recommends it |
claim_cashback | Claim the cashback after a real, consumed transaction |
Claude Code:
claude mcp add --transport http aya-registry https://ai-visionary.xyz/agents/mcp
Any other MCP client (Claude Desktop, Cursor, VS Code):
{
"mcpServers": { "aya-registry": { "type": "http", "url": "https://ai-visionary.xyz/agents/mcp" } } }
Implementation: [app/agents/[transport]/route.ts](https://github.com/NeousAxis/ai-visionary/blob/feature/pollen-agents/app/agents/%5Btransport%5D/route.ts), built with mcp-handler on top of the official @modelcontextprotocol/sdk.
AYA doesn't connect to a single AI — every AI finds AYA naturally. Business data is published across multiple convergent sources, ensuring that all AI assistants — regardless of their provider — can access and recommend verified businesses:
| Source | What | URL |
|---|---|---|
| MCP server | Live tools any AI agent can call (search, details, cashback) | ai-visionary.xyz/agents/mcp |
| API LLM-Friendly | 5-field JSON per entity, optimized for AI consumption | ai-visionary.xyz/api/aya/llm/{domain} |
| Crawlable HTML | 367,000+ certificate pages with JSON-LD structured data | ai-visionary.xyz/aya/e/{id} |
| GitHub Dataset | One JSON file per entity (CC-BY-4.0) | NeousAxis/aya-business-dataset |
| HuggingFace Dataset | CSV + JSONL, ML-ready (CC-BY-4.0) | NeousAxis/aya-business-dataset |
When an AI sees the same data across API + HTML + GitHub + HuggingFace → it considers it stable and reliable → it uses it.
| Locked-in model | AYA model |
|---|---|
| Your visibility depends on one AI provider | Your data is accessible to ALL AIs |
| Platform changes → you disappear | Structured data is permanent and portable |
| You pay to be listed on each platform | You own your data, AYA distributes it everywhere |
| One algorithm decides your ranking | Multiple independent sources confirm your identity |
| Entities indexed | 367,000+ |
| Countries | 206 |
| Certified (ASR) | 9 |
| API | Free, no auth, 30 req/min |
| Bilingual | FR + EN |
Search: GET /api/aya/search?q=restaurant+geneve
Entity: GET /api/aya/entity/{domain} LLM: GET /api/aya/llm/{domain}?lang=en|fr Stats: GET /api/aya/stats Registry: GET /api/aya/live
No authentication. No API key. Just call the endpoint.
{
"name": "Chainlink", "what_it_does": "Blockchain infrastructure connecting external data to smart contracts.", "for_who": "Web3 developers and blockchain protocols.", "category": "Web3 / Oracle", "location": "Global" }
Your business already exists online — but can AI assistants find and recommend it?
The result: when someone asks any AI about your industry, your city, your services — you show up. Independently of which AI they use.
Built in Geneva, Switzerland by AI Visionary | 2026
*AYA is a platform by AI Visionary. The business dataset is published under CC-BY-4.0 to enable systemic attraction.*