Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Compare cash vs points on hotels, flights, and cars. Checkout supported hotels and rental cars.
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://mcp.gondola.ai/mcp在终端中运行这条命令
claude mcp add --transport http gondola https://mcp.gondola.ai/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"gondola": {
"url": "https://mcp.gondola.ai/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": {
"gondola": {
"type": "http",
"url": "https://mcp.gondola.ai/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://mcp.gondola.ai/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
注册名称已通过域名 gondola.ai 验证(注册中心会核实域名所有权)
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(0.1.6)于2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。
The travel MCP that shows cash and award rates side by side. Search hotels, flights, and rental cars across every major hotel chain and loyalty program, with cents-per-point valuations, price prediction, your own loyalty balances and free-night certificates, rate alerts, and a checkout link for the rate you pick, right from your AI client.
Built for points and miles: unlike award-flight-only tools, Gondola covers hotels, flights, *and* cars, and puts the cash price and the award (points) price in one view so you can see exactly when a redemption beats cash.
Works with Claude, Claude Code, Codex, Cursor, Windsurf, VS Code, ChatGPT, Gemini CLI, and any MCP-compatible client. Learn more at gondola.ai/mcp.
https://mcp.gondola.ai/mcp/auth (Streamable HTTP)In Claude, open Settings > Connectors, find Gondola, and choose Connect. Sign in to Gondola when prompted. Guide: Using Gondola in Claude.
Inside Claude Code:
/plugin marketplace add gondola-ai/gondola-mcp
/plugin install gondola
This adds the Gondola MCP server plus slash commands (/hotel-points, /award-flights, /worth-it, /optimize-points). Your client opens gondola.ai to sign you in via OAuth the first time it connects.
Every client below supports remote Streamable HTTP natively, so no mcp-remote bridge is needed. Each one prompts for the Gondola sign-in when it connects.
Claude Code
claude mcp add --transport http gondola https://mcp.gondola.ai/mcp/auth
Codex CLI
codex mcp add gondola --url https://mcp.gondola.ai/mcp/auth
Or in ~/.codex/config.toml:
[mcp_servers.gondola]
url = "https://mcp.gondola.ai/mcp/auth"
Cursor — ~/.cursor/mcp.json (or .cursor/mcp.json in a project):
{
"mcpServers": { "gondola": { "url": "https://mcp.gondola.ai/mcp/auth" } } }
Windsurf — ~/.codeium/windsurf/mcp_config.json (note: serverUrl, not url):
{
"mcpServers": { "gondola": { "serverUrl": "https://mcp.gondola.ai/mcp/auth" } } }
VS Code (Copilot / Agent mode)
code --add-mcp '{"name":"gondola","type":"http","url":"https://mcp.gondola.ai/mcp/auth"}'
Or .vscode/mcp.json (note: top-level key is servers):
{
"servers": { "gondola": { "type": "http", "url": "https://mcp.gondola.ai/mcp/auth" } } }
Gemini CLI — install as an extension (bundles the server plus usage context):
gemini extensions install https://github.com/gondola-ai/gondola-mcp
Or wire it up by hand in ~/.gemini/settings.json (note: httpUrl, not url):
{
"mcpServers": { "gondola": { "httpUrl": "https://mcp.gondola.ai/mcp/auth" } } }
Claude Desktop (custom connector) — Settings → Connectors → Add custom connector → name gondola, URL https://mcp.gondola.ai/mcp/auth. Leave the OAuth client fields and headers blank (DCR handles it).
ChatGPT — Settings → Connectors → Advanced → Developer mode, then Add custom connector → URL https://mcp.gondola.ai/mcp/auth, auth = OAuth.
Ask naturally, or use the slash commands the plugin installs.
"Compare cash vs points rates for Hyatt hotels in Tokyo, April 15 to 20"
"Is it worth using Bonvoy points for the Ritz in Maui that week, or pay cash?" "Cheapest 5-night Hyatt stay in Lisbon on points in May"
```
/hotel-points Tokyo 2026-04-15 2026-04-20 /worth-it Ritz-Carlton Maui, 4 nights in March, Bonvoy
"Business class SFO to Tokyo in November, award and cash side by side"
"Cheapest way to fly JFK to LHR in points under 60k?"
```
/award-flights SFO HND 2026-11-10 business
"Which of my loyalty points expire in the next three months?"
"I have 180k Amex points and 90k Bonvoy. Best redemption for a beach trip in March?"
```
/optimize-points a beach trip in March
"Is the Park Hyatt Sydney likely to get cheaper for May 2 to 5, or should I book now?"
"Set a rate alert for the Andaz Maui, December 20 to 27"
Every tool runs against your Gondola account after the one-time OAuth sign-in.
Booking is handled through Gondola's checkout: get_booking_link and get_vehicle_booking_link hand your client a link to the exact rate, and you finish the reservation on the web. Flight search is discovery-only; flights cannot be booked through Gondola yet.
| Tool | What it does |
|---|---|
search_hotels | Find hotels by location and dates, with cash and points rates and deal scores. |
get_hotel_details | Stored property facts for one hotel: address, brand, ratings, amenities, room types, policies, and fees. |
get_similar_hotels | Find hotels similar to a given hotel. |
search_flights | Search for flights by route and date. |
search_events | Search for live events by artist, team, show, or event name. |
search_vehicles | Search for rental vehicles at an airport or city. |
get_vehicle_details | Get detailed information about a specific rental vehicle option. |
get_hotel_reviews | Get guest reviews for a specific hotel. |
get_suggested_searches | Get personalized travel suggestions and trip inspiration for the current user. |
| Tool | What it does |
|---|---|
get_hotel_rates | Live room rates for one hotel and stay window, cash and points side by side. |
compare_rates | Compare current canonical cash vs points rates side-by-side for one or more hotels. |
predict_price | Predict whether the current rate at a hotel is a good deal based on historical price trends. |
get_hotel_stats | Get pricing percentile context for a specific hotel. |
get_multi_night_rates | Get cached, partial rate observations for a hotel over a flexible date range. |
diagnose_rates | Diagnose rate availability and per-supplier statuses for a specific hotel. |
get_flight_points | Award (miles) pricing for a flight search that reported pending award sources. |
| Tool | What it does |
|---|---|
get_booking_link | Checkout link for a hotel rate, with dates and guests pre-filled. |
prepare_flight_booking | Re-shop an eligible flight selection and report how it can be booked. |
get_flight_booking | Current state of a Gondola flight booking: payment, ticketing, cancellation, and refund status. |
get_vehicle_booking | Get details for a specific vehicle booking by its Gondola booking ID. |
get_vehicle_booking_link | Get a Gondola.ai checkout link for a specific vehicle from search results. |
get_vehicle_booking_coverage | Get the rental car CDW/LDW coverage that was stored at booking time for a specific vehicle booking. |
get_booking | Get details for a hotel booking made through Gondola, using the Gondola booking ID shown as "Gondola booking" by get_upcoming_trips and get_past_trips. |
| Tool | What it does |
|---|---|
get_rate_alerts | Get all active rate alerts for the current user. |
create_rate_alert | Create a rate alert to monitor a hotel for price drops. |
delete_rate_alert | Delete a rate alert to stop monitoring a hotel for price drops. |
| Tool | What it does |
|---|---|
get_upcoming_trips | Get the user's upcoming hotel, flight, and rental car reservations. |
get_past_trips | Get the user's past hotel stays and flights. |
get_loyalty_accounts | Get the user's loyalty program memberships and current point balances. |
get_flight_credits | Get the user's active airline flight credits, eCredits, travel funds, vouchers, and travel-bank balances. |
get_free_night_credits | Free-night certificates you hold, such as Marriott Free Night Awards or Hyatt free nights. |
get_suite_upgrade_credits | Get the user's active suite upgrade awards and certificates across loyalty programs. |
optimize_loyalty_portfolio | Points expiring soon, best transfer opportunities from card currencies, and largest balances. |
credit_card_coverage | Look up rental car CDW/LDW (collision damage waiver / loss damage waiver) coverage provided by a credit card. |
get_traveler_context | Your saved travel context: loyalty tiers, home airport, preferred airlines and chains, trip patterns, and saved preferences. |
get_favorite_hotels | Get the hotels the user has saved as favorites in Gondola, newest first. |
A small set of tools places charges against a saved payment method or lists the cards that can be charged. They require the mcp:book scope, which is granted only to onboarded booking partners. A client that registers dynamically does not receive the scope, so these tools are neither listed nor callable on a normal connection.
| Tool | What it does |
|---|---|
book_hotel | Book a hotel room using a rate from get_hotel_rates. |
get_payment_methods | List the user's saved payment methods for booking. |
book_flight | Book a prepared flight after the traveler confirms the exact quote. |
cancel_flight_booking | Preview, then confirm, cancellation of a Gondola flight booking. |
book_vehicle | Book a rental vehicle from a search result. |
cancel_vehicle_booking | Cancel an existing vehicle booking by its Gondola booking ID. |
get_travel_profiles | Saved travel profiles: guest name, email, and phone presets. |
Interested in partner access? Email support@gondola.ai.
get_traveler_context reads the traveler profile saved on your Gondola account: loyalty tiers, home airport, preferred airlines and chains, trip patterns, and the travel preferences stored there. Preferences are saved by Gondola Concierge or written by hand; connected assistants read the profile but do not write to it. Review, edit, or clear saved preferences at any time in the Traveler Profile panel at gondola.ai/concierge. Details: Data privacy.
ai.gondola/gondolaMIT — see LICENSE.