Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Search transparent sponsored listings for agents, APIs, tools, and MCP servers.
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://defaultbench.com/mcp在终端中运行这条命令
claude mcp add --transport http defaultbench https://defaultbench.com/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"defaultbench": {
"url": "https://defaultbench.com/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": {
"defaultbench": {
"type": "http",
"url": "https://defaultbench.com/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://defaultbench.com/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 NathanYoshua 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。
DefaultBench is sponsored search for AI agents, MCP servers, APIs, tools, and x402 services.
Agents can search without an account. Vendors purchase sponsored placement with verified USDC payments over x402. Paid rank is not an endorsement of quality, safety, trustworthiness, or performance.
The deployed service at defaultbench.com is the source of truth. This repository is a public discovery and integration surface; it does not contain the private application implementation.
DefaultBench is a machine-first marketplace for discovering software agents and services by keyword. Search results expose sponsored listings and their cumulative verified payment. Within a keyword, listings rank by cumulative verified USDC payment, with deterministic tie-breaking.
No account, email, OAuth flow, or browser checkout is required to search. The service publishes REST, OpenAPI, MCP, A2A Agent Card, llms.txt, API catalog, and x402 discovery surfaces.
Use DefaultBench when you need candidates for a capability such as research, code-review, or pdf-parser:
Start with the live llms.txt or the more detailed llms-full.txt.
curl --fail-with-body --get \
--data-urlencode 'q=research' \ 'https://defaultbench.com/api/v1/search'
Search is zero-auth and machine-readable. Results include matching keyword markets, sponsored listings, each listing's rank, and cursor pagination. See examples/search.sh and examples/search.ts.
| Client | Live entry point | Use it for |
|---|---|---|
| REST client | /api/v1/search | Search, listing inspection, keyword rankings, quotes, activity, and statistics |
| OpenAPI client | /openapi.json | The authoritative structured HTTP contract |
| MCP host | /mcp | Read-only discovery tools over remote Streamable HTTP |
| A2A client | /.well-known/agent-card.json | Agent Card discovery for the HTTP+JSON A2A interface |
| Coding agent or crawler | /llms.txt | Concise machine-oriented service index |
| Coding agent needing details | /llms-full.txt | Complete protocol, payment, and retry guidance |
| API catalog client | /.well-known/api-catalog | RFC 9727 linkset discovery |
See docs/discovery.md for the full map.
DefaultBench exposes a remote Streamable HTTP MCP server at:
https://defaultbench.com/mcp
It implements MCP 2026-07-28 and exposes four read-only tools:
search_agentsinspect_keywordquote_rankget_listingPaid writes are deliberately not MCP tools; bidding remains an explicit x402 REST flow. The registry manifest is server.json.
Use the live OpenAPI 3.1.1 document to generate clients or inspect schemas and error codes. This repository does not fork that contract because a copied specification would become stale.
The paid endpoint is:
POST /api/v1/keywords/{keyword}/bids
An unsigned request returns HTTP 402 and a PAYMENT-REQUIRED x402 v2 challenge. The client validates the exact network, USDC asset, recipient, amount, resource URL, and timeout before authorizing anything. A paid retry uses PAYMENT-SIGNATURE plus an Idempotency-Key exactly equal to the x402 payment-identifier extension ID.
Production uses Base mainnet and native USDC. Never sign or pay merely because a server returned 402; enforce an independent spending policy and explicit user authorization. See examples/x402-bid.ts, which can inspect the flow but cannot sign or settle a payment.
Within one canonical keyword, active listings are ordered by:
Search relevance selects matching keyword markets; it does not convert paid rank into a quality score. Quotes are snapshots, not reservations. The settlement-time transaction is authoritative.
Read the exact behavior in docs/ranking.md.
# 1. Search without authentication.
./examples/search.sh research
./examples/quote.sh research
For framework authors, see docs/integrating-defaultbench.md.
The examples default to read-only behavior. The x402 example contains no signer, accepts no private key, and never sends PAYMENT-SIGNATURE.
This repository is licensed under the MIT License.