Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
B2B GTM stack intelligence: search ~400 tools, compare vendors, find overlaps, audit SaaS spend.
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://stackswap.ai/api/mcp在终端中运行这条命令
claude mcp add --transport http stackswap https://stackswap.ai/api/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"stackswap": {
"url": "https://stackswap.ai/api/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": {
"stackswap": {
"type": "http",
"url": "https://stackswap.ai/api/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://stackswap.ai/api/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6日
注册名称已通过 GitHub 账户 StonesofCreation 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(1.1.0)于5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。
A hosted Model Context Protocol server that gives AI clients access to StackSwap's B2B SaaS GTM stack intelligence — tool catalog, vendor fact sheets, overlap detection, AI-native swap suggestions, stack audits, n-way comparisons, category landscapes, buyer questions, renewal-negotiation playbooks, and a full-text operator knowledge base.
Live endpoint: https://stackswap.ai/api/mcp Docs: stackswap.ai/mcp Status: Free, no API key, stateless. 17 tools — 16 read-only + 1 write (submit_correction, queued for human review).
This repo contains public documentation, JSON schemas, and an example client for the hosted MCP server. The server itself is closed-source — it runs as part of stackswap.ai and wraps the same scan engine and tool catalog that powers the web product.
claude mcp add --transport http stackswap https://stackswap.ai/api/mcp
For user-scope (available in every session, not just one project):
claude mcp add --transport http --scope user stackswap https://stackswap.ai/api/mcp
Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):
{
"mcpServers": { "stackswap": { "url": "https://stackswap.ai/api/mcp", "transport": "http" } } }
Restart Claude Desktop. A tools indicator appears in the chat compose box.
Add a new HTTP MCP server with URL https://stackswap.ai/api/mcp. No authentication.
Seventeen tools across eight domains. Schemas are in schemas/tools.json (extracted directly from the live tools/list response).
| Tool | What it does |
|---|---|
search_tools | Fuzzy-search ~400 GTM tools by name. Returns each match with monthly cost and a StackSwap partner sign-up link when applicable. |
get_tool_details | Full StackSwap profile for a single tool: cost (catalog + per-seat with confidence), AI-readiness score, category, common overlaps, swap-registry status. |
get_vendor_fact_sheet | Full vendor fact sheet (GTM Decision Schema v1.0.0): pricing tiers with gotchas, integration depth scores, AI capabilities + customer-data-for-training disclosure. |
| Tool | What it does |
|---|---|
find_overlaps | Given a stack, return the redundant pairs StackSwap has hand-verified (104-pair overlap registry) with consolidation savings. |
suggest_swaps | Per-tool AI-native replacement recommendations (Outreach → Smartlead, ZoomInfo → Apollo) with annual savings and reasoning. |
scan_stack | Preview StackScan: tools + team size + industry in, current spend / optimized spend / monthly-annual recoverable / headless gaps out. |
recommend_partner | Given a need ("outbound", "CRM", "automation"), return StackSwap's recommended partner(s) with positioning. |
recommend_stack | Reference starter stack for an industry vertical with per-tool cost, total spend, AI-readiness and headless-readiness scores. |
| Tool | What it does |
|---|---|
compare_tools | Head-to-head: cost delta, AI-readiness, headless-readiness (MCP/API callability), overlap status, and a recommended pick with reasoning. |
compare_tools_n_way | 2–6 tools side-by-side in one markdown matrix — cost, AI-readiness, headless-readiness, overlaps within the set, StackSwap pick. |
| Tool | What it does |
|---|---|
search_content | Full-text search across ~50 first-party operator articles on stack architecture, AI-native swaps, RevOps, and decision frameworks. |
get_kb_article | Fetch a knowledge-base article's full body as markdown, with canonical URL, category, and last-modified date. |
| Tool | What it does |
|---|---|
get_category_landscape | Full map of one GTM category — leaders, runner-ups, skip/replace candidates — with cost, AI-readiness, swap-registry status per tool. |
| Tool | What it does |
|---|---|
detect_stack_from_text | Infer a GTM stack from freeform text (careers page, job posting, site HTML, RFP, DevTools network tab). Ranked matches with confidence levels. |
| Tool | What it does |
|---|---|
get_buyer_questions | 10–20 questions to ask a vendor before signing, with "why it matters" and red-flag answers. Vendor-specific gotchas when you pass a vendor. |
get_renewal_strategy | Renewal-negotiation playbook per vendor: leverage points, price-anchor alternatives, calibrated discount ask, walkaway script, timing window. |
| Tool | What it does |
|---|---|
submit_correction | Submit a catalog correction (pricing, features, gotchas, scores). Queued for admin review — never propagates to user-facing surfaces unreviewed. |
Once installed, ask any of the following in your AI client and it will route to the right tool:
| Operator question | Tool that fires |
|---|---|
| "Find me a cold-email tool" | recommend_partner |
| "What does Smartlead cost?" | get_tool_details |
| "Smartlead vs Apollo for outbound?" | compare_tools |
| "Compare Smartlead, Instantly, Apollo, and Lemlist" | compare_tools_n_way |
| "Map the whole sales-engagement category" | get_category_landscape |
| "What should I ask Apollo before signing?" | get_buyer_questions |
| "My Salesforce renewal is in 60 days — what's my leverage?" | get_renewal_strategy |
| "What stack does this company run?" (paste a careers page) | detect_stack_from_text |
| "What overlaps if I'm on HubSpot + Salesforce + Outreach?" | find_overlaps |
| "Audit my stack: HubSpot, Salesforce, Outreach, ZoomInfo, Gong" | scan_stack |
| "Find StackSwap's article on data ethics in outbound" | search_content |
Tool descriptions are model-readable, so you don't need to know the tool names — the model picks based on the question.
A minimal TypeScript example that connects, lists tools, and runs find_overlaps is in examples/client.ts.
npx tsx examples/client.ts
The protocol is plain JSON-RPC 2.0 over HTTP — any language with a JSON parser and an HTTP client can call it.
| JSON-RPC URL | POST https://stackswap.ai/api/mcp |
| Server descriptor | GET https://stackswap.ai/api/mcp (returns name, version, tool list) |
| Protocol versions | 2025-06-18, 2025-03-26, 2024-11-05 |
| Transport | Streamable HTTP, stateless |
| Auth | None |
| Rate limit | None (reasonable use) |
| CORS | * |
StackSwap's MCP server runs inside the existing stackswap.ai Next.js application as a single route handler. Hosting it ourselves means:
claude mcp add line, no npm/pip dependencyThe trade-off: it requires an internet connection, and we (StackSwap) see request volume and tool-call patterns. We don't store conversation data or user identifiers — the endpoint is stateless.
Open an issue if you want a tool added, a behavior changed, or you've hit a bug. The MCP surface is shaped by what operators actually ask about.
Contact: nick@stackswap.ai
MIT — see LICENSE.
This license covers the public documentation, JSON schemas, and example clients in this repository. It does not cover the closed-source server implementation that runs at stackswap.ai/api/mcp.