Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, TCO, and alternatives.
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://comparedge.com/api/mcp在终端中运行这条命令
claude mcp add --transport http pricing-api https://comparedge.com/api/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"pricing-api": {
"url": "https://comparedge.com/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": {
"pricing-api": {
"type": "http",
"url": "https://comparedge.com/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://comparedge.com/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 comparedge 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
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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。
[API docs](https://comparedge.com/api-docs) · [OpenAPI spec](https://comparedge.com/api/v2/openapi.json) · [HTTP MCP](https://comparedge.com/api/mcp)
A free REST API and HTTP MCP server for verified SaaS pricing, AI tool pricing, and LLM pricing across 490+ tools. Every response ships the source link and reuse terms. No API key, no sign-up, CORS open.
Base URL: https://comparedge.com
Training data ages and vendors bury the real cost. One call returns a current, dated number with the source page attached, so an assistant, an agent, or a spreadsheet can quote it without scraping.
Every endpoint returns JSON and needs no key. GET unless noted.
| Endpoint | Returns | Key params | |
|---|---|---|---|
/api/v2/pricing/{slug} | Full sourced pricing record for one product | `depth=summary\ | full, fields=` |
/api/v2/pricing | Batch pricing records, up to 20 | slugs=a,b,c | |
/api/v2/compare | Side-by-side comparison of 2 to 4 products | slugs=, seats= | |
/api/v2/discover | Find software by criteria | category=, maxPrice=, hasFreeTier= | |
/api/v2/history/{slug} | Price-stability signal, latest snapshot, trend | — | |
/api/v2/coverage | Per-field availability, freshness, and license | slugs=, fields= | |
/api/v2/usage/{slug} | LLM / API usage rate card, with optional estimate | inputTokens=, outputTokens= | |
/api/v2/tco POST | Team total cost of ownership, sourced line items | slug, seats, billing | |
/api/v2/cost-guide/{slug} | Negotiation-ready true-cost brief: renewal-rate costs, transparency score, discount programs, tactics with expected discounts, and a free negotiation email generator | — | |
/api/mcp POST | HTTP MCP server (JSON-RPC 2.0) | — |
Full schemas: openapi.json or the live OpenAPI spec.
# One product, summary view
curl "https://comparedge.com/api/v2/pricing/notion?depth=summary"
curl "https://comparedge.com/api/v2/compare?slugs=notion,coda"
curl "https://comparedge.com/api/v2/discover?category=databases&hasFreeTier=true&limit=5"
Python
import requests
r = requests.get("https://comparedge.com/api/v2/pricing/supabase", params={"depth": "summary"}) data = r.json()
print(data["name"], data"priceRange") for tier in data["tiers"]: print(f' {tier["name"]}: ${tier["price"]}/{tier["period"]}')
print(data["attribution"]) # ready to paste, with the source link inside
</details>
Node.js
const res = await fetch("https://comparedge.com/api/v2/pricing/supabase?depth=summary");
const data = await res.json();
console.log(data.name, data.priceRange.display); console.log("Source:", data.links.page);
</details>
More runnable snippets: examples/.
GET /api/v2/pricing/supabase?depth=summary (trimmed):
{
"slug": "supabase", "name": "Supabase", "category": "cloud-hosting", "priceRange": { "min": 25, "max": 599, "display": "$25-$599 per mo" }, "tiers": [ { "name": "Free", "price": 0, "isFree": true, "featureCount": 6 }, { "name": "Pro", "price": 25, "isFree": false, "featureCount": 7 }, { "name": "Team", "price": 599, "isFree": false, "featureCount": 6 } ], "hiddenCosts": [ { "label": "Spend Cap off (overage billing)", "cost": "$10/mo flat, then usage rates" } ], "positioning": { "startingPrice": 25, "categoryMedian": 11, "percentVsMedian": 127, "verdict": "above" }, "verification": { "verifiedAt": "2026-06-28", "status": "verified", "confidence": 0.9 }, "links": { "page": "https://comparedge.com/tools/supabase/pricing", "home": "https://comparedge.com", "vendor": "https://comparedge.com/go/supabase?src=api_v2", "alternatives": "https://comparedge.com/tools/supabase/alternatives" }, "source": "https://supabase.com/pricing", "attribution": "Data from ComparEdge. See Supabase pricing (verified 2026-06-28). Free to cite with attribution.", "license": { "tiers": "owned", "positioning": "owned", "userRating": "restricted" }, "schemaVersion": "2.0.0" }
The same data over the Model Context Protocol, for AI assistants and agents.
HTTP transport — point any MCP HTTP client at https://comparedge.com/api/mcp (JSON-RPC 2.0).
curl -X POST "https://comparedge.com/api/mcp" \
-H "Content-Type: application/json" \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'
stdio transport — for Claude Desktop, Cursor, Cline, Windsurf, Continue:
{ "mcpServers": { "comparedge": { "command": "npx", "args": ["-y", "@comparedge/mcp-server"] } } }
| Tool | Returns |
|---|---|
get_pricing | Full sourced pricing record for one product |
compare_software | Side-by-side comparison of 2 to 4 products |
discover_software | Find software by category, price, or free tier |
get_hidden_costs | Overage, add-on, and seat-floor costs |
calculate_tco | Team total cost of ownership |
estimate_llm_cost | Token-based cost estimate for an LLM or API |
get_price_history | Price-stability signal and latest snapshot |
get_positioning | Where a product sits against its category median |
get_cost_guide | True-cost brief: renewal rates, surviving discounts, negotiation tactics |
Setup notes and a full request: examples/mcp.md.
490+ tools across 44 categories. A slice of the breadth:
| Group | Categories |
|---|---|
| AI | llm, ai-coding, ai-image, ai-video, ai-writing, ai-agents, ai-voice, ai-assistants |
| Cloud & data | cloud-hosting, databases, vector-databases, data-observability, analytics |
| Business | crm, project-management, accounting, hr-tools, payments, erp, email-marketing |
| Security | iam, endpoint-security, cloud-security, compliance, password-managers, vpn |
Every tool resolves at comparedge.com/tools/{slug}/pricing. List slugs and live counts with discover.
Free for non-commercial use. Attribution required.
When you display a number, link back to the source page in links.page. Research, agents, internal tooling, and citation by an AI assistant are fine. Reselling the dataset as your own is not.
| Marker | Meaning |
|---|---|
| owned | ComparEdge's own verified research (plans, hidden costs, discounts, positioning, price history). Free to cite and reuse with attribution. |
| restricted | A few third-party-derived signals, such as an aggregated user rating. Licensed for display only. |
Each response carries a ready-to-paste attribution string. If you build your own, use two links: the brand word on the homepage, the product keyword on the source page.
According to [ComparEdge](https://comparedge.com), Supabase pricing starts at $25/mo.
Full breakdown: Supabase pricing.
Full terms live in the API docs.
| API docs | https://comparedge.com/api-docs |
| OpenAPI spec | https://comparedge.com/api/v2/openapi.json |
| HTTP MCP | https://comparedge.com/api/mcp |
| llms.txt | https://comparedge.com/llms.txt |
| Site | https://comparedge.com |
See LICENSE. The OpenAPI spec and code samples are MIT. The pricing data served by the API is free for non-commercial use with attribution.