Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Compare Italian energy tariffs with AI. Analyzes bills, finds best offers, live market indices.
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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"switchai": {
"command": "npx",
"args": [
"-y",
"@us1929/switchai-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add switchai -- npx -y @us1929/switchai-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"switchai": {
"command": "npx",
"args": [
"-y",
"@us1929/switchai-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": {
"switchai": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@us1929/switchai-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。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
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。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
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 US1929 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
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
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。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.0.2)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。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Python MCP
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Local-only Python MCP server for the Files.com API.
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。
Sito: switchai.it · Mercato: Italia · Stack: React 19 + PHP 8.5 + WebMCP + MCP Server
SwitchAI is an energy comparison engine for the Italian market, designed to be called by AI agents. An agent gives it a bill (or consumption + spend), and SwitchAI compares 5.600+ live ARERA offers (electricity & gas), returns the best tariffs with direct activation links, and includes an honesty system so the agent never recommends a switch that doesn't pay off.
SwitchAI is not a chatbot: it is the infrastructure AI agents call. Access it via MCP Server, WebMCP, or the REST API.
AI Agent (Claude, Gemini, ChatGPT)
↓ MCP / WebMCP / OpenAPI ↓ SwitchAI engine ↓ Italian energy market ↓ Offers (ARERA) · PUN · PSV · bill parsing · savings calculation ↓ Top 3 offers + activation links (supplier site)
curl -s -X POST https://www.switchai.it/api/analyze \
-H 'Content-Type: application/json' \ -d '{ "commodity": "LUCE", "yearly_consumption_kwh": 3200, "zone": "NORD", "current_annual_spend": 1100 }'
Returns top3 offers with full cost breakdown, honesty recommendation, bill_attualization and an Italian agent_summary.
{
"mcpServers": { "switchai": { "command": "node", "args": ["/percorso/assoluto/mcp-server/index.js"], "env": { "SWITCHAI_API_URL": "https://www.switchai.it/api" } } } }
Visiting switchai.it registers 4 tools via document.modelContext.registerTool() — discoverable by any WebMCP-compatible agent.
More examples (agent conversations, HTTP equivalents, rules): mcp-server/EXAMPLES.md.
User: "Questa è la mia bolletta Enel, pago ~1.100€/anno e consumo 3.200 kWh.
Sto pagando troppo?"
Agent: parse_energy_bill(bill_text) → { commodity: "LUCE", consumo_annuo: 3200, spesa_annua: 1100, zona: "NORD" }
Agent: calculate_energy_savings({ commodity:"LUCE", yearly_consumption_kwh:3200, zone:"NORD", current_annual_spend:1100 }) → top3 + honesty:{ recommendation:"switch", savings_eur:240, savings_pct:22 }
Agent: "Sì, risulti sopra la media del mercato. Con 3.200 kWh in zona NORD puoi risparmiare ~240€/anno (22%). Le migliori 3 offerte: E.ON LuceClick (0,1146 €/kWh), Edison Web Luce (0,122 €/kWh), A2A Full Luce (0,139 €/kWh). Clicca per attivare sul sito del fornitore."
The activation always happens on the supplier's website via affiliate_url. SwitchAI never claims "activation completed" and collects no personal data for activation.
| Channel | Protocol | Requirement |
|---|---|---|
| WebMCP | document.modelContext.registerTool() | Chrome 146+ |
| MCP Server | @modelcontextprotocol/sdk (Node.js) | Claude Desktop or any MCP client |
| REST API | JSON/HTTPS | Any HTTP client |
calculate_energy_savingsCompare Italian tariffs and calculate savings. Returns top 3 offers + Italian agent_summary.
POST /api/analyze
{ "commodity": "LUCE", "yearly_consumption_kwh": 3000, "zone": "NORD", "current_annual_spend": 900 }
Italian aliases are also accepted: `consumo_annuo_kwh`, `spesa_annua_eur`, `zona`, `fornitore`. Add `bill_text` for full auto-extraction of consumption, spend and zone.
parse_energy_billExtract structured data from an Italian bill text.
POST /api/parse-bill-text
{ "bill_text": "...testo bolletta..." }
get_available_offersFull offer list: 3.196 electricity + 2.411 gas.
GET /api/tariffe/luce
GET /api/tariffe/gas
get_market_indicesCurrent PUN (electricity) and PSV (gas) wholesale indices.
GET /api/market-indices
1. parse_energy_bill(bill_text) → consumi, spesa, zona
Honesty system: switch (savings >50€/yr and >5%) / evaluate (30-50€ or 3-5%) / stay (<30€ or <3%).
| Method | Endpoint | Description |
|---|---|---|
| GET | /api/health | Health check |
| GET | /api/tariffe/luce | 3.196 electricity offers |
| GET | /api/tariffe/gas | 2.411 gas offers |
| POST | /api/analyze | Full analysis: parse + compare + honesty + attualization |
| POST | /api/parse-bill-text | Bill parser |
| GET | /api/market-indices | Live PUN and PSV |
| GET | /api/fornitori | Suppliers list |
@modelcontextprotocol/sdk/llms.txt — LLM site description/webmcp.json — WebMCP tool discovery/per-llm — machine-readable documentation/per-llm-examples — 15 agent conversation patterns/openapi.json — OpenAPI 3.0 speccomparatore tariffe energia italia · cambio fornitore luce gas · bolletta energia AI · risparmio bolletta · PUN PSV ARERA · mercato libero energia · WebMCP energy agent · MCP server energia italia · AI energy comparison Italy · energy comparison API Italy · MCP energy tariffs Italy
Email: info@switchai.it Sito: https://www.switchai.it Mercato: Italia · GDPR compliant