Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Compare Italian energy tariffs with AI. Analyzes bills, finds best offers, live market indices.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"switchai": {
"command": "npx",
"args": [
"-y",
"@us1929/switchai-mcp"
]
}
}
}Run this in your terminal
claude mcp add switchai -- npx -y @us1929/switchai-mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"switchai": {
"command": "npx",
"args": [
"-y",
"@us1929/switchai-mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"switchai": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@us1929/switchai-mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account US1929, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.0.2) reached the registry 5 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Rystic
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Start, seed, clock, inspect and diff Rystic API simulators from your agent.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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