Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Set prices, protection levels and overbooking limits from demand and remaining capacity.
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Works in Claude on the web, desktop and mobile:
https://revenue-optimizer-mcp-microsoft.saifs.ai/mcpRun this in your terminal
claude mcp add --transport http revenue-optimization https://revenue-optimizer-mcp-microsoft.saifs.ai/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"revenue-optimization": {
"url": "https://revenue-optimizer-mcp-microsoft.saifs.ai/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": {
"revenue-optimization": {
"type": "http",
"url": "https://revenue-optimizer-mcp-microsoft.saifs.ai/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.
ChatGPT connects only to servers on the internet:
https://revenue-optimizer-mcp-microsoft.saifs.ai/mcpMenu names can differ slightly by plan and over time.
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
The server asks you to sign in before it lists its tools.
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 against the domain saifs.ai (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 832 ms (HTTP 401)
Declares OAuth sign-in, so your AI app can take you to log in
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 of 3 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 in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 8 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Claude Checkpoint MCP
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.
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Yield-management math over booking, capacity and price data for perishable capacity — hotel rooms, event tickets, rental equipment, clinic slots, restaurant covers. Recommends the price now, protection levels for higher-value segments, elasticity, a safe overbooking limit, and alerts when booking pace runs ahead or behind. Returns ranges and the probability of denying service; it does not auto-execute prices.
| Registry name | ai.saifs/revenue-optimization |
| Endpoint | https://revenue-optimizer-mcp-microsoft.saifs.ai/mcp |
| Transport | Streamable HTTP (remote, nothing to install) |
| Auth | OAuth 2.1 — PKCE (S256) and dynamic client registration; your client opens a sign-in page on first use |
| Publisher | SAIFS AI |
Add to .vscode/mcp.json (workspace) or your user mcp.json:
{
"servers": { "saifs-revenue-optimization": { "type": "http", "url": "https://revenue-optimizer-mcp-microsoft.saifs.ai/mcp" } } }
Then start the server from the MCP view and sign in when prompted.
Settings → Connectors → Add custom connector, and paste:
https://revenue-optimizer-mcp-microsoft.saifs.ai/mcp
claude mcp add --transport http saifs-revenue-optimization https://revenue-optimizer-mcp-microsoft.saifs.ai/mcp
Point it at https://revenue-optimizer-mcp-microsoft.saifs.ai/mcp using the Streamable HTTP transport. The server returns 401 with a WWW-Authenticate: Bearer … resource_metadata=… challenge, so OAuth-aware clients sign in automatically.
| Tool | What it does |
|---|---|
denied_service_risk | Probability and expected number of customers turned away at a booking limit. |
estimate_elasticity | How demand responds to price from price and sales history. |
explain_recommendation | The revenue-management logic and assumptions behind a recommendation. |
optimal_overbooking | Booking limit that maximises expected profit given show-up rate. |
optimize_price | Recommended price now from remaining capacity, days to deadline and demand. |
protection_levels | How much capacity to protect for higher-value segments (Littlewood / EMSR). |
recommend_overbooking | Safe overbooking level from no-show rate, capacity and costs. |
show_rate_estimate | Show-up rate by route, day or segment with confidence. |
watch_booking_pace | Alert when booking pace runs ahead or behind, triggering price moves. |