Dynamic Pricing & Overbooking

ai.saifsPublished by saifs.aiOfficial publisherv1.0.0Updated Oct 29, 2026

Set prices, protection levels and overbooking limits from demand and remaining capacity.

The publisher's own server: Customer Intelligence & Segmentation

VerifiedStreamable HTTPWeb executableData & AnalyticsBusiness & Commerce

Overview

AI-generated overview

Remote MCP server that gives an assistant revenue-management math: recommended prices, protection levels, overbooking limits and booking-pace alerts.

What you can do
  • Recommend a price now from remaining capacity, days to deadline and demand, and explain the logic behind it
  • Set protection levels for higher-value segments and estimate price elasticity from sales history
  • Compute safe overbooking limits and the probability and expected number of customers turned away
  • Estimate show-up rates by route, day or segment with confidence
  • Watch booking pace and alert when it runs ahead or behind
When to use it
Useful for businesses selling perishable capacity — hotel rooms, event tickets, rental equipment, clinic slots or restaurant covers — that want pricing and overbooking recommendations inside an assistant conversation. It returns ranges and risk figures rather than executing price changes.
Requirements
A remote Streamable HTTP endpoint; nothing to install. OAuth 2.1 sign-in with PKCE and dynamic client registration, so the client opens a sign-in page on first use. No environment variables or headers are declared.
Before you install
Sign-in grants the server access to your account through OAuth; review the consent screen. Recommendations are advisory and the server does not auto-execute prices, so any price or booking-limit change is made by you in your own systems. Booking, capacity and price data you supply is sent to a third-party service.

Installation

In SourceWeft

  1. Open Dynamic Pricing & Overbooking in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/ai.saifs%2Frevenue-optimization/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "dynamic-pricing-overbooking": {
      "type": "http",
      "url": "https://revenue-optimizer-mcp-microsoft.saifs.ai/mcp"
    }
  }
}

README

Dynamic Pricing & Overbooking

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 nameai.saifs/revenue-optimization
Endpointhttps://revenue-optimizer-mcp-microsoft.saifs.ai/mcp
TransportStreamable HTTP (remote, nothing to install)
AuthOAuth 2.1 — PKCE (S256) and dynamic client registration; your client opens a sign-in page on first use
PublisherSAIFS AI

Install

VS Code / GitHub Copilot

Add to .vscode/mcp.json (workspace) or your user mcp.json:

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.

Claude (claude.ai, Desktop)

Settings → Connectors → Add custom connector, and paste:

https://revenue-optimizer-mcp-microsoft.saifs.ai/mcp

Claude Code

bash
claude mcp add --transport http saifs-revenue-optimization https://revenue-optimizer-mcp-microsoft.saifs.ai/mcp

Any other MCP client

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.

Tools

ToolWhat it does
denied_service_riskProbability and expected number of customers turned away at a booking limit.
estimate_elasticityHow demand responds to price from price and sales history.
explain_recommendationThe revenue-management logic and assumptions behind a recommendation.
optimal_overbookingBooking limit that maximises expected profit given show-up rate.
optimize_priceRecommended price now from remaining capacity, days to deadline and demand.
protection_levelsHow much capacity to protect for higher-value segments (Littlewood / EMSR).
recommend_overbookingSafe overbooking level from no-show rate, capacity and costs.
show_rate_estimateShow-up rate by route, day or segment with confidence.
watch_booking_paceAlert when booking pace runs ahead or behind, triggering price moves.

Example prompts

  • “How many rooms should we overbook?”
  • “Set fare buckets for next week”
  • “What price maximizes revenue?”

Support

Source: servers/revenue-optimization/README.md at commit f5c0037

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

1
  1. v1.0.0LatestOct 29, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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