Pandemic Supply Chain Cascade

What is Pandemic Supply Chain Cascade?

Pandemic Supply Chain Cascade is a Model Context Protocol (MCP) server for pharmaceutical supply chain disruption modelling during health emergencies. It gives AI agents eight analytical tools built on six quantitative algorithms, grounded in live data from 15 public-data actors, to compute shortage risk, supply-demand crossover timing, and critical preparedness gaps.

How to use Pandemic Supply Chain Cascade?

Add the server’s endpoint URL and your Apify API token to your MCP client configuration (e.g., Claude Desktop, Cursor, Windsurf). Then ask your AI agent to call any of the eight tools—for example, “predict drug shortage risk for amoxicillin”—and the server returns structured JSON results.

Key features of Pandemic Supply Chain Cascade

• Pharma supply chain hypergraph construction with typed nodes and edges
• Substitutability scoring per entity with single-source dependency flags
• Concentration risk per drug computed as 1/alternative manufacturer paths
• Buldyrev interdependent network percolation for cascading disruption
• SEIR-supply coupling ODE model over a 120-day horizon
• Bond percolation shortage prediction with probability and severity rating

Use cases of Pandemic Supply Chain Cascade

• Government and public health emergency preparedness analysis
• Pharmaceutical company supply chain resilience assessment
• Healthcare investment and pipeline risk evaluation
• Regulatory and compliance reporting for drug shortage prevention
• AI agent supply chain monitoring workflows with periodic assessments
• Academic and policy research on pandemic preparedness scenarios

FAQ from Pandemic Supply Chain Cascade

What data sources does Pandemic Supply Chain Cascade use?

It analyses data from 15 public sources including clinical trials (Clinical Trial Tracker), biomedical literature (PubMed), global health indicators (WHO), adverse drug events (openFDA), European medicines registry (EMA), FDA recalls, global disaster alerts (GDACS), weather warnings (NOAA), seismic activity (USGS), air quality anomalies (OpenAQ), international trade (UN COMTRADE), macroeconomic indicators (IMF), development indicators (World Bank), and corporate registry (OpenCorporates).

How do I connect Pandemic Supply Chain Cascade to an AI agent?

Obtain the Standby URL from the Apify Console (pattern: https://[actor-standby-host]/mcp), add your Apify API token as a Bearer Authorization header, and configure the endpoint in your MCP client (e.g., Claude Desktop, Cursor, Cline). The server uses Streamable HTTP transport at POST /mcp.

What is the pricing model for Pandemic Supply Chain Cascade?

Pricing is pay-per-tool-call at $0.040–$0.050 per call with no subscription or minimum commitment. Budget controls can be set in the Apify Console to limit per-run spending.

Does Pandemic Supply Chain Cascade require an API key?

Yes, an Apify API token must be passed as the Authorization: Bearer YOUR_API_TOKEN header for authentication.

What analytical tools does Pandemic Supply Chain Cascade provide?

It provides eight tools: map_drug_supply_chain, predict_drug_shortage, compute_geographic_concentration_risk, assess_research_pipeline_risk, generate_preparedness_report, and tools for SEIR-supply coupling, Granger causality early warning, and bond percolation. A full list is in the server’s tool reference.