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shomechakraborty

Scientific Tools MCP Server

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
NASA_API_KEYNoOptional key for NASA API
NOAA_API_TOKENNoOptional token for NOAA data access
STRIPE_PRICE_GPUYesStripe metered price ID for gpu_spot_prices tool
STRIPE_SECRET_KEYYesRequired for billing: Stripe secret key
STRIPE_PRICE_PATENTYesStripe metered price ID for patent_prior_art_search tool
STRIPE_PRICE_SCIDATAYesStripe metered price ID for scientific_data tool
STRIPE_PRICE_COMPOUNDYesStripe metered price ID for compound_lookup tool
STRIPE_WEBHOOK_SECRETYesRequired for billing: Stripe webhook secret
STRIPE_PRICE_ANALYTICSYesStripe metered price ID for analytics tool
STRIPE_PRICE_LITERATUREYesStripe metered price ID for literature_search tool

Capabilities

Features and capabilities supported by this server

CapabilityDetails
tools
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
literature_searchA

Search scientific literature across PubMed, arXiv, and Semantic Scholar. Returns structured results with titles, abstracts, authors, publication years, and citation counts. Supports date range filtering and field-specific queries.

compound_lookupA

Look up chemical compound properties from PubChem and ChEMBL. Returns molecular weight, SMILES, LogP, TPSA, H-bond donors/acceptors, Lipinski rule-of-5 drug-likeness assessment, synonyms, and optionally bioactivity and clinical trial phase data.

gpu_spot_pricesA

Returns live GPU spot prices across AWS, CoreWeave, Lambda Labs, and Vast.ai. Includes interruption probabilities, on-demand comparison prices, and optional 1hr/4hr price forecasts with buy/wait recommendations. Use this to find the cheapest available GPU slot for a workload.

patent_prior_art_searchB

Search USPTO and EPO patent databases for prior art. Accepts a technical description and optional keywords, CPC classification, and date range. Returns ranked patent results with titles, abstracts, assignees, inventors, and CPC codes. Highest-value tool — patent agents pay premium rates per search.

scientific_dataA

Fetch real-time scientific data from major public APIs. Datasets: earthquakes (USGS), air_quality (OpenAQ), solar_events (NASA DONKI), nasa_apod. Supports geographic filtering by lat/lon/radius. Returns structured, agent-ready data.

analyticsA

Query usage analytics and revenue data for this MCP server. Returns call volumes, revenue, success rates, latency, and dynamic pricing recommendations.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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