"Understanding Batch Processing in Computing or Operations" matching MCP servers:

Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

MCP server to access India Open Government Data (data.gov.in) resources via natural language queries.

Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.

Ask about the Saudi economy in plain English or Arabic. No API key or database required.

MCP server that searches Japanese addresses and returns their locations as polygons or points using the open 住所LOD dataset, enabling geocoding, reverse geocoding, batch GeoJSON export, and map visualization.

Checks whether a citation has been retracted, corrected, or flagged with an expression of concern by querying Crossref — including retractions that Crossref backfills from the Retraction Watch database, which publishers often never record in their own metadata. Lets an AI agent verify a DOI, or every DOI in a reference list, before using it in research or writing.

Enables querying stock quotes and computing portfolio risk/return metrics such as Sharpe ratio, drawdown, volatility, and correlations, as well as historical summaries and asset comparisons.

Enables reading and understanding NetCDF files, providing tools to inspect structure, variables, metadata, and data quality for scientific datasets.

MCP server for downloading academic papers from DOI or title, resolving references, and generating citations. Supports batch downloads, multiple mirrors, and optional Unpaywall integration.

Enables deep-value stock screening from SEC EDGAR XBRL filings by computing tangible book, NCAV, NNWC and net cash, checking filing-index disqualifiers, and producing equal-weight whole-share allocations and rebalance orders.

Source-backed government processing times with current values, history, comparisons, and provenance.

Enables searching companies in the SIRENE database using SIREN, SIRET, or company name via the INSEE API.

Enables searching Traditional Chinese Medicine products licensed in Singapore by Chinese characters, pinyin, or English name, with filters for company, manufacturer, country, and dosage form.

Exposes materials-science data, simulations, workflows, and computing capabilities to MCP hosts through a plugin-agnostic, contract-governed engine with progressive capability discovery, bounded context, scoped permissions, and provenance-traceable artifacts. Concrete integrations such as a real OPTIMADE provider plugin stay separately packaged, so servers remain focused and evidence-backed rather than unrestricted.

Enables querying a single academic paper by DOI, PMID, or arXiv ID to retrieve its open-access copies, licenses, linked datasets, code, citations, and retraction status from multiple scholarly sources in one call.

Fetches inspirational quotes, including random, daily, and batch quotes, with automatic fallback to dummyjson when ZenQuotes is unavailable.

Provides access to a comprehensive food database with 300,000+ items, enabling nutritional data lookups, food searches, and barcode scanning with all processing happening locally for privacy and speed.

Enables Claude Desktop or Gemini CLI to communicate with PyMDU, allowing analysis and processing of urban data using PyMDU tools through natural language commands.

An MCP server for searching current class-action settlement records by keywords and structured filters, retrieving settlement details, and performing batch searches to identify plausible claim matches.

Enables searching high-energy-physics literature, author profiles, experiments, and HEPData measurement records, fetching full paper dossiers, computing citation summaries and h-indices, and exporting BibTeX or LaTeX entries through chainable query identifiers. It runs as a stdio process or a local Streamable HTTP server, exposing eight tools and one literature resource.