"Building and Deploying a React Application with Docker and a Postgres Backend" matching MCP servers:

Enables AI agents to discover official public data sources, inspect their metadata and endpoint parameters, and execute live queries through a unified response envelope with a 500 ms budget.

Queries South Korean building register data (e.g., floor area, parking, seismic design) via a single unified tool, converting API responses to Korean field names for easy AI understanding.

Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.

Provides free Chinese A-share stock data including real-time quotes, historical K-lines, market scanning, and multi-factor stock screening via BaoStock and Sina Finance APIs.

MCP server for answering questions about official statistics from a single publication URL, with tools to check query scope, retrieve overview, text, data files, and search.

MCP server for querying the Central Bank of Brazil's 'Valores a Receber' (amounts to receive) service, providing read-only access to official data through natural language with a hosted server and prepaid credits.

Enables users to discover matching public procurement notices from four official portals, with filters by keywords, CPV prefixes, and buyer country. Returns structured notice rows including buyer, deadline, value, codes, and link.

One-call Australian health and welfare data plumbing via AIHW — cited responses for practical analysis, not a data broker.

Enables interactive access to JAXA's satellite observation data (precipitation, land surface temperature, NDVI, elevation, soil moisture) via Claude, providing tools for point time series, dataset information, and area image generation.

Enables turning a research topic keyword or OpenAlex topic ID into ranked institutions and authors, including identifiers, citation metrics, h-index, and newest papers, with optional filters for year, country, and institution type. It runs the analysis on Apify and returns dataset rows to MCP clients.

Provides current weather alerts for specified locations to AI assistants through the Model Context Protocol.

Enables querying of Hong Kong government data on elderly community care services, such as waiting times and applicant counts.

Provides read-only query tools over OpenStreetMap data in PostGIS, enabling natural language queries for features, categories, and spatial analysis.

Enables AI assistants to access live Italian public data and consumer-rights calculators, including fuel prices, equivalent medicines, flight and train compensation, and ECB exchange rates.

Enables discovery and querying of UK public data for infrastructure, geology, and preliminary ground investigations, including boreholes, environmental monitoring, planning, mapping, and traffic, plus cited desk studies and ground-investigation gap planning.

Gives AI agents structured, bilingual access to Canadian federal, provincial, and municipal open-data APIs, covering exchange rates, statistics, weather, recalls, drugs, immigration, parliamentary data, geospatial datasets, and local SQLite persistence. It also provides discovery and orchestration tools for searching, planning, and executing cross-API queries.

Read-only MCP server for the Bucharest Stock Exchange, exposing instrument data, OHLCV candles, and fundamentals through a public backend with no authentication.

Enables interaction with the EDINET API v2 to handle disclosure documents such as annual securities reports, and supports building company-profile snapshots with key financial figures and peer comparisons.

Stdio MCP server (TypeScript, Docker) exposing 12 tools for Polish public data via Apify actors: law (ELI, SAOS court rulings) and public registers (EV charging EIPA, CEPiK vehicle stats, GUNB building permits, ULDK land parcels, RPWDL healthcare, PSE electricity, public procurement). Tool listing works without a token; calls need APIFY_TOKEN.

Provides plain-English access to official Dallas-area public data, including weather alerts, school ratings, 311 requests, building permits, police incidents, and property parcel lookup.

Turns an LLM into a Maltego CE investigation copilot, enabling AI-assisted OSINT investigations by building, analyzing, and exporting Maltego graph files.

A read-only MCP server that exposes SF Peninsula building-permit and parcel-buildability data, enabling queries on permits, SB 9 eligibility, ADU potential, and redevelopment leads.

Enables AI assistants to query standardized building classifications, properties, and data dictionaries from buildingSMART for BIM model enrichment.

Provides Canadian government data for AI agents, including property assessments, building permits, zoning, business registry, and DLS grid conversion. Offers 50 free queries per day with no signup required.

Provides access to USPTO patent and patent application data through multiple APIs, enabling search, retrieval, and analysis of patents, PTAB proceedings, and litigation data via natural language.

An MCP server that provides AI agents with geospatial analytics by querying Overture Maps data directly from S3, enabling place analytics, building composition, land use classification, and transportation analysis.

Enables AI clients to search and read Russian construction norms, collections, technical sections, and coefficient application conditions from public FGIS CS data, as well as assemble local datasets with original sources and metadata.

Access to many public datasets right from your LLM application.

Access 17M+ geocoded French property transactions (DVF), 22M+ DPE energy ratings, and 20M+ building records via MCP or REST API. Search transactions, market stats, comparables, price trends, rental yield, flip detection, and more.

Enables querying NASA POWER historical solar, wind, building, and agroclimatology data via MCP, including point time series, climatologies, native-grid regions, and comparisons across multiple labeled locations, with staged SQL analysis for larger datasets. Runs over STDIO or Streamable HTTP and requires no NASA account or API key.

Enables querying a person's Pronaf Aptitude Declaration (DAP) using CPF and birth date through a single read-only tool. It is a hosted MCP server, pay-per-use, compatible with any MCP client.

A comprehensive MCP server implemented in TypeScript that provides access to the German BIM Portal REST API, enabling querying of organizations, building properties, LOINs, domain models, and AIA resources through natural language.

Enables LLM clients to query current weather and temperature for a city and simulate sending invitations with confirmation and per-item progress.

Calculates a chaos index (0-100) by combining Bitcoin volatility, ISS orbital position, global temperatures, earthquake activity, and lunar phase, with a breakdown of each component's contribution.

Enables natural language access to 11 Korean building data tools including building registers, permits, comprehensive profiles with zoning, floor composition, district statistics, old building analysis, price history, demolitions, and permit pipeline.

Brand-neutral carbide grade cross-reference for machining. One tool, grade_xref, returns catalog-verified comparable grades across manufacturers at the same ISO application position, with provenance. Never invents a grade.

Enables querying openFDA for drug label text, Drugs@FDA application records, and device submission and product-code classification data, including end-to-end validation of device application details. It also supports an experimental sweep of drug labels for real-world-evidence vocabulary.

Enables searching Italian national legislation through Normattiva's Open Data, resolving exact URN:NIR citations, and reading the original-language text of any article as it stood on a given date. Publication, emanation, and in-force dates are returned separately, so historical (multivigenza) versions of laws, decree-laws, legislative decrees, the Constitution, and regulations can be retrieved without hand-building citation suffixes.

An MCP server providing A-share market data tools (daily OHLCV, real-time quotes, financials, northbound capital flow, sector lists) with zero dependencies, also serving as a template for building custom MCP servers.

Enables searching, validating, and referencing Finnish standardized terminology, data models, and code lists to ensure consistency in design documentation for Finnish government and building industry projects.