"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 12 tools to query South Korean building register data, including title sheets, floor details, and official house prices via the data.go.kr API. It enables users to perform smart building lookups and region code searches using natural language.

Provides real-time access to Japanese building standards laws and regulations from e-Gov API, helping prevent AI hallucinations by validating citations against original legal texts.

Enables extraction of live municipal building permits and code violations, owner skip tracing to phones and emails, and contractor/OFAC screening through MCP tools.

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.

Finds companies registered at JUCESP from a partner's name, CPF, or CNPJ, returning the NIRE of each participation. It is a read-only MCP server hosted at api.mcp.ai.

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 AI assistants to validate and standardize US addresses using the official USPS Address Validation API with secure OAuth2 authentication.

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

A server for querying, practicing, and analyzing exam questions from Taiwan's national examinations, offering 20 tools including search, statute lookup, weak topic review, and readiness assessment.

Enables users to search and navigate over 22,500 indexed sections across 16 Canadian building codes and user guides. It supports keyword searches, hierarchy navigation, and optional full-text extraction from user-provided PDF documents.

Provides access to Hong Kong climate and weather data from the Hong Kong Observatory, including current conditions, forecasts, warnings, tides, and more.

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.

Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.

Provides agricultural intelligence tools for pest/disease lookup, government scheme discovery, and SME knowledge retrieval via semantic search.

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.

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 aggregated municipal development costs for US jurisdictions, including impact fees and utility connection charges, enabling AI agents to assess building feasibility quickly.

Provides tools for verifying crypto price events and building permit intelligence, with free and paid tools using the x402 protocol.

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.

Enables searching Japanese government subsidies, reading a subsidy's details and eligibility, and reading the text of its application guidelines (PDF attachments) through the public Jグランツ (jGrants) API. Includes a load_guideline tool that gives agents search strategy and conditions of use.

Enables AI assistants to evaluate job postings under a UK visa constraint, including sponsor-licence checks with confidence grades, screening for seniority and hard requirements, and role searches that exclude recruitment agencies. It also tracks application history to help avoid duplicate applications.

Enables AI assistants to generate chronologically organized Korean pregnancy and parenting schedules—vaccinations, health checkups, leave, and application deadlines—from a due date or child's birthday, with optional API-key features such as night clinic and recall lookups.

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 apps to compare Korean public notice HWP/HWPX files from consecutive years, extracting changed application requirements and required documents with cited original text locations.

An MCP server that enables users to search and navigate Madison, Wisconsin municipal ordinances using a TF-IDF search index. It provides specific code sections and citations to answer questions about local regulations like building permits and zoning.

UK planning application data for AI agents. Search, look up, and geo-query every UK planning application from Claude, Cursor, or any MCP client — conversationally.

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.

Enables AI assistants to query real Polish real-estate transaction prices for flats, houses, and building plots from the official notarial registry. It returns median price per square meter, price ranges, room breakdowns, market type, yearly trends, and recent sales within a radius of any Polish address, street, town, or coordinates.

Enables Claude Desktop and other MCP clients to search, retrieve, compare, and check eligibility for 120+ Indian central and state government welfare schemes, including deadlines and application steps. It provides structured tools for scheme details, eligibility breakdowns, comparisons, and application roadmaps.

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.

MCP server for Kenya housing — rental market guide, tenant rights, building permits, affordable housing programs, housing finance.

Provides access to the official FDA DailyMed database for comprehensive drug information, including drug labels, NDC codes, RxNorm mappings, pharmacologic classifications, and FDA application numbers through natural language queries.

MCP server for Japan's Jグランツ grant application system, enabling LLMs to search and retrieve subsidy information via natural language.

Provides weather data from the Thai Meteorological Department (TMD) with tools for querying stations, weather by province, and summaries, deployable via Docker or remote server.