"AWS" matching MCP servers:

Connects Claude-compatible clients to the Elephant data graph, enabling discovery of data groups, classes, and property schemas. Supports semantic code search for verified script examples via OpenAI or AWS Bedrock embeddings.

MCP server and CLI for querying Common Crawl via AWS Athena, enabling users to check a domain's presence in crawls, analyze dynamics, compare domains, and inspect page text.

Enables AI agents to query and interact with the Murphy's Laws collection, including searching, fetching random or daily laws, listing categories, and submitting new laws.

Enables querying EPA's Air Quality System for regulatory-grade ambient air data, including parameters, sample measurements, annual summaries, and monitor metadata.

Enables querying pre-aggregated monthly delinquency rollups for US auto loan and auto lease securitization trusts, including trust-level performance histories and sector-wide delinquency trends by asset class and sponsor/originator.

Enables users to look up a company's open job postings from public Greenhouse, Lever, and Ashby boards, returning them in one normalized shape with filtering by keyword, location, remote status, and posting date. It also identifies which of those three ATSs hosts a given company's board and how many roles are open there.

Enables querying AWO facility data through natural language, supporting search by city, service, and counting facilities.

Enables users to discover applicant tracking system job boards from company domains, list open roles, detect hiring changes over time, and generate hiring summaries across multiple ATS platforms.

Enables AI assistants to query the BOE's daily gazette summary and search recent summaries for provisions whose titles contain given words, returning titles, sections, departments and links. Runs locally over stdio or as a stateless HTTP MCP server on AWS Lambda.

Exposes processed AWO facility, address, service, and provider datasets to AI assistants. Enables natural-language queries for counting, searching, detailing, comparing, and analyzing facilities.

Provides observed-only access to Australian Bureau of Statistics data series, enabling search, description, and retrieval of data with validated selection options for invalid requests.

MCP server for accessing SPEAR model output from various sources (AWS, STAC API, local) and integrating with AI assistants like Claude Desktop or a SPEAR Climate Chatbot.

Turns the AWS Registry of Open Data and public STAC catalogs into agent-callable tools for dataset search, STAC queries, and NDVI/NDBI/land-cover analysis on Sentinel-2 imagery.

MIT ABS sister MCP — same five tools, citations. Pair with the ausdata gateway for joins and Embed.

Enables users to look up any company's Google advertising by domain or verified advertiser name, returning one row per ad with its format, first and last shown dates, creative link, and Transparency Center permalink. Also returns a per-company summary stating whether the advertiser runs Google ads, roughly how many, and in which formats, with unfiltered by region, format, recency, or ad count.

Enables querying open job postings directly from company applicant-tracking systems (Greenhouse, Ashby, Lever), finding a company's job board, listing and comparing roles, and accessing salary data, all without scraping or API keys.

Provides access to EPA's Air Quality System API with 31 tools for querying air quality data, monitoring sites, and pollution measurements across the United States through natural language.

MCP server for structured Australian macroeconomic and financial data from the Australian Bureau of Statistics (ABS), the Reserve Bank of Australia (RBA), and the Australian Prudential Regulation Authority (APRA).

Provides weather forecast and alert tools using the National Weather Service API.

Enables dynamic, real-time weather alerts and forecasts from the National Weather Service through AI agentic tool calls.

Provides access to the Australian Bureau of Statistics (ABS) Data API. This server allows AI assistants to query and analyze ABS statistical data.

Enables searching the NASA Astrophysics Data System literature with full ADS query syntax, retrieving complete paper records, and exploring citation and reference graphs.

Provides real-time, machine-readable ship and port conditions for major US container gateways using AIS data, allowing AI agents to query vessel status, berthing events, and gateway conditions without API keys or signup.

Enables AI agents to browse, search, and query Australian Bureau of Statistics datasets through the ABS Data API, exposing dataflow discovery, dimension/code structure inspection, and SDMX dataKey-based retrieval of time-indexed observations with decoded labels. It can run as a hosted gateway endpoint or a local stdio server.

Provides live vessel positions from Fintraffic's AIS receivers in Finnish and Baltic waters, with tools to query vessels near a point, count vessels in an area, and get details by MMSI. No authentication required.

Enables searching live job postings pulled directly from 10 applicant-tracking-system APIs — including Greenhouse, Lever, Ashby, Workday, Personio, Recruitee, Teamtailor, Workable, SmartRecruiters and Breezy HR — using just a company website, domain or ATS handle, with filters for keywords, location, remote work and posting date. Also supports multi-company lookups, ATS detection, and stateless "only new since last call" monitoring for scheduled agents.

Provides weather alerts for US states and geographic forecasts by leveraging the National Weather Service (NWS) API. It is built with Node.js and TypeScript, featuring a layered architecture and Zod-based input validation.

Enables real-time queries about vessels currently near Poole, such as what is on the water, whether a specific ferry is running, and how many boats are moving.

Enables access to authoritative US National Weather Service forecasts, hourly forecasts, active alerts, and station observations with no authentication required.

Gives AI agents a daily-refreshed index of 350k+ open jobs scraped from 12,000+ company career sites on Greenhouse, Lever, Ashby, SmartRecruiters, Recruitee and Personio. Enables keyword, country, remote, seniority and recency job searches, discovery of roles opened since yesterday, and weekly company hiring-signal rankings, with per-call cost caps.