"AWS" matching MCP servers:

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 automatically analyze AWS LNA CSV data and generate competency assessment PPT reports with radar charts and team-level insights.

Self-hosted Google Ads MCP server: 35 read tools and 10 opt-in, preview-first write tools. Maintained source relocated from getmcpads-com/google-ads-mcp-server; npm package remains @getmcpads/google-ads-mcp-server.

Analyze paid marketing accounts (Google Ads, Meta Ads, GA4, Merchant Center) in plain language, read-only. Provides insights, competitor ads, and landing page audits via natural language.

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

Enables an AI assistant to search TikTok ads by text, country, category, or landing domain, open individual ads to inspect their copy, destination and run dates, and identify the advertiser operations behind them. All calls are pinned to TikTok so results stay within that corpus, with usage and quota checks included.

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.

Enables keyword research and read-only Google Ads reporting through Google Ads Explorer API access combined with Google Autocomplete, including keyword suggestions, location lookup, GAQL queries, and search-term reports. Runs as a remote Dockerized Streamable HTTP server with built-in OAuth 2.1 so it can be connected directly from Claude web, desktop, and mobile.

Enables querying normalized real-world asset data through MCP tools, including listing assets, retrieving asset details, comparing yields against SOFR, and checking eligibility by jurisdiction.

Enables AI agents and LLMs to interact with Google Ads accounts, allowing search, retrieval of resource metadata, and listing accessible customers via the Google Ads API.

Enables AI assistants to query, calculate, and benchmark AWS Partner Polaris training depth levels using CSV data.

MCP server for Google Ads API with built-in safeguards, MCC support, and 36 tools for campaign management, reporting, and optimization.

Read-only MCP server for the Reddit Ads API v3, enabling AI assistants to analyze ad performance, campaigns, reports, and targeting without modifying anything.

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.

MCP server for the NASA Astrophysics Data System (ADS) enabling searches, paper retrieval, citation tracking, metrics, and interactive literature review prompts.

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.

Enables debate search and citation functionality through web search, Wikipedia, arXiv, and AWS documentation APIs. Designed to power debate features with comprehensive research and citation tools via MCP protocol.

Enables querying Google Ads Transparency data for advertiser suggestions, creatives, and ad history through a hosted API with built-in anti-bot handling.

MCP server for querying monday.com's Google Ads accounts from Cursor, Claude Code, or Claude Desktop.

MCP server for scoring and reviewing AWS Builder Center articles with read-quality metrics and actionable recommendations.

Pull open jobs from Workday, Greenhouse, Lever and Ashby career sites as normalized JSON with one tool call. Change tracking returns only jobs added, edited or closed since the previous run. Calls the hosted Apify Actor: set APIFY_TOKEN; tool calls are billed pay-per-event on Apify. No browser, login or proxy.

An MCP server for the NASA Astrophysics Data System (ADS) that enables searching, citation graph traversal, and bibliography management for astrophysics literature. It provides tools for computing citation metrics, resolving astronomical object names, and managing paper libraries through natural language.

Provides tools for validating, listing, describing, and fetching Allotrope Simple Model (ASM) data formats for laboratory instruments.

Provides seamless access to the NASA Astrophysics Data System (ADS) for searching astronomical papers, tracking citations and metrics, managing paper libraries, and exporting BibTeX references through natural language conversation.

Provides read access to campaign performance data from Google Ads, Meta Ads, and TikTok Ads via live API calls, enabling AI assistants to analyze and audit advertising campaigns.

Enables AI assistants to search, authenticate, and manage digital repository content through the REST API, including creating, updating, and deleting items, uploading file attachments, running workspace submissions, and browsing communities and collections. It can run either locally over stdio or on AWS Lambda via HTTP transport.

Multi-user Google Ads MCP server with OAuth-per-user auth, Firestore token storage, raw GAQL queries, and 10+ extra reporting tools beyond the official server.

Enables querying and analysis of Kakao Keyword Ads data, including campaigns, ad groups, keywords, and performance reports. Supports 21 read-only tools and 2 resources for accessing ad account information and metrics.

Self-hosted Google Analytics 4 MCP server with 27 read-only tools for the Google Analytics Data and Admin APIs. Maintained source relocated to get-mcp-ads/google-analytics-mcp-server; npm package remains @getmcpads/google-analytics-mcp-server.