"AWS Lambda" 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 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.

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.

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

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.

Provides MCP clients typed tools for Apple Ads Platform research, reporting, auditing, and receipt-gated campaign management with a local-first, read-only-by-default safety model.

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.

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.