MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

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Remote MCP servers

Find a server for your workflow, with connection evidence you can inspect.

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5081 servers

Ordered by checks passedClear filters
Dated server measurements. The status describes the last probe or a listed authentication requirement. Checks that have not been measured are not failures. Open a server to inspect the evidence.
Server / capabilityLast probeMedian latencyChecks passedLast checked
GitHits

Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.

Developer ToolsFile & docs

Requires authOutdated checkNot measured5 / 22
Requires authNot measured5 / 22Not checked yet
Glushkov Modelling MCP

Ship models, build logs, tutorials, galleries, content search, and rigging calculators.

Developer ToolsData access / search

Requires authOutdated checkNot measured5 / 22
Glympt

Paid domain technology enrichment, prospect search, bulk enrichment, saved lists and CSV exports.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured5 / 22
GMaps Lead Finder

Scrape Google Maps business leads, reviews, and photos via hosted Remote MCP.

Marketing & SalesBrowser & web scraping

Requires authNot measured5 / 22Not checked yet
GNews

Official GNews API server: search news articles and top headlines from 80,000+ sources.

Developer ToolsCode & DevOps

Requires authNot measured5 / 22Not checked yet
Goalie IP Trademark Search (USPTO + Canada)

Search and screen US and Canadian federal trademarks; records, deadlines, ID Manual.

LegalData access / search

Requires authNot measured5 / 22Not checked yet
GoAnyAPI MCP

GoAnyAPI SEO MCP: traffic, DR, backlinks, keywords, Google/Bing SERP/autocomplete, Ads Transparency.

Marketing & SalesBrowser & web scraping

Requires authOutdated checkNot measured5 / 22
Golf Course Data by Stracka

Proprietary StrackaGolf course data, updated daily. Search is free.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured5 / 22
Goofish (Xianyu) Marketplace

Goofish (Xianyu, 闲鱼) second-hand listings, item details, seller reviews, comments, image search.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Google Ads MCP by Markifact

Google Ads MCP: reports, search terms, negatives, budgets, campaigns. Approval on every write.

Marketing & SalesData access / search

Requires authOutdated checkNot measured5 / 22
Google Ads MCP Server by AdKit

Google Ads MCP server: run Search, Display, Demand Gen and PMax campaigns from AI.

Marketing & SalesCode & DevOps

Requires authNot measured5 / 22
Google Jobs (via Apify)

Search Google Jobs from AI agents: listings with salaries, full descriptions and apply links.

Developer ToolsCode & DevOps

Requires authNot measured5 / 22Not checked yet
Google Jobs Scraper

Google Jobs listings with parsed salaries and direct apply links, more than 10 per search.

Developer ToolsBrowser & web scraping

Requires authNot measured5 / 22Not checked yet
Google Keyword Research

Keyword ideas from Google Autocomplete, People also ask and related searches, with search intent.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured5 / 22
Google Maps Scraper

Live Google Maps business search, review, and photo data for AI agents over MCP.

MediaBrowser & web scraping

Requires authNot measured5 / 22Not checked yet
Google News Scraper + Full Article Text

Google News search and topics with the full article text in Markdown for LLMs.

Developer ToolsBrowser & web scraping

Requires authOutdated checkNot measured5 / 22
Google Play Scraper & SERP Rank Checker

Google Play apps, reviews and search, plus top-100 search rank on Google, Bing and Yandex.

Developer ToolsBrowser & web scraping

Requires authNot measured5 / 22Not checked yet
Google Search (via Apify)

Google web search for AI agents: title, link and snippet in Custom Search JSON API format.

Developer ToolsData access / search

Requires authNot measured5 / 22Not checked yet
Google Search Console MCP by InsightfulPipe

Hosted Google Search Console MCP server, with each action switched on or off per account.

Developer ToolsData access / search

Requires authOutdated checkNot measured5 / 22
Google Search Console MCP Server and API by Cotlet

Google Search Console website search performance monitoring MCP server: request indexing.

Developer ToolsMonitoring & observability

Requires authOutdated checkNot measured5 / 22
GrabFood MCP (via SEA MCP)

Search GrabFood restaurants, full menus and dish prices by city, neighbourhood or radius.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured5 / 22
Graphify

Search indexed code, trace dependencies, assess change impact, and recall repository memory.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured5 / 22
Green Screen Memes

2,000+ green screen meme clips to search, with an ffmpeg recipe to key each over video.

MediaData access / search

Requires authNot measured5 / 22Not checked yet

Automated measurements. Not a rating. Unmeasured checks are not failures. How to read the evidence