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

MCP server · File & docs

agdata

Unblocking and fresh web data for agents: URL to Markdown, YouTube, Maps, Amazon, jobs. Pay per call

Checks passed
12 / 22

2 failed · 8 not measured

Median response
260 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
43

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
400
Publisher identityCan the publisher be traced to its source?
222

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 260 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name agdata.

  • Pass
    Lists tools

    tools/list returned 43 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 260 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 260 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    129 of 130 parameters have a description (99%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Fail
    Website matches publisher

    The website host does not match the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-10-05T16:18:34.989293Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using agdata

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http agdata https://agdata.shveik.dev/mcp

Capabilities

Tools 43

amazon

Keyword search on Amazon.com (US store): up to 20 products per call, each filled in from its product page. Body: {query, limit}. The normalized object per product: asin, title, brand, price, list_price, currency, rating, reviews_count, in_stock, seller, image, url, description and the features bullet list. Good for price checks and product comparison.

Discovered
amazon-reviews

Amazon product reviews API for AI agents: send an ASIN or an Amazon product URL and get up to 50 customer reviews as JSON: rating, title, text, date, verified-purchase flag and helpful votes. Sort by recent or helpful, filter by stars, and pick the marketplace (US, UK, DE, FR, IT, ES, CA, JP). Reviewer names and photos are not returned. A product with no reviews is not charged.

Discovered
domain-contacts

Website contact finder API for AI agents: send up to 5 websites and get, for each, the emails, phone numbers and social profile links printed on its home, contact and about pages, as JSON with the contact page that was found. Pay per website in stablecoins; a site where no contact was found is not charged and you are refunded for it. Not offered on Solana: pay on Base or Polygon.

Discovered
ebay-sold

eBay sold listings API for AI agents: send a keyword, get sold items as JSON for resale comps: sold price, currency, shipping, total, sale date, condition, listing type, bids, seller feedback. Eight eBay marketplaces, last 1 to 90 days, new or used. No seller names or thumbnails. A search with no results is not charged.

Discovered
email-verify

Email verification API for AI agents: send up to 20 email addresses and get a verdict for each as JSON: status, score, whether the domain exists and has a mail server, disposable, role-based and free-provider flags, catch-all detection and a typo suggestion. Catch-all and strict servers are reported as risky or unknown, never as valid. Pay per address in stablecoins; addresses that got no verdict are refunded. Not offered on Solana: pay on Base or Polygon.

Discovered
facebook-comments

Facebook comments API for AI agents: send the URL of a public Facebook post, video or reel and get its comments as JSON: text, time, likes and reply count. Up to 100 comments per call. The commenters' names and handles are not returned. Pay per call in stablecoins; comments you paid for but did not get are refunded.

Discovered
facebook-group-posts

Read recent posts from one public Facebook group. Get post text, URLs, dates, group title and reaction, comment and share counts as JSON. Use it to research recurring questions and discussion topics. Member profiles and nested comments are not returned. Not offered on Solana: pay on Base or Polygon.

Discovered
facebook-page

Facebook page API for AI agents: send the URL of a public Facebook page and get its public details as JSON: name, category, followers, intro, website, and the email, phone and address when the page lists them. One page per call; pay per call in stablecoins. A page that is private, unknown or not a page is not charged.

Discovered
facebook-posts

Facebook posts API for AI agents: send the URL of a public Facebook page and get its most recent posts as JSON: text, time, reaction, comment and share counts, video views and the breakdown of reactions. Up to 20 posts per call; pay per post in stablecoins. A page with no readable posts is not charged; posts you paid for but did not get are refunded.

Discovered
feedback

Free. Tell the people who run this service what worked, what failed or what you miss: a bug, an idea or a thanks. A person reads it. No payment, no account; limited to a few messages an hour.

Discovered
google-maps

Google Maps places for a search term, optionally narrowed to an area: {"query":"coffee shops","location":"Prague","limit":5}. Up to 20 places per call. Each place comes back with title, categoryName, address, phone, website, totalScore (rating), reviewsCount, location (lat, lng), openingHours, price, placeId and its Maps url. Common uses are local lead lists, store and competitor mapping, and checking a business's hours or phone number.

Discovered
google-maps-reviews

Google Maps reviews API for AI agents: send a place_id or a Google Maps place URL and get up to 50 reviews as JSON: stars, text and its translation, date, likes, the owner's reply, plus the place's name, address and rating. Sort by newest, relevant, highest or lowest. Reviewer names, profiles and photos are not returned. A place with no reviews is not charged; reviews you paid for but did not get are refunded.

Discovered
google-news

Google News search API for AI agents: send a keyword or phrase and get up to 30 current news articles as JSON: headline, publisher, publish time, a short description and the article's link. Choose the language and country edition. Articles you paid for but did not get are refunded.

Discovered
google-play-reviews

Google Play app reviews API for AI agents: send an Android package name or a Google Play app URL and get up to 200 reviews as JSON: rating, text, date, app version, language and helpful votes. Sort by newest, relevance or rating and filter by stars. Reviewer names and photos are not returned. An app with no reviews is not charged.

Discovered
google-search

Google Search results (SERP) for a query, as JSON. Each record is one results page with organicResults (position, title, url, displayedUrl, description), paidResults, relatedQueries, peopleAlsoAsk and searchQuery metadata. Body: {query, limit}. limit (1-20) is rounded up to whole pages of about 10 results, so 1-10 returns one page and 11-20 returns two. Useful for rank checks, source discovery and grounding answers in search results.

Discovered
indeed-jobs

Indeed jobs search API for AI agents: send a job title and an optional location and country and get up to 50 job listings as JSON: title, employer, location, posting date, job types, benefits, salary range when listed and the listing's description. Filter by how recently a job was posted; 60 countries. Jobs you paid for but did not get are refunded.

Discovered
instagram

Instagram posts as JSON. Mode profile returns an account's posts, hashtag returns posts under a tag, and search or user take a keyword and scrape the best-matching hashtag or account. Send {mode, query, limit} with limit 1-20. Each post has a normalized object: caption, likes, comments_count, views, posted_at, media_type, media_url, hashtags, author, author_name, shortcode, url. No Instagram login or API key needed.

Discovered
instagram-comments

Instagram comments API for AI agents: send the URL of a post or reel and get its comments as JSON: text, time, likes and reply count. Up to 100 comments per call. The commenters' names and handles are not returned. Pay per call in stablecoins; comments you paid for but did not get are refunded.

Discovered
instagram-profile

Look up one public Instagram account by username. Get its biography, website, follower and following counts, post count, business category and verification status as JSON. Use it for account research and creator comparisons; a profile that cannot be read is not charged. Not offered on Solana: pay on Base or Polygon.

Discovered
instagram-reels

Read recent reels from one public Instagram account, or inspect a specific reel URL. Get captions, dates, views, likes, comment counts, duration and music as JSON. Use it to compare short-video performance. Returns structured metadata rather than media files. Not offered on Solana: pay on Base or Polygon.

Discovered
linkedin

Look up one public LinkedIn profile per call. Pass {query} as a username (jane-example), a profile URL or a URN; there is no limit field. The normalized object holds name, first_name, last_name, headline, about, location, country_code, current_company, followers, connections, avatar, plus experience (title, company, start_year, end_year, is_current) and education (school, degree, field, years). Email addresses are not returned.

Discovered
linkedin-comments

Read top-level comments from one public LinkedIn post URL. Get comment text, dates, like counts and reply counts as JSON. Use it to understand questions and reactions around an announcement or discussion. Commenter identities and nested replies are not returned. Not offered on Solana: pay on Base or Polygon.

Discovered
linkedin-company

LinkedIn company enrichment API for AI agents: send up to 10 LinkedIn company page URLs and get one JSON record per company: name, website, employee and follower counts, founding year, tagline, description, industries, specialities, headquarters and locations, company type. Pay per company in stablecoins; a company that is not found is not charged.

Discovered
linkedin-company-search

Find LinkedIn companies by keywords, with optional location, industry and company-size filters. Get company names, URLs, industries, location and search summaries as JSON. Use the returned URLs with company enrichment for further research. No employee search is performed. Not offered on Solana: pay on Base or Polygon.

Discovered
linkedin-jobs

LinkedIn jobs search API for AI agents: send a job title or keywords and an optional location and get up to 50 public job listings as JSON: title, company, location, posting date, employment type, seniority, salary when listed, the listing's URL and its description. Filter by how recently a job was posted. Recruiter names are not returned. Jobs you paid for but did not get are refunded.

Discovered
linkedin-post-search

Search public LinkedIn posts by keywords or Boolean query, with optional author, age and sort filters. Get post text, dates and engagement as JSON. Use it to find company announcements, product mentions and relevant discussions without knowing the post URLs first. Not offered on Solana: pay on Base or Polygon.

Discovered
linkedin-posts

LinkedIn posts API for AI agents: send one LinkedIn profile or company page URL and get its recent posts as JSON, each with text, date, likes, comments, shares, author, post URL and the reposter when it is a repost. Up to 20 posts per call; pay per post in stablecoins. A URL with no posts is not charged.

Discovered
linkedin-profile-email

LinkedIn profile with a verified work email for AI agents: send one LinkedIn profile URL and get the public profile (headline, about, location, current and past positions, education, skills) plus the work email of its owner that passed a deliverability check (not a catch-all domain), with its status and quality score. Pay per profile in stablecoins; a profile with no verified email is not charged.

Discovered
maps-contacts

Local business contacts API for AI agents: send a Google Maps search and a location and get up to 8 places as JSON with name, address, category, rating, phone and website, plus the emails, extra phone numbers and Facebook, Instagram and YouTube links found on each place's website. Pay per place in stablecoins; places you paid for but did not get are refunded. Not offered on Solana: pay on Base or Polygon.

Discovered
meta-ads

Meta ad library API for AI agents, for competitor research: send a keyword or an advertiser (name or page id) and get its public ads as JSON: advertiser, start and end date, whether it is still running, platforms, text, title, call to action, link, format and image URLs. Filter by country and by active or all ads; up to 100 per call, each ad once. Pay per call in stablecoins; an empty search is not charged and ads you paid for but did not get are refunded. Not offered on Solana: pay on Base or Polygon.

Discovered
reddit

Search Reddit or read a subreddit. Use mode hashtag with a subreddit name (no r/), profile with a username, or search with keywords, plus limit 1-20. Every record is a post with kind, id, url, title, body, author, subreddit, upvotes, comments_count, created_at, members and source; at most limit posts come back. Comments, profile and subreddit records are not returned. upvotes and comments_count can be null. Send raw true for the full original records.

Discovered
screenshot

Screenshot API for AI agents: send {url}, get JPEG, PNG, WebP or PDF as base64 JSON. Options: viewport, full page, dark mode, selector. It does not get past bot protection (use unblock for those pages' text). Failed or blank captures aren't charged.

Discovered
search-plus

Search API for AI agents: web or news search with up to 30 results per call, each with a title, URL and a query-relevant excerpt. Filter by site, or by category: developer (repos, issues, docs), GitHub or PDF. Fast, about a second. Pay per call in stablecoins.

Discovered
shopify-products

Shopify store products API for AI agents: send a store's domain and get up to 250 of its public products as JSON: title, vendor, product type, price range, compare-at price, sale and availability flags, tags, image, description and variants with SKU and price. A site that is not a Shopify store, or has no public products, is not charged; products you paid for but did not get are refunded. Pay per call in stablecoins.

Discovered
tiktok

Get TikTok videos for a username, a hashtag or a search keyword. The body is {mode: profile|hashtag|search, query, limit} and limit runs 1-20. Each video has id, url, text, created_at, author, plays, likes, comments, shares, saves, duration_s, hashtags and music; no expiring media links. raw true returns the original records. A leading @ or # in the query is stripped.

Discovered
tiktok-comments

TikTok comments API for AI agents: send the URL of a video and get its comments as JSON: text, time, likes and reply count. Up to 100 comments per call. The commenters' names and handles are not returned. Pay per call in stablecoins; comments you paid for but did not get are refunded.

Discovered
twitter

Tweets from X (Twitter) for one account or a search query. {"mode":"profile","query":"nasa"} returns that account's tweets, mode search takes keywords, and limit is 1-20. Each tweet has text, createdAt, url, lang, likeCount, retweetCount, replyCount, quoteCount, viewCount, isReply, isRetweet and an author object with userName, name, followers and isBlueVerified. No X developer account needed; pay per call in USDC. Not offered on Solana: pay on Base or Polygon.

Discovered
unblock

Unblocker for AI agents: send {url} and get the page back as clean Markdown, with title, description, language, final URL and HTTP status. Gets through Cloudflare and other common bot protection and can render JavaScript-heavy pages. Set format to html or text for those instead. A page that can't be fetched (blocked, error status or empty) is not charged. No API key, proxy or account: pay per call in USDC over x402 (Base, Polygon) or MPP (Base).

Discovered
web-search

Web search with page content for AI agents: send keywords and get the top results with each page read as clean Markdown, in one call: title, URL, a short description and the page's text. Up to 5 results, each page cut at 20,000 characters. Pages that cannot be fetched are dropped and refunded. Pay per call in stablecoins. Not offered on Solana: pay on Base or Polygon.

Discovered
x-replies

Replies to a post on X (Twitter) for AI agents: send the post's URL and get the replies as JSON: text, time, likes, reposts, replies, views and the author's handle. Up to 50 replies per call. Pay per call in stablecoins; replies you paid for but did not get are refunded. Not offered on Solana: pay on Base or Polygon.

Discovered
youtube

YouTube video search by keyword, or the videos of one channel. Mode search takes keywords; mode profile takes a channel handle without the @. limit is 1-20 regular videos, no Shorts or live streams. Per video you get a normalized object: title, description, views, likes, comments_count, duration_seconds, published_at, thumbnail, url, channel_name, channel_url, channel_id, subscribers.

Discovered
youtube-comments

YouTube comments API for AI agents: send the URL of a video and get its comments as JSON: text, time, likes and reply count. Up to 100 comments per call. The commenters' names and handles are not returned. Pay per call in stablecoins; comments you paid for but did not get are refunded.

Discovered
youtube-transcript

YouTube transcript API for AI agents: send a video URL or 11-character id and get its published subtitles as timed JSON segments, plain text, SRT or WebVTT, with title, channel, duration, views and publish date. Choose one of ten subtitle languages or any. No speech-to-text. A video without subtitles in that language is not charged. Not offered on Solana: pay on Base or Polygon.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected260 ms43