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Socialcrawl Mcp

Socialcrawl Mcp

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github.com/socialcrawlSocial Media27Updated 4d ago

About Socialcrawl Mcp

socialcrawl-mcp is an MCP server that connects AI agents to the SocialCrawl API, a unified data API covering social media, commerce, jobs, finance and web research. It suits developers and researchers who need cross-platform data, with per-endpoint credit pricing shown before each call.

Key features

  1. 0121 platforms and 108 endpoints
  2. 02Hosted remote server or local stdio
  3. 03Credit cost estimates before requests
  4. 04Local parameter validation before API calls
  5. 05On-demand API documentation

Use cases

  1. 01Comparing account metrics across social platforms
  2. 02Retrieving posts and comments from TikTok or YouTube
  3. 03Checking product prices and reviews on retail sites

MCP support

The server runs as an MCP server, exposing SocialCrawl data endpoints to MCP clients through tools such as socialcrawl_find and socialcrawl_request.

Configuration

Local server config is the same for every client. Copy it into your client’s MCP config file.

mcp.json · Universal config
{
"mcpServers": {
"socialcrawl": {
"command": "npx",
"args": [
"-y",
"socialcrawl-mcp"
],
"env": {
"SOCIALCRAWL_API_KEY": "<SOCIALCRAWL_API_KEY>"
}
}
}
}
Run commandnpx -y socialcrawl-mcp
Environment variables to set
SOCIALCRAWL_API_KEYSecret

Local servers need a runtime on your machine (e.g. Node.js 18+). Config file locations differ by client; see your client’s docs.

Packages
npmsocialcrawl-mcp

Tools

9

Saved tool list · updated 3w ago

This tool takes no parameters.

Details

From the project README

socialcrawl-mcp

Give your AI agent access to every SocialCrawl platform and endpoint — social media, commerce, marketplaces & product reviews, retail, app stores, places, travel & local, business & software reputation, jobs & salaries, markets & finance, congressional trading disclosures, news, web research, full web scraping & browser automation, on-page SEO, prediction markets, search trends, cross-platform Prism composites, and a universal meta-search — through a single API, with exact credit pricing for every endpoint

npm MCP Registry License: MIT mcp MCP server

Socialcrawl MCP server

Installation | Overview | Setup | Usage | Tools | Platforms


Installation

Remote server (hosted — no install)

Connect straight to the hosted Streamable HTTP endpoint — nothing to install or run:

Claude Code (works in the CLI and Claude Code on the web / cloud sandboxes)

claude mcp add --scope user --transport http socialcrawl https://mcp.socialcrawl.dev/mcp \
  --header "Authorization: Bearer sc_your_key_here"

Any client that reads .mcp.json

{
  "mcpServers": {
    "socialcrawl": {
      "type": "http",
      "url": "https://mcp.socialcrawl.dev/mcp",
      "headers": { "Authorization": "Bearer ${SOCIALCRAWL_API_KEY}" }
    }
  }
}

Cursor / Windsurf / VS Code — choose the HTTP ("streamable-http") server type with the same URL and header. x-api-key: sc_your_key_here works as an alternative header.

The discovery tools (socialcrawl_find, socialcrawl_endpoint, socialcrawl_estimate) work without a key, so you can explore before signing up. claude.ai custom connectors (Settings → Connectors) require OAuth. An OAuth 2.1 resource-server mode is in preview and off by default (SOCIALCRAWL_OAUTH=1; see docs/REMOTE-STREAMABLE-HTTP.md); until it is enabled on the hosted server, use the header-based setup above.

Prefer running it locally? Every stdio option below works exactly as before.

npm
npm install -g socialcrawl-mcp

Available on npm. Most users don't need this — the MCP client configs below use npx and auto-install on first run.

Claude Code (quickest)
claude mcp add --scope user socialcrawl -e SOCIALCRAWL_API_KEY=sc_your_key_here -- npx -y socialcrawl-mcp
Claude Desktop

Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "socialcrawl": {
      "command": "npx",
      "args": ["-y", "socialcrawl-mcp"],
      "env": {
        "SOCIALCRAWL_API_KEY": "sc_your_key_here"
      }
    }
  }
}
Cursor

Add to .cursor/mcp.json in your project root or ~/.cursor/mcp.json globally:

{
  "mcpServers": {
    "socialcrawl": {
      "command": "npx",
      "args": ["-y", "socialcrawl-mcp"],
      "env": {
        "SOCIALCRAWL_API_KEY": "sc_your_key_here"
      }
    }
  }
}
VS Code (Claude Code)

Add to .vscode/mcp.json in your project or your user settings:

{
  "servers": {
    "socialcrawl": {
      "type": "stdio",
      "command": "npx",
      "args": ["-y", "socialcrawl-mcp"],
      "env": {
        "SOCIALCRAWL_API_KEY": "sc_your_key_here"
      }
    }
  }
}
Windsurf

Add to your Windsurf MCP configuration:

{
  "mcpServers": {
    "socialcrawl": {
      "command": "npx",
      "args": ["-y", "socialcrawl-mcp"],
      "env": {
        "SOCIALCRAWL_API_KEY": "sc_your_key_here"
      }
    }
  }
}
Other MCP-compatible clients

Any MCP client that supports stdio transport can use this server. The general pattern is:

  • Command: npx
  • Args: ["-y", "socialcrawl-mcp"]
  • Environment: SOCIALCRAWL_API_KEY set to your API key

Restart your AI client after saving the configuration.

Overview

socialcrawl-mcp is an MCP (Model Context Protocol) server that connects AI agents to the SocialCrawl API — a unified data API over social, commerce, jobs, finance, research and web data. socialcrawl_find with no task lists every platform; socialcrawl_account view freshness shows the live counts.

Retrieve profiles, posts, comments, search results, trending content, and analytics from TikTok, Instagram, YouTube, Twitter/X, LinkedIn, Reddit, Threads, Douyin, Xiaohongshu, Telegram, Quora, Bluesky, Apple Music, GitHub, Hacker News, Product Hunt, Polymarket, and many more platforms. Pull products, offers, price history, reviews, and sellers from Amazon, Walmart, Target, Home Depot, eBay, Klarna, AliExpress, Etsy, Sephora, H&M, Kohl's, Wayfair, Gumtree, and Google Shopping; apps, charts, and reviews from Google Play and the Apple App Store; hotels, restaurants, attractions, cruises, and traveler reviews from Tripadvisor, plus local business data from Yelp and Google Business; brand reputation from Trustpilot and software reviews from G2; job listings and salary bands from LinkedIn, Indeed, Bing, and Xing; market quotes, price history, financial statements, and options chains; US congressional trading disclosures; Korean search and Data Lab trend series from Naver; cross-web brand mentions with sentiment via Content Analysis; Google News headlines and Google Trends interest curves — plus web research via Tavily and Perplexity, AI-powered X search via Grok, on-page SEO audits, and a single /search/everywhere endpoint that fans out across 14 sources in one call.

New in v2.0.0: seven tools instead of eleven (socialcrawl_find, socialcrawl_endpoint, socialcrawl_estimate, socialcrawl_request, socialcrawl_collect, socialcrawl_account, socialcrawl_manage). See Available Tools for the 1.x → 2.0 mapping and CHANGELOG.md for every release.

What the MCP server does:

  • Finds the right endpoint for a task in plain words (ranked search across every endpoint, with URLs and handles resolved), and tells the agent what data each one returns
  • Fetches live data on your behalf across every platform, method, and composite
  • Prices every call up front — ladder, flat, or metered band — so an agent can budget before it spends
  • Validates requests locally before calling the API: required params, oneOf groups, enum values, integer ranges, parameter couplings, and CSV limits. A bad call fails free instead of burning credits
  • Provides built-in API documentation the agent can query on demand, paged rather than truncated

Setup

1. Get your API key

Sign up at socialcrawl.dev and grab your API key from the dashboard. Every account starts with 100 free credits — no credit card required.

2. Add the key to your config

Replace sc_your_key_here in the installation config above with your actual API key (starts with sc_).

Tip

You can also set SOCIALCRAWL_API_KEY as a system environment variable instead of putting it in the MCP config. The discovery and documentation tools work even without a key — only actual API requests need one.

Usage

Ask your AI agent in natural language. The MCP server handles the rest.

Fetch a profile
Get the TikTok profile for @charlidamelio

The agent calls socialcrawl_request with platform: "tiktok", resource: "profile", params: { handle: "charlidamelio" } and returns structured profile data including followers, bio, verification status, and engagement metrics.

Search across platforms
Search YouTube for "machine learning tutorials"
Get post comments
Get the comments on this Instagram post: https://instagram.com/p/CwA1234abcd
Cross-platform research
Compare the follower counts of @mkbhd on TikTok, Instagram, YouTube, and Twitter

The agent makes 4 sequential API calls — one per platform — and compiles the results into a comparison.

Shop across retailers
Find the cheapest 65-inch OLED TV across Amazon, Walmart, Target, and eBay
Explore available endpoints
What social media platforms can you access?
Show me all the TikTok endpoints
Which endpoints can give me video transcripts?

Each is a socialcrawl_find call: the task in plain words, ranked across every endpoint, no platform needed.

Learn the API from the API
How do I get started with SocialCrawl?
Show me exactly how to call the Prism comments endpoint
Is this MCP server's endpoint list up to date?

These hit socialcrawl_endpoint and socialcrawl_account and cost nothing.

Check what something costs before running it
What would it cost to run a Prism brand-mentions report?
Show me everything I can call for 1 credit
Why did that last call charge me 7 credits instead of 2?

The first two hit socialcrawl_estimate; the third reads the credit ledger via socialcrawl_account with view: "transactions" and shows the deduction and refund rows for that request_id.

Access documentation
How does the SocialCrawl credit system work?
How do I page through a list endpoint?
Example response

Every response follows a unified envelope format:

{
  "success": true,
  "platform": "tiktok",
  "endpoint": "/v1/tiktok/profile",
  "data": {
    "content": { "text": "...", "media_urls": ["..."] },
    "author": { "username": "charlidamelio", "followers": 156000000 },
    "engagement": { "likes": 5200, "engagement_rate": 0.045 },
    "metadata": { "language": "en", "content_category": "entertainment" }
  },
  "credits_used": 1,
  "credits_remaining": 99
}

Note

The same response structure is returned for every platform — no per-platform parsing logic needed.

Available Tools

Version 2.0.0 exposes 7 tools (about 4.7k tokens of tools/list, down from about 12.8k for the 11 tools of 1.x):

ToolWhat it doesNeeds API key?
socialcrawl_findStart here. A task in plain words becomes the best endpoints (3 by default), each with the params the task already supplies (URLs and @handles are resolved), the params still missing, the credit cost and the exact call to make. platform narrows it. With no task it lists the platforms, or one platform's endpoints. Ranked by the live /v1/utility/find when deployed, otherwise by the bundled ranker (BM25 over id, summary, returns, use_when and tags, with a platform boost)No
socialcrawl_endpointThe contract for one endpoint (id: "tiktok/post/comments"): purpose, required and optional params, where the rows are (rows_at) and up to 25 response fields, cost and pricing rule, paging, measured latency and timeout, next endpoints, and a sample-response link. A platform slug returns its endpoint table; a topic (errors, pricing, pagination, judgments, hydration, overview, ...) returns that guide. Live through /v1/utility/endpoint when a key is setNo
socialcrawl_estimateExact cost before you spend: one call (id + the params you will send, calls for a job total, items for a walk) or a plan of calls. Uses /v1/utility/estimate when deployed, otherwise the bundled pricing. A platform slug returns its price table; no id returns the pricing overviewNo
socialcrawl_requestCall one endpoint: platform, resource, params (or body for POST batch endpoints). Validates locally first, quotes, refuses above max_credits, confirms above SOCIALCRAWL_CONFIRM_ABOVE, and returns structuredContent (rows, credits, paging). fields / max_items / format shape the result; large pages are cut at row boundaries behind a socialcrawl://results/<request_id> link. An unknown platform or resource gets a did-you-meanYes
socialcrawl_collectWalk a paged endpoint until items unique rows, the last page, or max_credits, in one call, with a resource link to every row as JSONL, JSON or CSVYes
socialcrawl_accountFree checks: balance (with this session's spend), transactions (the itemised ledger, or the receipts for one request_id), status (platform health) and freshness (is this server's catalogue behind the API)Yes (except status)
socialcrawl_manageStateful work by area + action: monitors (scheduled recipes), cohorts (mention search over your own panel), web (scrape, search, map, extract, crawl/batch/agent jobs, change monitors, browser sessions) and jobs (Prism background jobs: submit, list, get). The action's fields go in input, the resource id in id; a wrong field is refused free with the rulesYes

Upgrading from 1.x. Set SOCIALCRAWL_LEGACY_TOOLS=1 to also register the nine retired 1.x names as thin wrappers for this major version. The mapping:

1.x tool2.0 tool
socialcrawl_list_platformssocialcrawl_find with no arguments
socialcrawl_list_endpointssocialcrawl_find (task or platform); socialcrawl_endpoint for one contract
socialcrawl_pricingsocialcrawl_estimate
socialcrawl_discoversocialcrawl_endpoint (endpoint guide), socialcrawl_find (catalog, plan), socialcrawl_account (freshness, status)
socialcrawl_get_docssocialcrawl_endpoint with the topic as id
socialcrawl_check_balancesocialcrawl_account (requestId is now request_id)
socialcrawl_monitors / socialcrawl_web / socialcrawl_cohortssocialcrawl_manage with area: "monitors" / "web" / "cohorts"
socialcrawl_request, socialcrawl_collectunchanged (platform is now a plain string with did-you-mean)
Discovery, live and bundled

socialcrawl_find, socialcrawl_endpoint and socialcrawl_estimate answer from data bundled with the server (generated from the backend registry, dump schema v4) and need no key. With a key they first ask the API's free /v1/utility/* routes (find, resolve, endpoint, estimate), which answer from the live registry, and fall back to the bundled answer when a route is not deployed. Every one of these is 0 credits.

Why freshness matters. This server ships a catalogue generated when it was built; the API keeps moving. Data calls always hit the live API and keep working, but discovery, pricing and local validation answer from that snapshot. The server checks this itself once per process and, when it is behind, adds one line to the next tool result. One free call tells you which situation you are in:

socialcrawl_account  view: "freshness"

These same endpoints are plain HTTP, so a third-party integration or a non-MCP agent framework gets the identical information with a curl.

Pricing — know the cost before you spend

socialcrawl_estimate exists because a single number is a lie for most of the surface. SocialCrawl bills three ways:

  • Ladder — the tier rate per request: standard 1cr, advanced 5cr, premium 10cr.
  • Flat (some of them free) — a per-endpoint override, e.g. /v1/search/everywhere at 20cr flat.
  • Metered — the charge depends on the request. An upfront ceiling is deducted and refunded down to the work actually done.

Quoting a metered endpoint's base cost understates every call: /v1/search/news has a 1cr base but really charges 2–62cr — one credit per Google country leg that returns articles, plus per-article billing when the bing engine is added. The tool returns the real band, the registry's own charging rule, the parameters that move the bill, and the worst case to budget for:

action: "overview"   → ladder, every free endpoint, every flat override, every metered band + rule, cache TTLs, full refund matrix
action: "endpoint"   → one endpoint's price, rule, price-driving params, paging cost, worst case
action: "platform"   → a whole platform's cost table
action: "list"       → rank/filter by cost — "everything I can call for 1 credit", "the 10 most expensive endpoints"
action: "hydration"  → every include= row join: what it fills, per-row rate, row cap, fully-joined ceiling
action: "judgments"  → every judged list: free default labels/relevance, metered presets, the hold per opt-in

Pass the include you intend to send to action: "endpoint" and the band becomes arithmetic — the exact hold, itemised per join, using the same formula the backend's pricer runs:

action: "endpoint", platform: "linkedin", resource: "search/people", include: "profile", rows: 3
→ holds 22 credits (10cr page + 12cr for 3 rows of `profile`), settling anywhere down to 10

Or pass the exact params you will send (and calls, for a whole job). Joins, metered judgments and max_pages are all itemised, and max_pages multiplies the page, because each page walked is billed as one call:

action: "endpoint", platform: "youtube", resource: "search", calls: 10,
params: { query: "espresso", include: "engagement,channel", label: "mention", brand: "Acme", max_pages: "3" }
→ 1cr page + 5cr engagement + 5cr channel + 4cr label=mention = up to 15cr per page
  × 3 pages = up to 45cr per call; 10 calls = up to 450 credits held, settling to what was filled and judged

It also states the rules that make the real charge differ from the sticker price. Cache hits, idempotent replays, empty results, upstream failures and dry_run=1 previews are all 0 credits; seen=<id> discounts each page by its share of rows you already received; since / stop_at_id end a walk at rows you already hold.

Judgments — labels and relevance, free by default

About 50 list endpoints judge their rows for you at no extra credit. Posts carry sponsored, intent and niche; comments carry sentiment, question, purchase_intent and complaint; reviews carry sentiment and issue. All of these land under computed.labels, and the judged searches score each row's relevance to your query under computed.relevance. Only these add credits:

  • a metered preset: mention (with brand=), quality, injection on posts; spam, toxic, low_quality on comments; reports, incentivized on reviews,
  • label=intent with offer= (what you sell),
  • relevance=score|filter with your own topic in relevant_to=.

Each holds 1 credit per started 25 rows of the page (4cr on a 100-row page) and settles to the rows judged fresh. Already-judged rows and cached pages are free. judgments=off turns the defaults off, and dry_run=1 previews the cost for 0 credits. socialcrawl_endpoint with id: "judgments" is the full contract.

Row hydration — one call instead of a page plus a lookup per row

Some lists are thin because the upstream publishes nothing else on them: a Pinterest search result has no save count, a LinkedIn reactor row no follower count, a YouTube playlist no view counts or durations. Another SocialCrawl endpoint answers each of those for one row — so those endpoints accept an include= token that joins every row to that sibling in the same call.

GET /v1/pinterest/search?query=kitchen&include=engagement      → saves, likes, comments, shares on every row
GET /v1/youtube/playlist?playlistId=PL...&include=engagement,channel
GET /v1/linkedin/search/people?keywords=cto&include=profile&limit=3
  • Opt-in. No token, no join, no extra credit, no extra latency — a caller who never asks pays exactly what they always paid.
  • Billed per row actually filled. The ceiling is held up front; a credit is kept only for a row a fresh sibling lookup filled. Rows served from the sibling's cache are free, unfillable rows are refunded, and a page that joined in full is cached whole, so an immediate repeat is 0 credits.
  • A row cap caps the bill. limit=3&include=profile on LinkedIn holds 22 credits, not 50.
  • It tells you what it did. data.hydration reports rows, lookups, cache hits, credits held vs kept, and milliseconds; _warnings carries <token>_partial when only some rows filled.

socialcrawl_endpoint with id: "hydration" lists every join, its price and the full contract; socialcrawl_estimate quotes one call with its include.

Monitors — schedule any recipe

socialcrawl_manage with area: "monitors" wraps any registry endpoint or Prism composite in a scheduled, stateful monitor (/v1/monitors/*). It re-runs the recipe hourly/daily/weekly (or on a cron), delivers each result to an HMAC-signed webhook, raises alerts on metric thresholds or changes, and keeps a per-run time-series you can read back. "Prism answers once; monitors watch it for you." Managing monitors costs 0 credits; each scheduled run bills the recipe's normal cost plus a 1-credit scheduling premium. See socialcrawl_endpoint with id: "monitors" for the full contract.

Web — scrape, crawl, browse

socialcrawl_manage with area: "web" drives the full web-scraping and browser-automation surface (the web platform, /v1/web/*) through a single action parameter:

  • Sync reads — scrape (URL → markdown/HTML/screenshot/links), search (web search with page content), map (discover a site's URLs), extract (LLM structured data from a page).
  • Async jobs — crawl a whole site, batch_scrape many URLs, or agent (autonomous multi-step web task); each returns a job you poll with job_get/job_list, inspect with job_errors (per-page failures), and stop with job_cancel. crawl_preview dry-runs a crawl's parameters for free before you pay for it.
  • Monitors — monitor_create/list/get/update/delete/checks re-check a URL on a cadence and deliver changes to a webhook.
  • Sessions — session_create/get/list, session_execute (run code in the live page), session_close.

Most of the paid web surface is metered rather than flat: a crawl holds limit credits and refunds every page it did not crawl; a session holds against ttl_seconds and settles on close. Job, monitor, and session management is 0 credits. See socialcrawl_endpoint with id: "web", or socialcrawl_estimate with id: "web".

Smart validation

Before making any API call, socialcrawl_request mirrors the backend's own pre-billing validator against the bundled registry data: the platform and resource exist, required parameters and oneOf groups are satisfied, enum values are legal, integers sit inside their declared range, parameter couplings hold (order needs sort; Reddit's timeframe needs sort=top), and CSV lists are within their entry limits. A malformed call fails instantly and for free instead of costing a round trip — and an agent gets told exactly what to fix rather than looping on a call that can never succeed.

Retry-safe requests

Pass an idempotencyKey to socialcrawl_request (UUIDv4 recommended) to make the call retry-safe. If the request is replayed within 24h, the server returns the original response and deducts 0 credits (X-Idempotent-Replay: true).

Supported Platforms

PlatformData Available
LinkedInProfiles (single sub-resources or one-call bundles: all, complete, with-posts) & company pages (incl. lookup by domain, also-viewed, employee counts), posts & post-with-comments, reposts, reactions, comments & replies, Pulse articles with comments and reactions, people search (keyword or search-URL), company & hashtag search, similar members, profile sub-resources (experience, education, skills, position skills, certifications, followed schools/newsletters/Top Voices, last activity…), jobs (search, company jobs, jobs a member posted, hiring team, details), company insights, groups, the complete post-history archive (metered per post), transcripts, Ad Library, profile-360
PrismCross-platform composites — URL lookup, comment harvesting, batch post-stats/profile/comment lookup, async background jobs of up to 5,000 items, handle-audit, name→accounts resolution (find-accounts), handle/link mentions, adverse-post screening, campaign-brief checks, hook/format lift, term earliness, a no-keyword country trend board, commenter language mix, comment-sourced buyer leads, brand mentions, demand signals, AI visibility, crisis radar/post-mortem, reputation, share-of-voice, creator vetting & creator cards, org radar, Korea gap, AI consensus answers, video/app/product intelligence
InstagramProfiles, account transparency (profile/about), posts, reels, comments & comment replies, highlights, stories, tagged & location feeds, followers/following, similar accounts, post likers, reshare stats, one-call reels/posts feeds with share counts, engagement analytics, universal + popular-post search, reels/hashtag/profile/location/music search (reel search with creator cards via include=creator), on-screen text (OCR), trending, transcripts, profile-360
TikTokProfiles, videos, comments & replies, on-screen text extraction, keyword/hashtag/user/music search + suggestions, hashtag details, trending (global or in-country For You), TikTok's own popular-hashtag and Top Videos boards, audience, similar accounts, followers, liked videos, playlists & collections, place feeds, effects, live, songs, transcripts, Ad Library, profile-360
FacebookPages, groups & group posts, posts, comments & replies, photos, reels (incl. full reels feed with view counts), events & event search, Marketplace, keyword search over posts/pages/people/videos/groups, transcripts, full Ad Library
YouTubeChannels, videos, shorts, comments & replies, sponsors, playlists & items, community posts, search (advanced + autocomplete), trending, live streams, channel contact email lookup, media files (audio/video/subtitles/thumbnails), transcripts, batch videos/channels/transcripts, profile-360
Web ScrapingScrape, web search, site map, LLM extract, async crawl/batch-scrape/agent jobs with per-page error feeds, change monitors, interactive browser sessions, document parse — driven by socialcrawl_manage (area web)
US Congress TradesUS Congress STOCK Act disclosures — trade feeds (all/48h/7d), members, per-politician and per-ticker stats and trades, state delegations, and the full statistics suite (party, sectors, issuers, volume, unusual activity, buy/sell ratio, late filings)
KlarnaProduct details and every merchant offer, keyword search + suggestions, user and professional reviews with score overviews, price history, product comparison, category browsing with filters/keywords/buying guides, store listings
TripadvisorHotels, restaurants, attractions and cruise ships — search and full detail for each, traveler reviews with owner replies, place lookup by URL, destination autocomplete, experience types
Twitter/XProfiles, tweets and replies, tweet & user search, user media, followers, following, retweeters, communities, video transcripts, AI search via Grok, profile-360
NaverKorea's #1 portal — blog, news, encyclopedia, cafe, KiN, local, image, web search, errata & adult classifiers, Data Lab search-trend & shopping-insight series, brief
RedditSubreddits, post detail, comments, user profiles with post and comment history, keyword/comment/media search, subreddit discovery, transcripts, omni-search VoC sweep
GitHubUsers, repos, issues, PRs, READMEs, releases, search, repo dossier, user profile-velocity
GumtreeUK classifieds — listing search and details, similar listings, seller profiles and their ads, search suggestions, trending searches, category tree with filters, location lookup
JobsJob search and listing detail across LinkedIn, Indeed, Bing and Xing, LinkedIn organization-id resolution, and salary ranges by title and country
SephoraProduct details, reviews, keyword search + suggestions, category tree browsing, brand listings and per-brand products, store lookup, per-SKU in-store availability
Content AnalysisCross-web brand mentions, sentiment, rating distributions, phrase/category trends
GoogleWeb search, Ads Transparency, Business Profile (info, reviews, updates, Q&A), Travel hotels
AliExpressProduct details, keyword search, similar products, reviews, per-SKU shipping, hot products, featured promotions, category tree
Apple App StoreApp search, search suggestions, app details, reviews, charts, listings database, reference data
Google PlayApp search, search suggestions, app details, reviews, charts, listings database, reference data
AmazonProduct search, ASIN details, reviews, sellers, shop pages, Best Sellers charts, current deals, seller profiles — ~13 marketplaces
DouyinChina's TikTok — video search, creator profiles and feeds, video detail, comments and comment replies, creator search, hot-search board (mostly metered per row)
FinanceInstrument quotes, ticker search, markets overview, instrument news, daily price history, company financial statements, options chains
G2Software marketplace — product pages, reviews, category listings and the category index, vendor profiles and their catalogue, product URL index
QuoraQuestion search and detail, answer search, Space post search, profile search, Space/topic search
H&MKeyword search + suggestions, store listings by country, countries/languages, category tree, per-product supplier and factory disclosure
PinterestPins, boards, user boards, search, Pinterest Trends by country, URL save-counts
SpotifyArtists, tracks, albums, podcasts, episodes, search
ThreadsProfiles, posts, post comments, keyword search, user search
UtilityFree API self-discovery — quickstart, endpoint catalogue, per-endpoint usage guide, cross-cutting capabilities index, plain-words call planner, LLM context payload. 0 credits, served from the live registry. Behind socialcrawl_find, socialcrawl_endpoint, socialcrawl_estimate and socialcrawl_account
XiaohongshuRED / Little Red Book — note search, hot-search board, creator profiles and their notes, note detail, top-level comments (5cr per returned row)
Apple MusicCatalog search, artist, album, track, per-country charts (songs, albums, music videos, playlists)
Google ShoppingProduct search, product details, price history, cross-retailer reviews, per-seller offers
Kohl'sKeyword search, reviews, product questions and answers, store lookup, category tree
RumbleSearch, channel videos, video details, comments, transcripts
TargetProduct details by TCIN, reviews, category browsing, full taxonomy, store lookup
TikTok ShopProducts, reviews, listings, search, creator showcases
Universal SearchOne query fanned out across many platforms (20cr flat); multi — each named platform's own native search in one call at the sum of their page prices; forums lane; multi-country news lane (metered); creator-discovery lane across TikTok/Threads/Instagram
WalmartProduct details, reviews, keyword search, category browsing, seller offers
YelpBusiness profiles by encid, business reviews, business search (compact and full-card), search suggestions
BlueskyProfiles, user posts, post details, keyword post search
EtsyListings by id or URL, a shop's catalogue, similar listings, search suggestions
Hacker NewsStory search, story, comment tree, profile
Home DepotKeyword search, product details by item id or URL (store/zip-aware pricing), reviews, store lookup by ZIP
TavilyWeb search (with LLM answer), URL extraction, sitemap, full crawl
TwitchProfiles, clips, videos, schedules
Google TrendsInterest-over-time (explore), rising/breakout related queries, and Trending Now by location
KwaiProfiles, posts
TelegramPublic channel profiles, channel post feeds, single post lookup
Truth SocialProfiles, posts
WayfairProduct search, product details by SKU, reviews
eBayListing search incl. sold/completed with realised prices, listing details
SnapchatProfiles, Spotlight comments
TrustpilotBusiness search, company reviews
Google NewsReal-time Google News SERP search
KickClips
KomiLink pages
LinkBioLink pages
LinkMeLink pages
LinktreeLink pages
On-PageSingle-URL on-page SEO audit — the technical, content and meta checks in one call
PerplexitySonar web research with cited sources
PillarLink pages
PolymarketPrediction-market research — multi-query fan-out + ranking
Product HuntCurrent Product Hunt launches (~50 per page), optionally by topic

socialcrawl_find with no task lists every platform with its live endpoint count.

Error Handling

The MCP server handles errors gracefully and gives the agent actionable guidance. Every API error passes the server's own error.message through, followed by reason: … when the API names one and request_id: req-… on its own line (read from the body, or the X-Request-Id header when the body is not JSON). Quote the request_id when you report a problem: it is how a call is found in the logs and the credit ledger.

ErrorWhat the agent sees
Missing API keyPrompts to set SOCIALCRAWL_API_KEY with link to sign up
Invalid API keyAsks to check the key configuration
Insufficient creditsShows balance and links to billing page
Bad platform/resourceSuggests using discovery tools to find the right endpoint
Missing parametersLists exactly what's missing with examples — caught locally, before billing
Invalid parameter valueNames the illegal enum value, out-of-range integer, broken coupling, or over-long CSV — caught locally, before billing
Resource not found (404)The server's reason the item is missing (e.g. reason: video_gone) and whether you were charged (BIL-01)
Idempotency-Key conflict (409)Tells the agent the key was used by another account — generate a fresh one
Idempotency-Key payload mismatch (422)Tells the agent the same key was reused with different params
Method not allowed (405)Reports the wrong HTTP method for that route
Payload too large (413)Request body over the JSON size cap; rejected before parse
Rate limited (429)Over the 600 req/min per-key window — unbilled; back off and retry
Concurrency limit (429)Asks the caller to back off (50 concurrent/key max)
Key budget exceeded (402)This key's own spend cap is spent while the account still has credits — raise the cap, don't top up
Upstream error (502)The server's account of which platform failed, the refund, and when to retry
Platform unavailable (503)The server's cause (circuit breaker open or upstream throttling) and retry hint; credits refunded

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New to MCP?

From what the protocol is to installing your first server, these answers cover most first questions.

An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.