You can access the Web Search MCP Server programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {}
9
10# Run the Actor and wait for it to finish
11run = client.actor("quodlibetical_buffalo/web-search-mcp").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
15for item in client.dataset(run.default_dataset_id).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Web Search MCP Server API in Python

The Apify API client for Python is the official library that allows you to use Web Search MCP Server API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Web Search MCP Server API in JavaScript

Web Search MCP Server API through CLI

Web Search MCP Server OpenAPI definition

Web Search MCP Server API

Japan Diet Records Search MCP

aflame_brigantine/kokkai-search-mcp

国立国会図書館「国会会議録検索システム」をMCPツール化。発言・会議の検索、要約用抜粋の取得をLLMから呼び出せます。通常run（バッチ）呼び出しにも対応。

Kameda Hyper

SEO Analyzer MCP Server

quodlibetical_buffalo/seo-analyzer-mcp

Analyze any webpage for SEO: meta tags, headings, images alt text, structured data, page speed hints, and content analysis.

Marek Pommier

Apify MCP Server Scraper

parseforge/apify-mcp-server-scraper

Extract structured metadata from the Apify MCP Server API endpoint. Pulls server details, available tools with their titles and descriptions, authentication schemes, and transport configuration. Ideal for developers building MCP client integrations or monitoring server capabilities programmatically.

ParseForge

GitHub MCP Registry Servers Scraper

automation-lab/github-mcp-registry-catalog

Search and export official MCP Registry server records with publisher, repository, package, endpoint, transport, version, and lifecycle metadata.

Automation Lab

Bitscale MCP

team_bitscale/bitscale-mcp

Connect AI agents to Bitscale for GTM data enrichment, research, and workflow automation.

Bitscale MCP

Customer Intelligence MCP

saifee_software/customer-intelligence-mcp

Know exactly which customers to call today. Customer Intelligence scores your sales data into A/B/C/D tiers, calculates customer lifetime value (CLV) and churn risk, then builds a ranked SAVE/GROW call queue for at-risk and high-growth accounts — turning raw CRM data into clear sales priorities.

Saifee Software Solutions

Sentinel: API Schema Drift MCP Server

daneli/sentinel-schema-drift-mcp

MCP tools for agents: infer JSON Schemas from APIs, diff them with severity ranking (breaking / risky / additive), and check live endpoints against saved baselines.

Daniel Eskander

Japan JEPX Electricity Spot Price MCP

fruitful_quintessence/japan-jepx-mcp

MCP server: Japan wholesale electricity spot prices (JEPX). System + 9 areas, 30-min granularity (48 periods/day), JPY/kWh.

atushi ino

Space Launches MCP Server: satellites + space weather

mrfentmen/spacedevs-mcp

Follow space from your AI assistant: upcoming launches with pads and launch weather, a live countdown to the next T-0, satellites with orbital elements and radio frequencies, spaceflight news and blogs, and NOAA space weather. Keyless MCP server. Pay per tool call.

a e

YouTube Transcript MCP Server

quodlibetical_buffalo/youtube-transcript-mcp

MCP server that extracts transcripts from YouTube videos for AI agents (Claude, Cursor, ChatGPT). Get formatted transcripts with timestamps, video metadata, and available languages.

Marek Pommier