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Research

Search, fetch, and page reading.

8 on this shelf.

MCP server

Apify

Official Apify MCP server. An agent can search Apify Store and run Actors for scraping and extraction.

MITApify

MCP server

Brave Search

Official Brave Search MCP server for web, local, image, video, news, and related search.

MITBrave Software

MCP server

Exa

Official Exa MCP server for web search and crawling.

MITExa Labs

MCP server Reference

Fetch

Reference server that fetches web pages and converts HTML to markdown for a model to read.

MITModel Context Protocol

MCP server

Firecrawl

Official Firecrawl MCP server for search, scrape, and page interaction, returned as context for an agent.

MITFirecrawl

MCP server

Hugging Face

Official Hugging Face MCP server for the Hub and Gradio applications.

MITHugging Face

MCP server

Jina

Official Jina remote MCP server for the Reader, Search, Embeddings, and Reranker APIs.

Apache-2.0Jina AI

Use case Club note

Read the live web

A reading order for search and page fetch: start with the smallest tool that can see the public web, and widen only when the task needs it.

CC0-1.0AgentSkillClub