Search

Pulls version-tagged library documentation and API references from Context7's database of curated SDK docs. Agents cite current library methods instead of hallucinating from stale training data. Particularly valuable for fast-moving frameworks where docs change frequently.

Connects AI agents to Exa's hosted search engine with capabilities for web search, code search, company research, and intelligent web crawling. Agents get fresher information than training cutoffs without manually browsing. Exa understands content semantics beyond keyword matching.

Adds Firecrawl's web scraping, crawling, mapping, and content extraction capabilities to MCP clients. Agents can fetch clean page content, map entire websites, and build retrieval datasets without HTML parsing boilerplate. Designed for RAG pipelines and competitive research.

Connects AI agents to Hugging Face Hub for discovering models, datasets, papers, and Spaces without leaving the coding environment. Agents can find optimal models for tasks, inspect dataset schemas, and access inference APIs. Accelerates ML development workflows.

Provides real-time web search, intelligent content extraction, site mapping, and web crawling capabilities through Tavily's hosted MCP endpoint. Agents can ground responses with fresh, cited web evidence rather than relying on training cutoffs. Typical workflow involves sending a query and receiving structured snippets with source URLs.

Routes search queries through Brave's privacy-respecting search API for web retrieval and local search capabilities. Agents can ground responses with current information without tracking or profiling. Useful for research, compliance-sensitive queries, and users who prefer not to use Google.