Why this server?
This server provides AgentQL's data extraction capabilities enabling AI agents to get structured data from unstructured web sources. Useful for building Agentic RAG pipelines.
AlicenseAqualityCmaintenanceA server that provides AgentQL's data extraction capabilities enabling AI agents to get structured data from unstructured web1130 npm180MITWhy this server?
This server offers a comprehensive set of tools, including web resources and file systems interaction, which can be used for RAG pipelines and by agents.
AlicenseNot gradedqualityDmaintenanceA comprehensive Model Context Protocol server implementation that enables AI assistants to interact with file systems, databases, GitHub repositories, web resources, and system tools while maintaining security and control.28 npm2MITWhy this server?
This server allows AI assistants to search and access documentation or codebases, enabling users to chat with code or docs by simply pointing to a git repository or folder. This is useful for building RAG pipelines for codebases.
AlicenseAqualityDmaintenanceA flexible Model Context Protocol server that makes documentation or codebases searchable by AI assistants, allowing users to chat with code or docs by simply pointing to a git repository or folder.117 npm90MITWhy this server?
Provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering. Useful for RAG.

Chroma MCP Serverofficial
AlicenseAqualityDmaintenanceA server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.1324,959 PyPI597Apache 2.0Why this server?
A modular dynamic API server based on the MCP protocol that provides rich tool capabilities for AI assistants while also reducing prompt token consumption.
AlicenseNot gradedqualityDmaintenanceA modular dynamic API server based on the MCP protocol that provides rich tool capabilities for AI assistants while significantly reducing prompt token consumption.1,106 npm1MITWhy this server?
This server helps large language models index, search, and analyze code repositories with minimal setup - useful in Agentic RAG.
AlicenseAqualityAmaintenanceA Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup14470 PyPI1,001MITWhy this server?
A personal knowledge management system that transforms daily notes into organized, searchable knowledge using the Model Context Protocol - this is useful in Agentic RAG implementations.
AlicenseAqualityDmaintenanceA personal knowledge management system that transforms daily notes into organized, searchable knowledge using the Model Context Protocol.94 npm7MITWhy this server?
Enhances LLM applications with deep autonomous web research capabilities, delivering higher quality information than standard search tools by exploring and validating numerous trusted sources.
AlicenseNot gradedqualityDmaintenanceEnhances LLM applications with deep autonomous web research capabilities, delivering higher quality information than standard search tools by exploring and validating numerous trusted sources.368MITWhy this server?
A server that enables LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and execute JavaScript in a real browser environment. It can be used to extract data from web pages.
AlicenseBqualityDmaintenanceA Model Context Protocol server that enables LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and execute JavaScript in a real browser environment.2910 npm22MIT