Why this server?
Enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities, useful for a code-related knowledge base.
AsecurityAlicenseBqualityA Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.Last updated61436MITWhy 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; key for creating and using a knowledge base.

Chroma MCP Serverofficial
AsecurityAlicenseAqualityA 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.Last updated13534Apache 2.0Why this server?
Efficiently memorizes key aspects of a codebase enabling dynamic updates and fast retrieval, making it useful for a code understanding knowledge base.
AsecurityAlicenseBqualitySourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.Last updated137MITWhy this server?
Returns a structured summary of a GitHub repository, including the repository name, description, languages used, README content (summarized), and dependency info. This can be used for building a knowledge base about a specific GitHub repository.
-securityFlicense-qualityGitHub Repo Helper is a simple and beginner-friendly Model Context Protocol (MCP) server that takes a GitHub repository URL and returns a structured summary of the repo. It fetches metadata such as the repository name, description, languages used, README content (summarized), and dependency infoLast updatedWhy this server?
Provides a standardized interface for AI models to access, query, and modify content in Notion workspaces; Useful for storing and retrieving information in a structured manner.
-securityAlicense-qualityA Model Context Protocol server that provides a standardized interface for AI models to access, query, and modify content in Notion workspaces.Last updated3,4765MITWhy this server?
Connects AI models with Obsidian knowledge bases, allowing direct access and manipulation of notes, including reading, creating, updating, and deleting notes, as well as managing folder structures. This server is very helpful in building or augmenting an existing Obsidian knowledge base.
AsecurityAlicenseAqualityThis project implements a Model Context Protocol (MCP) server for connecting AI models with Obsidian knowledge bases. Through this server, AI models can directly access and manipulate Obsidian notes, including reading, creating, updating, and deleting notes, as well as managing folder structures.Last updated11136302MITWhy this server?
Allows operations like file search, text extraction, and AI-based querying and data extraction on files stored in Box, and can be used to populate a knowledge base.
AsecurityAlicenseBqualityA Python server that enables interaction with Box files and folders through the Box API, allowing operations like file search, text extraction, and AI-based querying and data extraction.Last updated10099MITWhy this server?
Automates the creation of standardized documentation by extracting information from source files and applying templates, with integration capabilities for GitHub, Google Drive, and Perplexity AI. Could help in automated generation of documentation for the knowledge base.
Asecurity-licenseBqualityAutomates the creation of standardized documentation by extracting information from source files and applying templates, with integration capabilities for GitHub, Google Drive, and Perplexity AI.Last updated33MITWhy this server?
Memory Bank Server provides a set of tools and resources for AI assistants to interact with Memory Banks, which are structured repositories of information that help maintain context and track progress across multiple sessions.
AsecurityAlicense-qualityMemory Bank Server provides a set of tools and resources for AI assistants to interact with Memory Banks. Memory Banks are structured repositories of information that help maintain context and track progress across multiple sessions.Last updated4046MIT