Browser automation and web scraping

A Model Context Protocol Server connector for Perplexity API, to enable web search without leaving the MCP ecosystem.

Secure file operations with configurable access controls

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

Playwright MCP server

ContextBridge (CB) is a local-first retrieval layer that sits between your codebase and your AI coding agent. Instead of pasting raw source files into context or letting the AI guess which files matter, CB indexes your codebase's real structure (via Graphify) and returns a compact, ranked result — owner file, related files, key symbols, and dependency chains — grounded in your actual code. A typical response is ~4–8 KB instead of the 100+ KB of raw source an AI would otherwise need to read to answer the same question — roughly a 96% cut in input tokens sent to your cloud AI, with zero hallucinated file paths or method names.

Repository management, file operations, and GitHub API integration

Host the HTML or Markdown pages your AI generates and share each as a link with comments, versioning, and access control. Create, update, and organize pages and read reviewer comments over MCP.

MCP Advisor & Installation - Use the right MCP server for your needs

Web content fetching and conversion for efficient LLM usage

Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.

The Milvus MCP server enables AI applications to interact with Milvus vector databases using natural language commands. It allows AI models to perform vector searches, manage collections, and retrieve data without writing custom database queries. This integration facilitates seamless access to vector data, enhancing the capabilities of AI tools like Claude Desktop and Cursor.

Write notes to Flomo

GitLab API, enabling project management

A Serper MCP Server

Web and local search using Brave's Search API