Vectorize
[Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
[Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with…
Production-grade GitLab MCP server with 86 tools — full GitLab control from any AI agent (Claude, Cursor, Zed).
Integrates with Google Cloud services to provide direct access to Logging, Spanner, and Monitoring resources within conversations through authenticated…
Integrates with Figma's API to enable direct access to design files and prototypes for generating code and answering UI implementation queries.
17 MCP query tools for codebase navigation — functions, classes, imports, dependency graphs, change impact. Zero dependencies. 87% token reduction.
DButils is an all-in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and more)…
Lightweight Python server for quantitative trading using XTQuant API, enabling real-time stock market interactions and AI-driven financial analysis strategies.
Bridges AI systems with fal.ai's machine learning models and services, enabling image generation, media processing, and specialized AI capabilities through…
MCP server for OpenRouter — chat with 300+ LLMs (Claude, Gemini, GPT), analyze images / audio / video, generate images / speech / music / video (Veo 3.1, Sora…
Provides a unified API for accessing multiple search engines including Brave Search, Metaso, and Bocha, handling authentication, rate limiting, and response…
Extracts public API documentation from a library and outputs it in an LLM-friendly format.
MCP server for Xcode that wraps its AppleScript interface & uses XCLogParser to return clear build results
Real-time Amazon data API built for AI agents. 200M+ products, 1B+ reviews, live BSR, pricing, and competitor data as clean JSON. 10 agent skills for market…
# MCP SSH Server A powerful SSH server implementation for Model Context Protocol (MCP). This server enables secure remote command execution and file operations…
A complete walkthrough on how to build an MCP server to serve a trained Random Forest model and integrate it with Bee Framework for ReAct interactivity.
MCP Auth Python SDK is a Python library that implements OAuth 2.1 and related RFCs for MCP (Model Context Protocol) servers, allowing developers to connect to…
Enhances JSON Resumes with GitHub project information by analyzing codebases, fetching existing resumes, and intelligently updating profiles with relevant…
Integrates Jira's project management capabilities with AI systems to automate tasks, track progress, and streamline development workflows.
A Model Context Protocol server for Mailgun that gives AI agents a practical, workflow-oriented interface to send email, diagnose deliverability, and manage…
Orchestration tool for managing multiple MCP servers with a Docker Compose-style interface and a unified HTTP proxy.
Provides secure remote control of macOS machines through VNC protocol, enabling screenshot capture and desktop interaction with mouse and keyboard inputs for…
Enables remote automation of Windows systems for controlling mouse, keyboard, and screen capture via nut.js.
Integrates with Google Search Console API to provide website search performance analytics, indexing status monitoring, and sitemap management for SEO…