AI & ML

MCP (Model Context Protocol) Server. Provides a bridge to the AtherOS knowledge base, enabling semantic document searches through a document-search endpoint with configurable retrieval options.

A proof-of-concept implementation that enables Amazon Bedrock AgentCore to interact with AWS Lambda functions and REST APIs through the Model Context Protocol. It provides a gateway for protocol translation and supports direct server implementation using the FastMCP framework.

An MCP server that enables interaction with Jira to fetch issues by key and perform JQL searches. It provides a foundation for integrating multiple work systems, with planned support for Slack and GitHub.

A specialized MCP server for managing home bar inventory via Bar Assistant, allowing users to track ingredients, discover possible cocktail recipes, and manage recipe databases.

Allows agents to get the current location of the user based on their IP Address or to fetch the location of any IP Address.

Enables AI assistants to interact with Ubiquiti UniFi network infrastructure for monitoring devices, managing clients, and performing configuration tasks like blocking/unblocking devices and viewing network health.

Enables AI assistants like Claude to interact with Databricks workspaces through custom prompts and tools, with secure OAuth authentication for managing clusters, executing SQL queries, and accessing workspace resources.

Enables AI agents to interact with VnExpress news content through RSS feeds, advanced search with filters, and clean article text extraction for Vietnamese news consumption.

Model Context Protocol (MCP) server for Hostex API - Enables AI assistants to manage vacation rental properties

General purpose constrained optimization MCP server

Enables searching and browsing Qiita articles, including filtering by tags and users, retrieving comments, and accessing bookmarked articles. Supports both public Qiita and private Qiita Team instances.

Provides AI assistants with access to sales data tools, including fetching quarterly sales information, listing available quarters, and generating sales analysis prompts for business insights.

A Python-based MCP server that indexes and searches local file systems for filenames, providing results via HTTP in JSON format for tools like Cline.

MCP (Model Context Protocol) Server. Connects AI systems to Grafana monitoring dashboards, enabling access to visualization data, dashboards, folders, and datasources for enhanced monitoring workflows and infrastructure troubleshooting.

MCP server for managing Claude Code conversation sessions

Enables LLMs to analyze music (genre, mood, tempo, key), separate audio stems, detect AI-generated music, and measure loudness using IRCAM Amplify's audio processing APIs.

Archived monolithic MCP server that provided 28 tools for Microsoft 365 (email, calendar, Teams, users, files), Italian PEC certified email, booking, and document management. Replaced by 8 atomic MCP servers.

Provides comprehensive financial research tools including A-share stock analysis, web scraping, entity extraction, and multi-source search capabilities for building intelligent financial research agents.

Enables LLMs to perform web searches through Perplexica with multiple focus modes (web, academic, YouTube, Reddit) and optimization settings, returning AI-generated responses with source citations.

Connects AI assistants to GitLab projects, enabling users to query merge requests, review discussions, view test results and pipelines, search by branch, and respond to comments through natural language commands.

Enables AI assistants to access and control network cameras to capture images and perform analysis including brightness detection, color distribution, and edge detection.

MCP (Model Context Protocol) Server. Provides a resource-based interface for accessing and utilizing UI components from the AppointySaastak library, serving login interface templates with associated HTML, CSS, and JavaScript files for streamlined development workflows.

Enables control of Open Brush 3D painting software through natural language commands, allowing LLMs to create drawings, manipulate brushes, import 3D models, manage colors, layers, and camera settings via the Open Brush HTTP API.

Enables AI assistants to generate high-quality images using Google's Gemini and Imagen models with support for multiple aspect ratios, dynamic model selection, and direct file saving capabilities.

Enables AI agents to deploy and manage applications on Coolify through structured tools, supporting project management, app lifecycle control, pre-configured templates, and deployment monitoring with built-in safety guardrails.

Enables AI assistants to retrieve filtered and grouped fitness activities and wellness metrics from Intervals.icu to provide structured summaries of workouts and physical health.

MCP server for bulk Spotify operations with confidence-scored song matching, batch playlist creation, and library exports. Features human-in-the-loop review for uncertain matches.

Autonomous TDD coding agent that converts specifications into feature lists and implements them using test-driven development with pause/resume capabilities, live progress monitoring, and automatic git commits.

Connects WHOOP fitness data to Claude Desktop, enabling natural language queries about workouts, recovery, sleep patterns, and physiological cycles with secure OAuth authentication and local data storage.

AI-powered WordPress management that enables creating and editing posts, pages, media, plugins, themes, and Gutenberg blocks through natural language with safe-by-default writes and full rollback support.