AI & ML

A Model Context Protocol server framework featuring dynamic tool loading and automatic tool discovery from a dedicated directory. It leverages FastMCP to provide a robust environment for building, configuring, and testing individual Python-based tools.

Enables restaurant reservation management and schedule checking through Supabase with multi-tenant support. Designed for WhatsApp and phone agents to verify opening hours, create reservations with automatic table assignment, and handle multiple restaurants from a single server.

A semantic proxy that reduces AI agent token usage by exposing only three core tools and using local vector embeddings to search for and execute hundreds of underlying MCP tools. It streamlines communication between agents and MCP Routers by identifying relevant tools through natural language queries.

Provides access to multiple AI models (Grok, Gemini 2.5 Pro, Kimi, Qwen3 Coder, GLM-4.5) through OpenRouter, enabling users to query different specialized models for reasoning, coding, translation, and general tasks with automatic fallback to free variants.

An educational platform and MCP server providing tools for discrete mathematics, including logic calculations, number theory exploration, and cryptographic algorithm visualizations.

A financial data MCP server that securely connects to Plaid's API to synchronize bank transaction history and retrieve real-time account balances.

An MCP server designed to retrieve DevOps skills, code standards, and SAP Fiori documentation templates from a GitHub repository. It allows users to list available resources and fetch specific best practices to integrate directly into their development workflow.

* This is a powerful global hotel intelligent recommendation and booking tool, providing users with worldwide hotel information services to meet various accommodation needs and offer optimal price discounts for booking. The system supports precise searches through multiple target location types such

A Model Context Protocol server for Firebird SQL databases, providing LLMs with capabilities for SQL execution, schema analysis, and database management.

Enables LLM agents to interact with Twitter (X) for searching tweets, posting content with images, analyzing engagement, and extracting topics using the Twitter API.

"Universal API gateway for AI agents. 100+ real-time data APIs (weather, crypto, news, geo, text) with x402 pay-per-call billing"

An AI-powered job recommender built on the Model Context Protocol that provides personalized career suggestions through resume and skills matching. It utilizes LLMs and external tool integrations to help users find relevant job openings based on their professional profile.

A Model Context Protocol server that enables AI models to orchestrate Docker containers, images, networks, and volumes via the Portainer API.

A Model Context Protocol server that enables AI assistants to securely fetch and extract readable text content from web pages through a standardized interface.

An MCP server designed for sending automated institutional emails via Gmail SMTP, specifically tailored for FGJ Multimedios with automatic management signatures.

A Cloudflare Workers-based MCP server that allows AI assistants to perform web automation using Playwright, including navigation, element interaction, and visual capture.

A robust CockroachDB interface for AI assistants that enables natural language database management, complex schema discovery, and secure CRUD operations with built-in transaction support.

A comprehensive MCP server for dynamically generating and validating software development diagrams—including architecture, sequence, and database ER diagrams—using Mermaid syntax.

Enables searching the Wake County Public Library catalog and all NC Cardinal libraries, returning book details including title, author, format, availability status, and direct catalog links.

Enables LLMs to retrieve, analyze, and visualize stock prices and financial report data for quantitative trading research and investment analysis. Provides real-time and historical stock data, financial statement analysis, key metric calculations, and trading signal visualization.

Converts entire codebases into a single, AI-optimized Markdown document featuring directory trees and syntax highlighting. It provides AI assistants with full project context for code reviews, documentation, and refactoring within the MCP ecosystem.

Enables comprehensive Gmail management with 17 tools for searching, sending, and organizing emails, managing labels, threads, drafts, and attachments through the Gmail API.

SQLite-backed memory storage for MCP agents with optional semantic search via OpenAI embeddings, enabling agents to remember, recall, and manage contextual information across sessions.

Provides AI-powered medical image analysis tools for LLM agents, enabling tasks such as X-ray classification, interactive segmentation, and visual question answering. It supports multi-step diagnostic reasoning and clinical workflows through a suite of specialized medical AI models.

A documentation system that automatically creates hierarchical markdown files and Mermaid diagrams at every directory level, enabling AI-driven navigation and real-time architectural tracing of codebases.

ssh mcp to automate my daily devops related tasks that goes beyond simply executing commands

Enables AI assistants to interact with Microsoft SQL Server databases through query execution, schema discovery, CRUD operations, stored procedures, and data export with built-in safety controls.

Enables AI-powered web data extraction and research through Firecrawl's Agent API. Autonomously searches, navigates, and scrapes websites to gather structured data without requiring specific URLs.

Enables AI assistants to interact with Jira by executing commands through the Atlassian CLI. It supports searching issues with JQL, managing comments, updating statuses, and handling issue assignments through natural language.

Provides voice notifications using Grok's text-to-speech API to alert users when Claude Code completes tasks, with support for both local and remote server configurations.