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A Python framework for building MCP servers, clients, and apps to connect LLMs to tools and data.

Multi-agent shared data layer and vector index (AnySearch style)

Production-ready Python MCP server template with FastMCP, structured logging, observability, and easy tool registration — a starter project for building your own Model Context Protocol servers.

Cannabis regulatory intelligence for AI agents — this MCP server gives your Claude, GPT, or custom AI agent live access to cannabis compliance data across all 50 US states.

Transforms Claude into a GSAP animation expert with AI-powered natural language animation creation, complete API coverage, and production-ready patterns for all GSAP features and plugins.

Validates EU VAT IDs using VIES and Germany's BZSt with automatic failover and legally binding qualified confirmations per §18e UStG, ensuring reliability even when VIES is down.

Personal MCP server that gives AI assistants full access to fal.ai's 1,000+ models via local API key, with tools for searching, running, and managing AI jobs.

A Cloudflare Workers-based Model Context Protocol server that can be deployed without authentication requirements, allowing users to create custom AI tools accessible from Cloudflare AI Playground or Claude Desktop.

Hosted MCP server for InvoiceBloom: create, send and track invoices from Claude, Cursor or any MCP client

A server that helps people access and query data in databases using the Query Runner with integration of the Model Context Protocol (MCP) Python SDK. Support databases including PostgreSQL Redshift MySQL Microsoft SQL Server Google APIs Amazon Web Services (via boto3) CockroachDB SQLite

Read-only Redis MCP server with a configurable command allowlist for safe production diagnostics, enabling exact read-only subcommands like CLIENT LIST and SLOWLOG GET.

This MCP server enables AI assistants to access Windows screenshots from WSL2 environments by automatically detecting common screenshot directories and providing three specialized tools for listing recent screenshots with metadata, retrieving specific screenshot paths or base64 content, and showing configured directories. Built by rubinsh using TypeScript with the Model Context Protocol SDK, it features smart directory detection for OneDrive and custom paths, environment variable configuration for Windows username and custom directories, semicolon-separated multiple directory support, and file pattern filtering for common image formats. The implementation eliminates manual file path navigation by providing programmatic access to Windows screenshot locations from within WSL2, making it valuable for AI workflows that need to analyze or reference screenshots without requiring users to manually locate and specify file paths.

Photo-to-reel MCP for solo founders and SMBs. Upload 1–10 photos and get a captioned vertical reel for Instagram, TikTok, YouTube Shorts, or Facebook — with motion, library-matched music, and optional AI voiceover.

This MCP server, developed by Jina AI, integrates with Jina's AI services to provide seamless access to advanced language models and multimodal AI capabilities. Built with TypeScript and leveraging the Model Context Protocol SDK, it offers a standardized interface for interacting with Jina's AI ecosystem. The implementation focuses on efficient handling of AI requests and responses, making it ideal for developers building applications that require natural language processing, image analysis, or other AI-powered features. Its modular design allows for easy extension and customization, catering to a wide range of AI-driven use cases from chatbots to content generation systems.

Provides access to Typst documentation, enabling users to search, browse, and read documentation for the Typst typesetting system through natural language queries.

MCP server for foldkit that exposes 10 tools and 4 resources for 7-prime spine, κ-bands, and fold operations, enabling interaction with foldkit via natural language in any MCP client.

Dead man's switch for cron jobs and webhooks: your job pings a URL, silence beyond the interval becomes an alert by e-mail or webhook. Ten monitors free, API and remote MCP server.

AI form builder for React — generate production-ready forms from a screenshot, PDF, HTML, or text prompt. Claude Skill / Cursor Rule / Windsurf Rule. MIT, built on FormEngine Core.

An advanced MCP server that enables Claude Desktop to act as an autonomous Oracle Database Administrator and Data Analyst with agentic schema discovery and self-healing queries.

GenPark AI Skill - Compile image Alt-text and SEO search tags from features