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Manages agent certification by tracking trust scores, capabilities, and test results via a PostgreSQL database. It allows users to verify agent skills, report test outcomes, and automatically certify agents based on performance thresholds.
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An extensible MCP server that integrates Odoo with LLMs to enable querying and managing business data like partners, quotations, and sales orders. It supports custom tool registration and multiple transport protocols for both local and remote communication.
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A Python MCP Server for Paper Analytical Devices (PAD)
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A multimodal mcp server
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A proof-of-concept MCP server demonstrating various capabilities including mathematical calculations, URL fetching, system information retrieval, data processing, and file operations.
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Open Source MCP Servers for Scientific Research
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Tutorial on MCP Servers - Personalized Finance Assistant
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An MCP server that provides real-time AIS positions from the Saillogger network into AI applications
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Provides weather alerts for US states and geographic forecasts by leveraging the National Weather Service (NWS) API. It is built with Node.js and TypeScript, featuring a layered architecture and Zod-based input validation.
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A collection of two MCP servers that enable querying One Piece anime characters and geolocating public IP addresses.
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A production-ready TypeScript template for building MCP servers with dual transport support (stdio/HTTP), OAuth 2.1 foundations, SQLite caching, observability, and security features including PII sanitization and rate limiting.
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Model Context Protocol server help you access ufile.ca for income tax returns
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A TypeScript implementation of a Model Context Protocol server that enables real-time communication with LLM clients using Server-Sent Events (SSE) for transport and Bearer Token authentication for security.
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The security runtime for MCP servers. Every tool call inspected. Every attack blocked. Every decision logged.
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MC
An MCP-based web shop server that enables users to authenticate and order t-shirts through MCP tools. Features secure authentication with WorkOS AuthKit and admin functionality for viewing order details.
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Enables AI models to find the best online deals by browsing and interacting with multiple shopping platforms like Amazon and eBay across various regions. It uses Playwright to automate searches and retrieve product information from compatible e-commerce and deal-tracking websites.
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A simple Python client to interact with the arXiv MCP server.
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MCP server that extracts text content from webpages, YouTube videos, and PDFs for LLMs to use.
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HTTP bridge that exposes MCP tools via POST endpoint, enabling remote LLMs to access local functionality with bearer authentication.
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A Node.js + TypeScript-based MCP server that lets you control a smart bulb inside your room—turn it on/off, change brightness, and adjust color dynamically over the local network or cloud integration.