MCP Servers

KeyProbe-MCP is an open-source Model Context Protocol (MCP) server that enables AI agents to audit security certificates and keystores for risks. It is designed for developers and DevOps engineers who want to use natural language to surface expiry dates, weak algorithms, and misconfigurations across various cryptographic file formats.

BowenXU0126-aistudio_hw3 is a lightweight Model Context Protocol (MCP) server designed to provide AI agents with the ability to generate personalized greetings. Built as a functional demonstration, it allows users to compose friendly salutations with an optional 'pirate flair' for thematic variety.

WebSim Explorer is an open-source Model Context Protocol (MCP) server designed to search, filter, and analyze the vast ecosystem of AI-generated simulations on WebSim.ai. It is a specialized utility for developers and power users who want to programmatically discover trending projects, track influential creators, and curate digital assets. Its key differentiator is the ability to integrate WebSim’s database directly into AI environments like Claude Desktop for real-time research.

Macrostrat-MCP is a specialized Model Context Protocol server that connects AI models to the vast Macrostrat geological database, enabling natural language queries about bedrock and stratigraphy. It is designed for geoscientists and developers who need to integrate high-fidelity geological context into AI-driven research workflows. Its primary differentiator is the ability to bridge complex, coordinate-based earth science data with conversational AI agents.

Agent-Native Banking for AI-First Companies

Lovie is an AI/agent-native banking and financial operations platform with MCP tools for automated finance (bill pay, payroll, cards) and company formation. It targets AI-first startups and founders who want plain-English policies executed by agents. Key differentiator is its MCP-native design that lets AI agents directly control banking and compliance workflows.

Clinical Trials Data is an open-source Model Context Protocol (MCP) server that provides AI agents with structured, real-time access to the ClinicalTrials.gov database. It is designed for medical researchers and AI developers who need to perform complex searches, statistical analyses, and trial matching directly within LLM environments like Claude Desktop. Its key differentiator is its specialized set of tools for trend analysis and batched data retrieval, which significantly reduces the manual effort required for clinical data extraction.

mcpcap is a specialized Model Context Protocol (MCP) server that enables AI assistants to directly read and analyze network packet capture (PCAP) files. Designed for network engineers and security analysts, it acts as a translator that converts complex binary network data into structured JSON that LLMs like Claude can interpret for troubleshooting and forensics.

MCP Analytics is a specialized Model Context Protocol (MCP) server that connects real-time e-commerce and financial data from platforms like Shopify and Stripe directly to Claude and Cursor. It is designed for data-driven merchants and developers who want to perform complex forecasting and statistical analysis using natural language without manual CSV exports.

BiliStalkerMCP is an open-source Model Context Protocol (MCP) server that enables AI agents to directly access and analyze Bilibili's ecosystem, including video subtitles, articles, and user dynamics. It is designed for developers and researchers who need to integrate real-time data from China's premier video platform into LLM workflows like Claude Desktop.