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A template for deploying MCP servers on Vercel with example tools for rolling dice and fetching weather data. Provides a starting point for building custom MCP servers with TypeScript.

GenPark AI Agent Skill - Sentence-level fact grounding and hallucination verification engine comparing LLM claims against retrieved source evidence.

The portal for aimcp

Honeypot detection from TCP timing samples. Statistical fingerprinting to distinguish real services from emulators like Cowrie and Dionaea.

MCP-Mem0 is a server implementation that integrates Mem0's long-term memory capabilities with AI agents through the Model Context Protocol. Developed by Cole Medin, it provides three essential memory management tools: storing information with semantic indexing, retrieving all stored memories, and finding relevant memories using semantic search. The server supports multiple LLM providers (OpenAI, OpenRouter, Ollama) and uses PostgreSQL for vector storage, making it particularly valuable for applications requiring persistent memory across conversations, such as personal assistants, knowledge management systems, or any AI agent that needs to recall past interactions and information.

YouTube outlier research on your own free Data API key. It ranks a channel's uploads by their multiple against that channel's own baseline, with Shorts and long-form scored separately, compares several channels at once, and expands a niche from a seed channel.

MCP server for integrating with Productboard to manage customer feedback, fetch notes, search and create features, and link notes to features.

Java-based MCP server implementation that provides secure database operations for IBM Informix databases through a configurable architecture supporting both read-only and full SQL operations. Built with production-ready features including comprehensive logging, Docker containerization, connection pooling, and a modular configuration system that supports environment variable overrides and property files. The server implements standard MCP tools for SQL querying and schema introspection, with built-in security measures like SQL injection detection and configurable readonly modes, making it suitable for enterprise environments where controlled database access is needed for AI assistants and automated workflows.

This MCP server integrates with Google Maps to locate and evaluate medical facilities in emergency situations. Developed by AMOCA Corp., it provides tools for searching medical facilities, calculating routes, and checking availability within a 10km radius. The server implements sequential thinking for medical evaluation, enabling step-by-step clinical reasoning for more accurate facility matching based on patient symptoms and medical history. It's designed for use cases requiring urgent healthcare decision-making and real-time medical facility information retrieval.

This AppleScript MCP framework, developed by Josh Rutkowski, enables seamless integration of AppleScript capabilities with the Model Context Protocol. It leverages TypeScript and the MCP SDK to provide a robust interface for interacting with macOS applications and system functions through natural language. The implementation is designed for developers looking to incorporate AI-driven automation and control of macOS environments, making it particularly useful for creating intelligent assistants, workflow automation tools, or AI-enhanced macOS applications. Its focus on AppleScript integration sets it apart by offering unique access to macOS-specific functionality within the MCP ecosystem.

Enables querying and interacting with 1C:Enterprise databases via COM connection without modifying the database.

Connects to Blacksmith CI to provide tools for listing and inspecting workflow runs, jobs, and logs. Includes test analytics capabilities such as detecting flaky tests, comparing test failures between runs, tracking test history, and analyzing failure patterns. Also provides usage and billing tools for monitoring core usage, cache statistics, and invoice amounts. Authenticates via session cookie with automatic extraction from Chrome.

MCP server for strings: text analyzer (word count/reading level), transformer (extract emails/URLs, mask data), diff, template engine, slug generator Install: npx @rog0x/mcp-string-tools

MCP server for pi that provides free web search, web fetch, advanced search, and scholarly paper search via hosted Exa and Parallel services without requiring an API key.

Enables searching for jobs with filtering by keywords, excluded keywords, remote preference, and time range.

Interfaces with the npm registry to search packages by keyword, retrieve detailed package information including version history and dependencies, compare two packages side by side, and view download statistics. Provides six tools covering package search, info lookup, download counts, version listing, package comparison, and dependency inspection. Requires no API keys or configuration.

Photon MCP — OSM geocoder

This MCP server provides an interface to the Chinese Railway (12306) system, allowing Claude to query train schedules, ticket availability, and related information. Built with Node.js and the Model Context Protocol SDK, it leverages the moment.js library for date handling and zod for input validation. The implementation exposes railway data through a structured API that can be integrated into conversations, making it useful for travel planning, itinerary creation, and transportation logistics within China without requiring users to navigate the official railway website.

Enables AI assistants to look up any Pine Script function, search TradingView documentation, and find code examples in real time.

Gmail MCP server — send, read, and search email. By Strider Labs.