"STARZ" matching MCP servers:

Automatically generates borehole structure diagrams from well data, supporting multiple well types and returning simplified image paths to reduce token usage.

Enables coding agents to discover unsolved Codeforces practice problems, analyze tag performance, and inspect submissions, profiles, rating history, and upcoming contests through MCP-compatible clients.

An MCP server that enables AI agents to fetch real-time cryptocurrency prices and market data using the CoinGecko API.

An MCP server that searches the fearnation.club news archive at item-level granularity, supporting full-text search, post retrieval, recent listing, and catalogue discovery with cross-script search and incremental updates.

A local MCP server that lets Claude Code operate the PolyU eStudent portal to check grades, timetable, exams, search subjects, and manage course registration through natural language.

A real security scanning MCP server for medical information systems, supporting port scanning, vulnerability detection, medical system identification, and compliance report generation.

Enables read-only access to Kingdee Cloud Star financial data, invoice tax calculation, and generation of reimbursement draft payloads through MCP tools.

Enables web search through DuckDuckGo and webpage content fetching with intelligent text extraction. Features built-in rate limiting and LLM-optimized result formatting for seamless integration with language models.

Provides a bundle of marketing data APIs as MCP tools, including contact extraction, Google Maps reviews, SEO audits, and more. Enables AI agents to access these services with Solana USDC payment support.

Enables interaction with the Boss直聘 recruitment platform to search for jobs and send automated greetings to recruiters. It features automatic QR code login and security verification using Playwright for seamless session management.

Website Intelligence MCP Server exposes 10 tools for web scraping and analysis, enabling AI agents to convert URLs to Markdown, extract metadata, detect technologies, find contacts, and perform SEO checks. It wraps a REST API and supports optional API keys.

20-tool MCP server - production web-intelligence API gateway exposing 10 Website Intelligence + 7 Marketing APIs as 20 MCP tools over Streamable HTTP + stdio, with pay-per-call Solana USDC payments. 20 tools: URL-to-Markdown, metadata, technology detection, contact extraction, SEO audit, SSL, DNS, sitemaps, robots.txt, Google Maps reviews, AI company/website summaries, citation checking Cloud-host

A tool that helps users easily register Anthropic's Model Context Protocol in Claude Desktop and Cursor, providing ready-made MCP tools for RAG, web search, and Dify integrations.

PyPI-launched MCP server that exposes a living project model and outcome telemetry as read-only resources for MCP-aware clients.

Deploys a remote MCP server to Google Cloud with authentication, enabling tool invocation via FastMCP and local testing with uv.

Persistent, auditable memory for AI agents. Hybrid BM25 + vector recall with 18 MCP tools, adaptive block metadata (A-MEM), intent-aware routing, contradiction detection, and governance workflows. Zero external dependencies. Drop-in memory for Claude Code and any MCP-compatible agent.

A modular RAG framework exposing MCP tools for hybrid document search, enabling AI assistants to query private knowledge bases with multimodal support and full observability.

Enables AI agents to analyze, audit, deduplicate, and organize Google Drive content through MCP, including storage checks, exact and semantic duplicate management, empty folder cleanup, archiving, and sync health monitoring.

Enables safe, AI-driven CATIA V5 modeling through 36 guarded tools for creating and inspecting parametric CATParts, including sketch, part design, GSD/surface, and transaction operations, while preventing mutation of existing documents.

Enables running Monte Carlo simulations, safety constraint evaluation, and optimization from JSON domain configs. Provides AI agents with a tool to simulate uncertain futures and obtain structured results.