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Cookiecutter template for creating Python-based MCP servers.

Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.

A nocobase mcp server

The Atla MCP Server provides a standardized interface for LLMs to interact with the Atla API for state-of-the-art LLMJ evaluation.

MCP server that uses arxiv-to-prompt to fetch and process arXiv LaTeX sources for precise interpretation of mathematical expressions in scientific papers.

Search Polish public tenders (BZP + TED) — 800k+ tenders, profiles, statistics, glossary.

Turn the AI you already use into a game studio. Describe a game and Claude or Cursor builds it as a real 3D browser game: playable immediately, hosted on its own link, shareable with anyone. No engine, no build step, no code knowledge, nothing to export. Your AI ships the whole thing: it pulls free 3D assets, rigs characters, and playtests its own build until the game works. Free to start.

Remote MCP connector providing live, structured access to CMU Courses public data including courses, prerequisites, schedules, instructors, gen-eds, and final-exam times to help students plan schedules.

Enables control of Open Brush 3D painting software through natural language commands, allowing LLMs to create drawings, manipulate brushes, import 3D models, manage colors, layers, and camera settings via the Open Brush HTTP API.

This MCP server implementation provides browser automation capabilities through a simple API. It utilizes FastMCP for creating the API server, browser-use for browser automation, and OpenAI's GPT models to interpret natural language commands. The server enables executing browser tasks using plain language instructions, making it useful for scenarios requiring automated web interactions without complex coding.

Unofficial MCP server for Meta's Threads API. Enables LLMs like Claude to publish posts, manage replies, and track insights through the Model Context Protocol.

US sales tax for AI agents: rates, economic nexus, taxability, filing. Citation-backed.

Built by netflyapp, this server provides complete API integration with the FluentCRM WordPress email marketing plugin. It offers over 30 specialized tools covering all major FluentCRM operations including subscriber CRUD, tag/list assignments, email template management, automation funnels, custom fields, and reporting. The implementation features Basic Auth authentication, error handling, and Smart Links support with graceful fallbacks for unavailable endpoints. It includes helper methods for shortcode generation and data validation, making it useful for building email marketing assistants, automated customer segmentation workflows, and integrated CRM management tools.

Integrates Google's Gemini API with MCP-compatible clients for chat, real-time web search, knowledge queries, code/text analysis, and content generation.

MITRE Common Weakness Enumeration (CWE) API

This MCP server provides comprehensive vector database operations through the Milvus API, enabling AI assistants to create collections with custom schemas, insert and query vector data, perform similarity searches, and manage database operations programmatically. Built by TaiLabs using Go with session management and middleware support, it offers 17 specialized tools including collection creation with flexible field definitions, vector similarity search with configurable metrics, data insertion with automatic type conversion, index management for performance optimization, and database administration capabilities. The implementation features robust session handling with automatic cleanup, type-safe data transformation between JSON and Milvus formats, authentication middleware, and detailed logging with performance monitoring, making it valuable for AI applications requiring vector storage and retrieval, semantic search implementations, recommendation systems, and building AI assistants that need programmatic access to Milvus vector databases without manual cluster management.

An MCP server that provides tools for retrieving ASCII and Unicode art from a local database, including search, random selection, and category listing.

Flood, wildfire, earthquake, and coastal-storm hazard lookup for a US property.

A small, unofficial, local MCP stdio service that provides a request_choice tool to standardize user choices with stable IDs and clearly distinguish accept, decline, and cancel.

Enables Polish public holiday lookups and business-day arithmetic (e.g., adding business days, counting business days) using the Nager.Date API, defaulting to Poland but supporting 110+ countries.