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Cyclops MCP server provides AI assistants with safe Kubernetes application management through high-level abstractions, enabling creation and updates of applications using validated templates rather than direct manipulation of low-level Kubernetes resources. Built in Go using the cyclops-ui/cyclops framework, the implementation offers tools for managing Cyclops Modules (template-based application definitions), Template Stores (collections of Helm/Git/OCI templates), and retrieving JSON schemas for template validation, with comprehensive CRUD operations including module creation, updates, resource listing, and manifest generation. The server validates all module configurations against template schemas before deployment and integrates with Kubernetes through the Cyclops controller, serving DevOps teams who want to give AI agents controlled access to application deployment without risking direct cluster manipulation, and organizations seeking to abstract Kubernetes complexity from both developers and AI systems while maintaining production safety through template-driven workflows.

Redshift Query bridges AI assistants with Amazon Redshift data warehouses, allowing natural-language questions to be translated into read-only SQL queries executed via the Redshift Data API. It provides four tools for running queries, listing tables, describing schemas, and analyzing execution plans, with built-in row limits and timeout protection.

Community integration for the Mint Club V2 bonding curve token platform on Base blockchain. Provides tools for buying, selling, swapping, and creating tokens through AI agents.

Enables comprehensive control and automation of Yandex Browser, including tab management, content extraction, and console log monitoring. It supports element interaction, form filling, and JavaScript execution through the Model Context Protocol.

Enables sending emails through Gmail using your Gmail credentials. Provides a simple send_email tool that accepts recipient, subject, and plain text body parameters.

Provides tools to list, create, power on/off, and delete VMs on vCenter or ESXi hosts using natural language.

Enables AI agents to access Walmart product data including lookups, price history, offers, seller profiles, reviews, and sales stats via tools callable in MCP-compatible clients like Claude Desktop and Cursor.

MCP server that checks AI-generated CSS against design tokens, flagging off-brand values and suggesting the closest matching tokens for colors, spacing, radii, and typography.

Responsible & ESG investment portfolio analyzer (Portfolio Lab style)

Control smart home devices via Home Assistant API.

A Python package that enables LLM models to interact with Memos server through the Model Context Protocol interface, allowing search, creation, retrieval, and management of memos.

Parses USD/USDZ/USDA files into structured JSON for AI agents, enabling scene graph hierarchy, material shader graphs, spatial positions, and entity relationship analysis via CLI and MCP tools.

Provides a bridge to the traQ chat platform, enabling AI assistants to interact with traQ's messaging ecosystem through a set of standardized MCP tools. Supports retrieving information about channels, messages, users, stamps, and pins with flexible search and filtering capabilities. Built using Deno and the Model Context Protocol SDK, this implementation offers a clean, type-safe interface for querying traQ's API resources.

Enables AI to monitor and analyze local system processes through custom tools. Provides real-time access to process information including CPU usage, memory consumption, process counts, and process searching capabilities.

Neo4j MCP server — free cloud Neo4j graph database with Cypher for Claude, ChatGPT and AI agents

Decionis MCP policy tools and native Claude Code, Codex, and Copilot execution hooks — evaluate agent actions against DECIONIS_POLICY.md before they run. npx -y --package=@decionis/mcp decionis-mcp

A sub-regional MCP server for the DPYC tollbooth ecosystem, providing authority certification and audit trails for New England operators, with tools inherited from the tollbooth-dpyc shared SDK.

Unit quaternion 3D orientation engine with Hamiltonian multiplication, vector rotation, and SLERP interpolation.