"Kit" matching MCP servers:

A production-ready foundation for building secure, observable MCP servers with built-in authentication, rate limiting, and reference tools like database-query and semantic-search.

Enables AI assistants to query company logs, databases, caches, and config centers (e.g., Aliyun SLS, MySQL, Redis, Nacos) through local MCP servers, with read-only enforcement and SSH tunneling for production access.

Provides database schema management, query execution, and schema introspection through Drizzle ORM and drizzle-kit CLI tools, supporting SQLite and PostgreSQL.

Provides read-only query tools for PDCA dealer data (stores, sell-in/out, five-kit, meetings, targets) from production PostgreSQL for AI assistants, supporting stdio and authenticated HTTP transports.

Provides AI agents read-only access to the Autotask Report Data Warehouse for cross-client reporting on finance, contracts, projects, time, and tickets through schema exploration and SQL queries.

SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive).

An MCP server that enables LLMs to interact with IT Glue documentation, including organizations, configurations, passwords, and flexible assets. It provides tools for listing, creating, and updating managed service provider (MSP) data through the IT Glue API.

Provides flexible access to Oracle databases for AI assistants like Claude, supporting SQL queries across multiple schemas with comprehensive database introspection capabilities.

An open-source MCP server for PostgreSQL that provides database health analysis, index tuning, query plan optimization, and safe SQL execution, suitable for both development and production environments.

Enables provisioning and managing PostgreSQL databases, running SQL queries, and evolving schemas with tracked migrations, with automatic account creation and no configuration needed.

Enables AI assistants to perform comprehensive Snowflake database operations including DDL, DML, and warehouse management. It allows users to query data, manage database objects, and configure permissions using natural language commands.

Enables LLM clients to analyze and interact with Power BI (.pbix) files, providing access to data models, DAX measures, Power Query code, table relationships, and data contents through natural language.

A tool that lets users access Prometheus metrics data through a Model Context Protocol server, supporting authentication options for secure data retrieval.

A read-only MCP server for querying parking management systems using natural language and secure SQL. It enables searching for parking locations, retrieving billing configurations, and understanding database schemas through business context tools.

Enables querying and searching the MCP Hub database to discover MCP servers, view server details, find top servers by popularity or recency, and identify top contributors.

Enables PostgreSQL querying and schema retrieval, NLP/LLM intent classification and SQL generation, tool-intent resolution, and file listing through MCP tools.

Enables AI assistants to manage Snipe-IT inventory systems through comprehensive asset and consumable operations. Supports creating, updating, tracking, and managing IT assets, consumables, maintenance records, file attachments, and generating labels.

Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over 80 tools for interacting with workspace services like SQL warehouses, Unity Catalog, and AI/BI dashboards. It enables users to manage and query Databricks resources via natural language in the AI Playground using a Streamable HTTP transport.

This MCP server provides a read-only tool to find products without entitlement records using deterministic mock data, supporting publisher filtering and result limits. It is a pilot scaffold for Open iT and ServiceNow SAM Pro integration.

Enables Claude to search and analyze Korean academic papers using the Korea Citation Index (KCI) Open API. Supports paper search, detailed metadata retrieval, reference analysis, author and keyword searches, and citation index queries.