Best Ql AI Skills & MCP Servers

Model Context Protocol (MCP) server for SQLite database operations

CodeAtlas MCP server — 40 tools + 8 resources that expose live codebase architecture (routes, sequences, diffs, impact analysis, architecture violations, read-only SQL access) and AI-driven code review (per-entry-point review, evidence-gated findings, cus

Universal MCP server for readonly-first Oracle, Microsoft SQL Server, and MongoDB access.

Complete MCP suite for Java backend developers — database analysis, JVM diagnostics, migration risk, Spring Boot actuator analysis, and Redis diagnostics

Native Node.js/TypeScript implementation of DuckDB MCP extension

Shared core library for MSSQL MCP servers - tools, config, routing, and server harness

Model Context Protocol (MCP) server for Microsoft SQL Server - enterprise-ready schema discovery, profiling, and safe data operations

MySQL MCP Server - Simple Model Context Protocol server for MySQL database operations

SQLite MCP server

🐉 Wyrm — the memory layer that makes AI assistants remember, learn from failures, execute long-running goals, and federate across every session. MCP server with 126 tools across persistent memory, counter-pattern blocking, OODA agent loop, knowledge grap

MCP-first SKILL.md routing for AI agents: local embeddings, SQLite sessions and telemetry, optional LLM rerank paths, regex route policies and project overlays, companion conversation preset, parity CLI.

MySQL MCP server for executing SELECT queries

A Model Context Protocol server providing tools for HTTP requests, GraphQL queries, WebSocket connections, and browser automation

A Model Context Protocol server for PostgreSQL database operations

MCP server: search + execute OpenAPI/Discovery APIs (internal GraphQL projection), optional native GraphQL HTTP and gRPC unary sources

HSA - Hierarchical Semantic Analysis MCP Server for AI Code Agents. Token-optimized context engine with BM25+ search, Merkle tree change detection, 84+ built-in library docs, persistent memory, and real-time dashboard.

BLACK_WALL MCP server — a pre-action risk check your AI agent calls before any irreversible action (send email, move money, run SQL, delete data).

Visual network topology editor with AI-agent MCP integration plus a cross-platform URL handler agent. Click any SSH / Postgres / Redis port on a node in NetMap (or any ssh:// / postgres:// / redis:// link in your OS) → picks your installed client (psql /

MCP server for accessing Aha! GraphQL API

Persistent project memory for AI coding agents — semantic search, AST-aware chunking, dependency graphs, and conversation history

MCP server for MySQL.

MySQL MCP Server - Model Context Protocol server for MySQL databases

A Model Context Protocol (MCP) server implementation for the Linear GraphQL API that enables AI assistants to interact with Linear project management systems.

MCP CosmosDB - Azure CosmosDB MCP Server for database analysis and operations