MCP servers for VS Code

jrag (formerly java-codebase-rag) — MCP server + jrag CLI for semantic + structural search over Java/Kotlin codebases

MCP Server for Microsoft SQL Server — no native drivers required

MCP server exposing a get_resolved_issues tool that queries resolved Jira tickets across multiple Atlassian Cloud sites with one credential

MCP server for the Jiskta Climate & Environmental Data API

MongoDB Atlas-based Zettelkasten knowledge management via MCP - Unified knowledge base with atomic notes, tag-based linking, and lifecycle

MCP server for jPOS and ISO 8583. Deterministic payment protocol tools for AI agents.

Judge QA for agents — measures whether your LLM judge agrees with humans, drifted between runs, or is biased, before you ship the number

Agentic pipeline orchestration MCP server for AI-driven development workflows.

Jupyter + MCP with comprehensive resource support

Focused MCP server for persistent memory capabilities - semantic search, knowledge graphs, and session context

A JVM monitoring and control server

A Model Context Protocol (MCP) server for Kubernetes app deployment orchestration

MCP server for natural-language Kubernetes operations across single or multi-cluster environments.

Translate app language files into 46 languages and check placeholders, plurals and missing keys.

KakaoCloud OpenAPI MCP server - provides KakaoCloud API documentation for AI coding assistants

MCP Server for JDB (Java Debugger)

MCP Server bridging to LSP servers for structured code introspection

MCP Server for rr Reverse Debugging

A Model Context Protocol server for research assistance with ChromaDB vector storage by kavi.ai

MCP server for Nexon MapleStory OpenAPI - character, rankings, union, guild, and notices

Stratified memory for synthetic intelligences