Packages

tileserver-gl is an open-source vector tile and raster tile server (commonly used with Mapbox/GL style inputs) that serves map tiles over HTTP, typically backed by PostGIS and/or other tile sources.

A curated collection of GitHub-starred repositories organized by programming language, focused on penetration testing tools and security utilities. This is a reference list, not an MCP server or executable tool.

Runs a local “Kubernetes API server” for desktop/local development (a Kubernetes control-plane API endpoint) so clients can interact with Kubernetes-style APIs without deploying a full cluster.

docker-doctor is a containerized CLI-style utility intended to inspect a Docker environment and provide diagnostic output to help identify common Docker/daemon/container issues and misconfiguration.

A build-time/server scaffolding package intended to help users construct and run a GraphQL server (likely by wiring schema, resolvers, and server runtime) for GraphQL-based applications.

A Maven multi-module Java (Spring Boot) demo showing an AI client-server architecture using Spring AI with Azure OpenAI. The client exposes a /chat REST endpoint and forwards prompts to the server while propagating headers/context. The server exposes tool endpoints (e.g., user management) and integrates Spring AI's MCP-style tool orchestration, with custom ThreadLocal-based context propagation for async/distributed tracing and request-scoped data.

A Model Context Protocol (MCP) server package intended to provide tools/resources to AI agents (e.g., for Codex-like coding assistance).

MLflow Server (mlflow-server) provides the ability to run MLflow’s tracking backend and related server functionality (e.g., experiment/run tracking endpoints) for model/experiment management, typically deployed as a service behind a web interface/APIs.

Provides an MCP (Model Context Protocol) server that exposes operations related to pgvector/pgvector-based vector search, allowing an agent to create/use embeddings-backed search capabilities against a PostgreSQL + pgvector setup via MCP tools.

Provides an MCP (Model Context Protocol) server integration for Zed that exposes Discord operations as tools (login, send/read messages, manage channels, manage forum posts, reactions, and webhook operations).

ElastAlert is an open-source alerting system that matches events from Elasticsearch (and some other sources via custom connectors) against alerting rules, then sends notifications (e.g., email, Slack, webhook) when conditions are met.

Provides an MCP (Model Context Protocol) integration for GNU Image Manipulation Program (GIMP), enabling AI-driven image editing workflows through an MCP server and a GIMP plugin that exposes commands (e.g., create image/layers, load/save files, set colors/offsets, fill selections).

Healthchecks is a service/process for monitoring the execution of scheduled jobs (cron-like workloads). Clients submit “heartbeat” requests; if no heartbeat arrives within a configured timeout, the job is marked failed and can trigger notifications.

Provides a Docker-based way to run a Hypixel-style (HyTeam) Hytale game server, encapsulating the server runtime and configuration for deployment via containers.

Minimal working example of an MCP setup using Spring AI: an MCP server exposing tools over SSE/WebMVC and an MCP client that connects to the server and uses a Mistral LLM to orchestrate tool calls, with an additional simple frontend to interact with queries.

Local, UI-based MCP (Model Context Protocol) testing and development platform. Provides classic/workspace layouts, lets you connect MCP servers (STDIO/SSE), inspect JSON-RPC traffic, run test scenarios (record/replay, bulk testing, diffing), and generate documentation and workflow exports (Python/Node). Includes multi-provider LLM chat support (e.g., Ollama/OpenAI/Claude/Gemini and others) to assist with workflow building and generation.

Provides an MCP server (stdio transport) that wraps ActiveMQ JMS messaging operations as MCP tools, and uses Jolokia for admin-level inspection of topics/queues. Clients run it locally by compiling a Java jar and configuring the MCP client to launch the jar.

mssql-server is a database driver/package intended to connect to Microsoft SQL Server from Node.js applications and perform SQL queries/operations.

Provides an MCP server (implemented in Rust) that exposes n8n functionality such as managing executions, workflows, and tags, and can trigger running a workflow (notably one with a webhook-trigger node).

Provides an MCP (Model Context Protocol) server for accessing/inspecting pg-metadata (PostgreSQL metadata). It is intended to let AI agents query database metadata via MCP tools rather than direct DB connections.