"STARZ" matching MCP servers:

Lets MCP clients discover and run AppleScript or JavaScript for Automation (JXA) to control macOS applications, inspect the system, or reuse scripts from a bundled knowledge base.

Automatically generates borehole structure diagrams from well data, supporting multiple well types and returning simplified image paths to reduce token usage.

A privacy-first memory layer for AI that securely bridges local knowledge with AI assistants through MCP tools, with intelligent redaction and local vector database.

Enables coding agents to discover unsolved Codeforces practice problems, analyze tag performance, and inspect submissions, profiles, rating history, and upcoming contests through MCP-compatible clients.

An MCP server that caches your GitHub starred repositories in a local SQLite database and lets you search, list, and retrieve details about them through any MCP client (Claude Desktop, Cursor, VS Code, etc.), with automatic freshness checks via GitHub's ETag mechanism.

Enables coding agents to analyze a repository evidence-first, answering questions as verifiable claims with source evidence, targeted test observations, and reference resolution.

A local MCP server that lets Claude Code operate the PolyU eStudent portal to check grades, timetable, exams, search subjects, and manage course registration through natural language.

Organizes, categorizes, and syncs GitHub starred repositories with AI agents, enabling offline conceptual search, health auditing, and tech-stack recommendations.

Serves LangLa server protocol documentation over stdio so LibGDX client-fixing agents can look up wire messages, ports, and packet field ordering instead of guessing packets.

Exports frames from Figma and uploads them to Google Drive, with automated folder creation.

Enables LLM agents to read and write Story Architect (.starc) project files, including scripts, scenes, statistics, and character/location data.

Enables users to query the Star Wars universe through the SWAPI (Star Wars API) directly in Claude Desktop. Supports searching for characters, planets, and films, as well as retrieving detailed information about the Star Wars saga.

Enables multi-project workspaces to share structured notes, API contracts, and handoff messages via a local SQLite database, with versioning and read tracking.

Read-only MCP server that provides tools to fetch SealChat public protocol docs, manifest, channel counts, and chat messages via the HTTP Agent API, without write access or database access.

Convert Office files and PDFs, OCR a scanned PDF, or capture a live web page to PDF — results written beside the original on your own disk. Nine tools: the DiemDesk operations that genuinely need a server, while everything else runs in your browser and never leaves your device.

Privacy-first local MCP hub for coordinating multiple AI providers from Claude Code, supporting local Ollama seats and cloud providers with safety routing.

Enables LLM-driven skill selection and parameter filling to trigger real side effects only after an explicit risk-confirmation gate, with argument guardrails, long-term memory, and federation of external MCP servers and A2A agents over hand-written JSON-RPC on Streamable HTTP.

PyPI-launched MCP server that exposes a living project model and outcome telemetry as read-only resources for MCP-aware clients.

A modular RAG framework exposing MCP tools for hybrid document search, enabling AI assistants to query private knowledge bases with multimodal support and full observability.

Enables AI agents to analyze, audit, deduplicate, and organize Google Drive content through MCP, including storage checks, exact and semantic duplicate management, empty folder cleanup, archiving, and sync health monitoring.