"A Java-based MCP server" matching MCP servers:

A Model Context Protocol server that provides Azure Java SDK documentation to AI assistants, allowing them to access readme files with introductions, key concepts, and code samples.

Provides a standardized way to integrate Perplexity AI's features like chat, search, and documentation access into MCP-based systems.

Helps migrate projects from AI SDK 4.x to 5.0 by generating a migration checklist and searching the official migration guide for code and data changes.

A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

MCP server for Project Zomboid mod development, offering tools to search the game's Java API, access vanilla game files, and scaffold/validate mod projects.

A document-based MCP server that supports keyword searching and content retrieval from official website documentation.

A read-only MCP server with configurable transport (stdio or HTTP+SSE), API key authentication, and scope-based authorization for read and search operations on documents.

A read-only MCP server for ServiceNow that provides deep visibility across multiple instances via query, schema inspection, identity, workflow, and code search tools.

A Model Context Protocol server that provides AI coding agents with real, live, source-cited documentation for npm, PyPI, and Cargo packages, including READMEs, metadata, vulnerability checks, and package search.

Search and retrieve information from Apple's complete developer documentation, including API references, code examples, and Human Interface Guidelines, across all Apple platforms and versions.

Provides easy access to Quasar Framework documentation through the Model Context Protocol, supporting Claude Code and other MCP tools.

Provides AI assistants with direct access to Jamf official documentation, enabling them to answer Jamf-related questions by searching, retrieving articles, and browsing product documentation.

Exposes a personal portfolio of projects, skills, and resume as callable tools for MCP-compatible AI assistants like Claude Desktop.

Provides read-only access to iFixit repair guides, device information, repairability scores, categories, search, media, and contributor profiles via MCP tools.

Enables searching and browsing the entire F5 AI Security documentation using TF-IDF search and section reader tools.

A Model Context Protocol (MCP) server providing accurate LSL (Linden Scripting Language) reference data to AI coding assistants, grounded in the official Second Life wiki with a curated database of AI-specific pitfalls.

Enables local conversion of PDFs to Markdown, with automatic OCR fallback for scanned pages, image extraction, and page-by-page structure preservation.

Exposes Xiaofenshen's public read-only APIs as MCP tools, enabling agents to read shared content, list image prompt templates, and fetch product documentation.

Enables searching and querying HackTricks pentesting documentation directly from Claude, with tools for quick lookup, grouped search results, page outlines, section extraction, and cheatsheet mode.

A server that allows users to manage documents and perform Claude-powered searches using Needle through the Claude Desktop application.