"A tool for retrieving code examples from GitLab using semantic search" matching MCP servers:

Search Naver (Korea's #1 search engine) for shopping prices, real-time news, and blogs. Perfect for Korean local information.

Enables AI assistants to search for images on Wikimedia Commons, returning structured metadata and a composite thumbnail grid for visual comparison.

Enables local, auditable semantic search over a pinned subset of Mirza Ghalib's Urdu corpus, retrieving existing couplets with provenance and license evidence.

Searches Danbooru for anime/game characters and their associated tags, providing tools to retrieve character profiles, co-occurring tags, wiki descriptions, and tag implications.

MCP server that allows searching and retrieving book information from Aladin's book store API, including book details, bestseller lists, and category-based searches.

Provides tools to fetch IIIF manifests and retrieve specific image regions or scaled images for analysis. This server enables detailed interaction with International Image Interoperability Framework resources, supporting tasks like image description and transcription.

Remote MCP server for Zi Wei Dou Shu / Tu Vi Dau So astrology tools, exposing read-only tools like get_astrolabe, get_horoscope_decades, etc., designed for Railway deployment and OpenAI ChatGPT developer mode.

Enables searching and displaying high-quality, royalty-free photos from Pexels directly in ChatGPT conversations via an interactive gallery widget.

Enables natural language search of the National Library of Israel's digital archive using Claude. Converts conversational queries into structured API calls for exploring cultural, historical, and literary assets.

An MCP server that provides tools for retrieving ASCII and Unicode art from a local database, including search, random selection, and category listing.

Provides access to Iconify's 200,000+ open source vector icons from 200+ icon sets, enabling search, browsing, and retrieval of icon data with framework usage examples.

MCP server that enables searching books by author via Open Library API and searching keywords inside local text files.

Enables retrieving a random kaomoji based on a mood or natural-language query, with access to over 96,000 entries across 30 moods. Also provides a tool to list available moods and their entry counts.

Enables searching and retrieving details from the Trove digital archive (National Library of Australia) using natural language queries or direct tool calls.

Enables searching and retrieving curated architecture, design, photography, and art projects from the Thisispaper archive, with tools for project search, visual similarity, and full metadata.

Enables searching and looking up roughly 30,000 Chinese idioms, returning definitions, pinyin, origins, example sentences, and synonyms/antonyms, plus generating sample sentences. It also flags commonly misused idioms so that AI-generated text cites and applies them correctly.

Enables searching and retrieving records from the Europeana digital collection, including metadata such as titles, creators, dates, and images, via two MCP tools: search and record.

Enables searching and retrieving records from the DigitalNZ collection, with tools for keyword search and fetching full item details.

Enables searching and retrieving metadata from Internet Archive (archive.org) items.

Enables users to search Chinese poems by title, content, author, dynasty, or category; check recitations and dictation; generate appreciation text; create TTS recitations with subtitles; and produce calligraphy practice sheets.