"Understanding Vector Search" matching MCP servers:

Sansfiction library search and management

Enables AI agents to search and retrieve opportunities from the Opportunities Circle catalog, including scholarships, fellowships, internships, grants, jobs, and more. Supports filtering by type, country, funding, and tags, with full details and official apply links.

Enables AI assistants to search and read Materio's educational PDF resources directly, without manual file uploads.

Provides AI agents structured access to the Gospel Library — scriptures, General Conference talks, handbooks, manuals, and magazines — with local semantic search.

Enables users to find books by keyword, ISBN, or author and check which branches hold copies of them and whether those copies are currently available for loan or when they are due back. Currently covers Shanghai's interlinked public library network of 900+ locations, with a design open to additional cities.

An MCP server that enables MCP clients to directly access and process arXiv papers by fetching the LaTeX source, improving mathematical content understanding.

Enables Claude to query DataGSM's student, club, meal, and schedule data, as well as search documentation and guide OAuth flows.

MCP server to search and retrieve regulations from 14 Korean universities' regulation management systems. Supports querying, listing, and viewing full text or specific articles.

Enables access to Columbus School for Girls Veracross portal features including directory search for students/parents/staff, calendar events, and Lower School lunch volunteer scheduling through secure browser authentication.

Enables AI assistants to access career-coaching tools: article search, Holland assessment, interview question bank, resume diagnosis and rewrites, mock interview coaching, interview prediction, and OCR exam search, all relayed to a backend service.

Enables Claude to access and search climbing book PDF chapters, with tools to list, retrieve, and find relevant chapters based on queries.

MCP server for Piazza Q&A platform, enabling course management, post creation, search, and user interactions via reverse-engineered API.

A Model Context Protocol server implementation that enables AI assistants to search for tutors on Manalink platform by subject, grade level, and other criteria.

Enables AI assistants to search and retrieve CodeChef VIT university question papers from MongoDB, offering tools for paper search, metadata retrieval, and recent paper feeds.

Enables AI assistants to retrieve and compare courses, search and download shared materials, contribute new resources, manage comments, and handle points and transfers.

Enhances large language models with competitive programming knowledge by leveraging OI-Wiki content through vector search, allowing models to retrieve relevant algorithms and techniques.

An interactive learning assistant that helps developers understand AI-generated code changes through quizzes and blocking learning sessions. It tracks and searches debugging experiences using RAG to ensure users build long-term technical understanding rather than just copy-pasting solutions.

Enables MCP-compatible AI assistants to search an exam-prep catalog, retrieve 204 free practice questions with answers and explanations across 15 IT and nursing certifications, check pricing, and get official exam facts.

Job search assistant and interview prep inside any ai tool via MCP or public skill. Every tool you'll need for your job search in one product.

Enables Claude and other MCP-compatible clients to search and retrieve public job offers, professional formations, and company profiles through read-only tools.

Enables AI agents to search for internship and apprenticeship offers in France via the iQuesta platform, with tools for filtering by keywords, region, discipline, and contract type.

Agent-native directory of healthcare conferences enabling AI agents and humans to search, list, and retrieve conference details via natural language commands.

Enables MCP-compatible AI assistants to search and read articles about qualifications, career paths, legislation and entering the education sector, with topic filters, facets, structured metadata and complete Markdown documents.

Exposes Anki as a set of tools for LLM clients, enabling note creation, search, review, and deck management via AnkiConnect.

MCP server for querying HyRead ebook collections across 41 Taiwan public libraries, enabling search, book details, and library availability checks via natural language.

Local read-only MCP server for e-FICH (Moodle FICH-UNL) enabling course content, announcements, calendar events, and PDF search via MCP clients.

Provides access to Turkish higher education data, enabling search and retrieval of detailed information about bachelor's and associate degree programs from universities across Turkey.

MCP server enabling AI to search and retrieve Korean secondary school (middle/high) 2022 revised curriculum learning graphs, including achievement standards, topics, prerequisites, and transitions, via 11 tools.

Enables AI clients to search and read university web pages and PDF/Office documents, query live phone directory, food menu, academic calendar, announcements, and AKTS course plans, and return sourced answers with URLs and dates.

A feature-rich LeetCode MCP server that enables problem search, user data retrieval, code execution, and notes management for both leetcode.com and leetcode.cn.