Search

Provide real-time subway congestion information for Seoul with station and line-based search capabilities. Enable users to query current subway crowding data easily. Enhance transit planning with up-to-date congestion insights.

Enables access to QAnon drops for sociological research.

Real-time documentation context through vector-based search and retrieval via Qdrant.

mini cli search engine for your docs, knowledge bases, meeting notes, whatever. Tracking current sota approaches while being all local

by tobi

Semantic quote search across 600K+ quotes with attribution verification and source transparency.

by quotewise

Provides RAG capabilities for processing and querying document directories using LightRAG with multimodal content extraction across PDF, DOCX, PPTX, TXT, and MD formats, supporting batch processing, persistent instances, and multiple query modes for research workflows and knowledge base construction.

Integrates Qdrant vector search with documentation retrieval to enable context-aware responses and semantic querying for enhanced knowledge access.

This mcp server is used to search content from the ragflow knowledge base.

Integrates with Ragie's knowledge base retrieval system to enable efficient querying and information extraction from large-scale datasets.

by ragieai

Discovers RAG-capable servers with semantic search and filtering.

by khalidsaidi

Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based relationships for persistent memory and contextual information retrieval

Enables conversational exploration and analysis of RDF Knowledge Graphs through SPARQL queries, full-text search, and visualization tools in both local file and endpoint modes.

by emekaokoye

Extract website content quickly for research and analysis. Read documentation, summarize pages, and gather insights from across the web. Receive clean, structured output that preserves links and hierarchy.

Integrates with Readwise to search and retrieve highlights from a user's library, enabling researchers and knowledge workers to reference saved notes during conversations without switching contexts.

⚙️ A Model Context Protocol (MCP) that provides tools for fetching and creating Reddit content

by jordanburke

Turn Reddit into structured insights with full citations

by king-of-the-grackles

Searches subreddits, browses posts and comments, and manages interactions via browser automation.

Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows.

Provides efficient file search functionality within repositories, respecting ignore patterns and offering configurable text content matching for development tools and applications.

Manages Request Tracker (RT) tickets with search, creation, updates, time tracking, and workflow automation.

by crunchtools

Searches academic papers across 13 providers including arXiv, PubMed, Semantic Scholar, and IEEE.

by jwynia

Collection of research tools providing arXiv paper search and Feishu document upload capabilities.

Intelligently routes research queries across multiple remote MCP servers by analyzing language, complexity, and time sensitivity to recommend optimal tools and execute them in parallel.

Federated research discovery with S-Index metrics.

by martinfrasch