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maintenanceEnables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
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"Using an AI Agent for Structured Search and Traversal in a Neo4j Database" matching MCP servers:
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- AlicenseAqualityCmaintenanceAn MCP server that enables Claude Code to perform web searches via Bing, read webpage content, and get current time, with a smart search skill for structured multi-source verification.31MIT
- AlicenseAqualityBmaintenanceProvides a unified web search tool for AI agents by running multiple search providers concurrently and returning normalized results. It integrates with Claude Code, Codex CLI, OpenCode, and Hermes.1MIT
- AlicenseAqualityBmaintenanceMake it easy for agents to build their context about your projects over time The server provides a set of tools to help agents accumulate knowledge about a project over time in a structured way.101413MIT
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- AlicenseNot gradedqualityCmaintenanceai-jobs-agent MCP server: Exposes an autonomous job-detection agent's data to MCP clients, offering tools to search jobs, retrieve job details, view detection-latency statistics, and trigger on-demand sweeps1MIT
- AlicenseNot gradedqualityDmaintenanceAutomatically discovers vector indexes in a Neo4j database and exposes each as a semantic search tool with metadata pre-filtering, enabling natural language queries with dynamic filter support.2MIT
- AlicenseNot gradedqualityBmaintenanceA server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.38Apache 2.0
- AlicenseNot gradedqualityCmaintenanceProduction-ready MCP server for Neo4j graph databases, enabling natural language to Cypher query translation with enterprise security and async performance.MIT
- AlicenseNot gradedqualityDmaintenanceProvides a natural language interface for querying and managing PostgreSQL, MySQL, MariaDB, MSSQL, and SQLite databases using the Model Context Protocol. Users can explore database schemas and visualize query results through an integrated web dashboard.22MIT
- AlicenseNot gradedqualityCmaintenanceProvides intelligent search aggregation for AI agents, automatically detecting intent and returning structured results with links to platforms for various categories like movies, books, products, courses, and more.MIT
- AlicenseNot gradedqualityBmaintenanceEnables querying and filtering a read-only dataset of AI-related court orders with full-text search, facets, and record retrieval via MCP, OpenAPI, or REST endpoints.MIT
- AlicenseNot gradedqualityCmaintenanceEnables Indian bank branch IFSC code lookup via Razorpay's open API, allowing AI agents to retrieve branch details using IFSC codes.5MIT
- FlicenseNot gradedqualityDmaintenanceProvides Vertex AI Search for Commerce product search as a tool, enabling AI agents to search product catalogs using natural language queries.
- FlicenseNot gradedqualityBmaintenanceMCP server that gives AI agents access to current web information through web_search and fetch_url tools, using Tavily, Brave, and DuckDuckGo providers with automatic fallback.