F
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qualityD
maintenanceCombines Neo4j graph database with vector search using OpenAI embeddings for intelligent semantic search across knowledge graphs.
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"A simple memory MCP server with read/write tools and vector database search" matching MCP servers:
- FlicenseAqualityDmaintenanceEnables Google search with advanced options (date, language, country, safe search) and webpage content extraction via the Model Context Protocol.3
- Flicense-qualityCmaintenanceProvides tools for Chinese character stroke order animation with tracing practice and real-time weather queries for major cities.
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- AlicenseAqualityCmaintenanceRead-only MySQL/MariaDB MCP server for running SELECT queries safely, with automatic read-only enforcement and query limits.34MIT
- AlicenseAqualityDmaintenanceAn MCP server for reading Twitter/X engagement data and metrics, enabling AI agents to measure tweet performance, track mentions, analyze replies, and search tweets with engagement metrics.44MIT
- AlicenseAqualityDmaintenanceSupports CRUD and DDL operations on PostgreSQL databases via MCP, enabling query, insert, update, delete, and schema changes through natural language.616MIT
- AlicenseDqualityDmaintenanceA Model Context Protocol server that enables LLMs to interact with databases (currently MongoDB) through natural language, supporting operations like querying, inserting, deleting documents, and running aggregation pipelines.54MIT
- Alicense-qualityBmaintenanceA read-only MCP server for Hyperliquid that provides public market data (prices, order books, funding) and any wallet's positions, orders, and fills via MCP tools, without requiring a private key.MIT
- Alicense-qualityDmaintenanceA simple MCP server implementation in Python using FastMCP and FastAPI, providing streamable HTTP transport with optional OAuth authorization for tools like echo and math.8MIT
- Alicense-qualityDmaintenanceA simple MCP server offering three utility tools: UUID generation, temperature conversion, and text statistics.11MIT
- Alicense-qualityCmaintenanceA read-only MCP server for AI agents to access Nostr profiles, notes, search, and relay lists through user-chosen relays, without requiring an account or keys.MIT
- Alicense-qualityBmaintenanceEnables read-only research on Reddit via the Reddit API, including finding subreddits, searching, and reading comment trees, with support for multiple configured accounts.1MIT
- Alicense-quality-maintenanceA Model Context Protocol server that provides safe, intelligent read/write access to NetBox instances, designed with safety-first principles for Large Language Model automation.4
- Alicense-qualityDmaintenanceA lightweight Model Context Protocol server that provides an in-memory key-value store with get, set, delete, list, and clear operations for MCP-compatible AI assistants and clients.MIT
- Alicense-qualityCmaintenanceMCP server that exposes write operations on Google Ads, enabling management of campaigns, ad groups, keywords, RSA ads, sitelinks, images, Customer Match audiences, and recommendations.MIT
- Alicense-qualityBmaintenanceProvides database access capabilities to Claude, supporting SQLite, SQL Server, PostgreSQL, and MySQL databases.MIT
- Flicense-qualityDmaintenanceEnables AI agents to semantically search GitHub repository documentation by automatically fetching, vectorizing, and indexing content into an Upstash Vector database. It provides a standard MCP interface for agents to retrieve relevant documentation snippets through natural language queries.
- Flicense-qualityDmaintenanceA clean architecture backend API that registers and semantically searches data using vector embeddings, acting as an MCP context provider to connect AI models to external data.1
- Flicense-qualityDmaintenanceA Model Context Protocol (MCP) server that provides database operations as tools for LLM-powered applications. Supports PostgreSQL, MySQL, and MongoDB databases with connection pooling and flexible result formatting.