A
licenseB
qualityA
maintenanceA production-grade MCP server for integrating RAG into AI agents, supporting multiple vector databases with enterprise security and dynamic tool selection.
2
15
MIT
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"Searching for technologies and tools related to embeddings and vector databases" matching MCP servers:
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AlicenseAqualityFmaintenanceSearch and resolve MCP server packages on the mpak registry, enabling agents to discover servers, inspect tools, and check credential requirements before installation.2MIT- AlicenseAqualityBmaintenanceEnables searching and retrieving documentation from crawled documentation sites as an MCP server, allowing coding agents to query real docs instead of relying on training data.4MIT
- AlicenseBqualityAmaintenanceA lightweight MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI - saving context window and tokens for what matters.112MIT
- AlicenseAqualityBmaintenanceFetches a URL and returns the main content as clean Markdown, using plain HTTP when possible and headless Chromium for JavaScript-rendered or bot-protected pages.1MIT
- AlicenseAqualityBmaintenanceMCP server for Australian Institute of Health and Welfare statistics — plain-English access to mortality, cancer, hospital, and health expenditure data via data.gov.au.6MIT
- AlicenseAqualityCmaintenanceA lightweight MCP server providing common utility tools such as unit conversion, password generation, date calculation, hashing, Base64 encoding/decoding, UUID generation, text case conversion, and text statistics, with no external dependencies.8MIT
- AlicenseAqualityBmaintenanceEnables inspecting local OpenAPI specification files by listing and retrieving spec details with filters and $ref resolution.3MIT
- AlicenseAqualityAmaintenanceEnables LLMs to interact with Kibana through composable toolboxes for building dashboards, managing data, and handling alerts, among other operations.16Apache 2.0
- AlicenseAqualityAmaintenanceEnables AI assistants to perform controlled Linux system administration tasks like reading logs, managing services, cron jobs, WordPress, and executing sandboxed Python code, with strict security constraints.292GPL 2.0
- FlicenseAqualityDmaintenanceConverts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.524
- AlicenseAqualityCmaintenanceMCP server that bridges Ableton Live with AI models, enabling real-time project inspection and control such as track overview, device parameters, and audio analysis.12MIT
- AlicenseAqualityCmaintenanceExposes SQL Server and Snowflake schema metadata to AI coding agents, enabling schema search, join path discovery, and stored procedure metadata retrieval without live queries.18GPL 3.0
- AlicenseAqualityCmaintenanceEnables querying of Hong Kong government data on elderly community care services, such as waiting times and applicant counts.11MIT
- AlicenseAqualityAmaintenanceEnables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.5627Apache 2.0
- AlicenseAqualityCmaintenanceProvides AI-callable tools for modernizing legacy applications, including stack detection, API contract extraction, SQL to Flyway conversion, and migration effort estimation.4MIT
- AlicenseBqualityCmaintenanceProvides access to Hong Kong climate and weather data from the Hong Kong Observatory, including current conditions, forecasts, warnings, tides, and more.196MIT
- FlicenseBqualityCmaintenanceProvides web automation utilities, including taking Camofox browser tab screenshots and saving them directly to local files.2
- AlicenseBqualityFmaintenanceA comprehensive Model Context Protocol server providing access to 70+ IT tools for developers and system administrators, including encoding/decoding, text manipulation, hashing, and network utilities.3410017922TypeScriptMIT
- AlicenseAqualityDmaintenanceSearch and explore a catalog of 2,000+ MCP servers — full-text search, trending, hot, categories, and side-by-side comparison — from any MCP client. A zero-dependency stdio bridge over the hosted awesome-mcp.tools endpoint.817MIT