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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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"Connecting to a vector knowledge base" matching MCP servers:
- 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
- AlicenseBqualityDmaintenanceAn MCP server for tracking student learning via a knowledge graph, with spaced repetition scheduling and intelligent queries to identify gaps, misconceptions, and optimal next steps.71MIT
- 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
- 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
- AlicenseBqualityBmaintenanceProvides LLM clients with a persistent, scalable knowledge graph memory system that supports semantic retrieval, contextual recall, and temporal awareness.21891MIT
- AlicenseAqualityFmaintenanceLets AI assistants control the physical Return to Dark Tower board game tower via Bluetooth, enabling connection, calibration, sound, lights, drum rotation, seal breaking, and game sequences through natural language.3434MIT
- AlicenseAqualityCmaintenanceA lightweight MCP server for reading public YouTube data, offering tools to fetch video transcripts, playlist contents, and video metadata without requiring an API key.3MIT
- AlicenseAqualityCmaintenanceEnables genomic sequence analysis through the Evo 2 model, supporting DNA sequence scoring, embedding, generation, and variant effect prediction with multiple model checkpoints (7B, 40B, 1B parameters).62LGPL 3.0
- AlicenseAqualityAmaintenanceExposes the Grok Build CLI as MCP tools for Claude Code and other clients, enabling headless AI agents to perform tasks like code reviews, web research, and file operations with configurable permission levels.81MIT
- AlicenseAqualityCmaintenanceFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural language.31MIT
- AlicenseAqualityDmaintenanceA Model Context Protocol (MCP) server that exposes a professional profile — certifications, industry articles, open source contributions, and live GitHub activity — as a queryable API for AI agents.711MIT
- FlicenseBqualityCmaintenanceA MongoDB MCP Server that allows AI agents and MCP clients to interact with MongoDB databases through standardized tools for CRUD operations, schema discovery, and collection management.8
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AlicenseAqualityAmaintenanceTurns team chat (Slack, Discord, MS Teams, Mattermost) into a living knowledge base - a typed knowledge graph plus auto-generated wiki - exposed to AI agents through a 28-tool MCP server with semantic search, expert finding, and decision tracing.28439Apache 2.0- AlicenseAqualityAmaintenanceDurable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend.66Apache 2.0
- AlicenseAqualityAmaintenanceProvides a single-writer MCP server for a governance-grade knowledge base of markdown documents with version control and query capabilities.2918Apache 2.0
- AlicenseAqualityAmaintenanceMCP server for SolarWinds Service Desk (SWSD/Samanage) enabling reading and modifying tickets, comments, knowledge-base articles, and more via each user's own API token.372653MIT
- AlicenseAqualityCmaintenanceSelf-hosted knowledge backend for AI agents. Provides 11 MCP tools for hybrid vector + keyword search, container-isolated knowledge bases, and 4 storage connectors (S3, Azure Blob, MinIO, filesystem). Built with .NET, runs via Docker.1115MIT
- FlicenseAqualityDmaintenanceMCP server that indexes a knowledge base of past bugs and fixes, making them searchable via BM25 from Claude Code or any MCP client.4