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maintenanceEnables retrieval-augmented generation by embedding queries with a chosen provider (e.g., OpenAI) and searching supported vector stores (Pinecone, pgvector) to return relevant content.
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Apache 2.0
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"Slack Bot with RAG Document Retrieval and Automated Response System" matching MCP servers:
- Flicense-qualityCmaintenanceEnables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline citations.
- Flicense-qualityBmaintenanceAn MCP server that retrieves relevant PDF chunks via local embeddings and returns them to IDE agents (Cursor, Kiro, Claude Code) for answer generation.
- AlicenseAqualityBmaintenanceRelays a result screenshot to Slack so you can review a coding agent's output without opening the app.7MIT
- Flicense-qualityBmaintenanceMCP server for a modular RAG system that enables natural language question answering over enterprise documents with intent-aware routing, adaptive retrieval, and citation-backed responses.
- Alicense-qualityDmaintenanceProvides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.1MIT
- Flicense-qualityDmaintenanceEnables AI applications to access and contextualize organizational knowledge sources including GitHub repositories and internal documentation through standardized MCP protocol integration. Features OAuth 2.1 authentication, vector-based semantic search, and optimized context chunking for enterprise development workflows.
- AlicenseAqualityBmaintenanceA black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.4152MIT
- FlicenseAqualityDmaintenanceEnables comprehensive Slack workspace integration through AI assistants, allowing users to manage channels, send messages, upload files, search conversations, and interact with users through natural language commands.17
Watsonx.data Document Libraryofficial
Alicense-qualityCmaintenanceBridges AI agents with watsonx.data document libraries, enabling natural language queries and intelligent retrieval from document libraries.4Apache 2.0- Flicense-qualityDmaintenanceEnables semantic search and question-answering over uploaded documents using vector embeddings and Google AI. Supports document organization with tags, section-aware queries, and hierarchical markdown structure preservation.
- Flicense-qualityDmaintenanceThe MCP server provides tools for entity extraction, query refinement, and relevance checking to enhance RAG applications by integrating with OpenAI and Gemini.
- Flicense-qualityCmaintenanceMCP server enabling Claude Desktop to answer questions from local Word and PDF documents by searching a vector index built from their contents.
- Flicense-qualityCmaintenanceChecks whether a supplier RFP response addresses each requirement explicitly stated by the buyer, using deterministic text rules for requirement extraction and coverage checking.
- AlicenseAqualityDmaintenanceInteract with Slack Workspaces over the Slack API. Supports stdio and Streamable HTTP transport. Extended from Anthropic's archived server877175MIT
- Alicense-qualityCmaintenanceEnables building AI-powered Slack apps using the Slack MCP server and OpenAI models for automated messaging and canvas creation.11MIT
- Alicense-qualityAmaintenanceEnables Slack integration with tools to list channels, read messages, and post messages using a bot token.1MIT
- Alicense-qualityBmaintenanceRead-only MCP server for Slack with OAuth 2.1 authentication, enabling message retrieval, thread replies, search, user and channel listing.8Apache 2.0
- Alicense-qualityBmaintenanceEnables natural language search and analysis of uploaded PDF, CSV, and Excel documents using retrieval-augmented generation and MCP tools, providing contextual answers to user queries.MIT
- Alicense-qualityAmaintenanceAn MCP server providing web search, image search, and page scraping tools to LLMs without requiring API keys.2MIT
