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maintenanceExposes NVIDIA Sionna RT ray-tracing as 15 structured tools for AI agents, enabling wireless channel simulation (scene loading, antenna array setup, ray tracing, CSI extraction) through MCP.
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Inference AIopsofficial
AlicenseBqualityAmaintenanceEnables governance-grade AIops for GPU inference clusters with root-cause analysis, metrics, and policy-governed operations for vLLM and Ray.39MIT- Alicense-qualityCmaintenanceEnables document-based Q&A with multi-modal RAG, hybrid retrieval, knowledge graph reasoning, and multi-agent orchestration via MCP tools.4MIT
- Alicense-qualityBmaintenanceA remote MCP server that enables AI coding agents to search and retrieve context from imported AI chat history (ChatGPT, Claude, Codex, Claude Code) stored in Google Drive, with zero server-side storage and OAuth-based privacy.MIT
- Alicense-qualityBmaintenanceEnables MCP-integrated prescription review with incomplete laboratory evidence, using deterministic rules and language-model guardrails to enforce approval authority boundaries.MIT
- Alicense-qualityDmaintenanceEnables AI-powered dental X-ray analysis and treatment planning using YOLOv11 and clinical guideline RAG, integrated with MCP for use with Claude and other AI assistants.3MIT
- Alicense-qualityDmaintenanceA comprehensive MCP proxy server that bridges MCP clients with Ollama local language models, providing advanced features like RAG integration, context management, caching, and production-ready security.1MIT
- Alicense-qualityCmaintenanceA local Retrieval-Augmented Generation system that enables AI agents to query and retrieve information from document collections using ChromaDB vector search and Ollama LLMs through a FastAPI interface.86MIT
- Alicense-qualityDmaintenanceMCP server for Google's Gemini File Search (RAG). Manage file search stores, upload documents, and query with RAG through 12 tools.11MIT
- Alicense-qualityBmaintenanceEnterprise-grade MCP framework for building production-ready AI tools with data quality, security, audit trails, and comprehensive testing.70Business Source 1.1
- Flicense-qualityDmaintenancePredicts the likelihood of school closures due to snowfall and severe winter weather using real-time weather data and machine learning algorithms.
- Flicense-qualityBmaintenanceEnables creating Manim animations via natural language commands using DeepSeek API, with a RAG system for Manim documentation retrieval.
- 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-qualityBmaintenanceEnables agents to discover, evaluate, and serve task-specialist models (embeddings, reranking, classification, extraction) with OpenAI-compatible endpoints and MCP tools for routing, embedding, reranking, and extraction.
- Flicense-qualityBmaintenanceAn MCP server for AI-driven hybrid search over Xilinx/AMD FPGA documentation, enabling assistants to retrieve datasheets, user guides, and application notes through tools like search_docs.
- Flicense-qualityBmaintenanceA modular AI Assistant built using the Model Context Protocol that provides tools for calculator, weather, news, AI chat, currency conversion, document processing, and future RAG capabilities.
Doxa MCPofficial
AlicenseAqualityBmaintenanceChristian Bible Scripture MCP: BSB verse lookup, Christian encouragement, the Doxa Way journey map. Three tools: doxa_encourage, doxa_scripture, doxa_way_movement. Hosted at https://doxa.app/mcp/v1, free per-individual quota, BYOL for unlimited. Scripture, summoned.31MIT- AlicenseAqualityBmaintenanceA hosted multimodal RAG MCP server that enables natural language queries over text and visual content (PDFs, images, etc.) with verifiable citations, easily run via npx with a Calypso API key.41002MIT
- AlicenseAqualityCmaintenanceAnalyzes raw email headers and emails for phishing, spoofing, and BEC using AI forensics, SPF/DKIM/DMARC/ARC validation, and IP reputation checks. Exposes analyze_email, get_analysis, and list_analyses as MCP tools.318MIT
- AlicenseBqualityAmaintenanceEnables Claude Code and Codex to directly invoke Xiaomi MiMo's full-modal capabilities including multimodal dialogue, image/video understanding, TTS, voice cloning, and ASR through MCP tools.1128MIT
