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maintenanceProvides systems thinking models as composable analysis lenses for architecture, infrastructure, DevOps, incident analysis, and technical decision-making.
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"Understanding Inference Models" matching MCP servers:
- AlicenseAqualityFmaintenanceEnables AI assistants to directly control Autodesk 3ds Max through natural language to create models, set materials, adjust lighting, and automate animations. It bridges the Model Context Protocol with 3ds Max via a TCP socket to execute Python and MAXScript commands.42415MIT
- AlicenseAqualityBmaintenanceStop pasting your file tree into Claude. Give any AI assistant real architectural understanding of a codebase — local, private, zero‑config.53MIT
- AlicenseAqualityCmaintenanceThis MCP server enables AI models to analyze local Python codebases using abstract syntax trees, providing tools for file structure analysis, symbol search, import graphing, docstring auditing, and refactoring prompts without loading entire source files into context.45MIT
- AlicenseAqualityDmaintenanceScore your agent's governance (0-100), lint MCP tool definitions, and estimate costs across all major models. Free diagnostic tools with no API key needed. Expert skill files on governance, economics, and system architecture available with free tier.81MIT
- AlicenseAqualityDmaintenanceEnables AI assistants to read and write ArchiMate models stored in CoArchi XML format. Query elements, create relationships, design diagrams, and sync changes to Git through natural language.1210MIT
- FlicenseAqualityAmaintenanceEnables creation of complete metamodels and model instances through natural language interaction by connecting Large Language Models to the MM-AR metamodeling platform.62
- AlicenseAqualityDmaintenanceProvides AI models with structured design guidelines and system prompts for creating consistent, high-quality interactive visualizations like charts, diagrams, and mockups. It enables on-demand loading of UI specifications to optimize token usage while ensuring visually polished and functional widget generation.12257MIT
- FlicenseAqualityBmaintenanceEnables AI agents to scaffold production-ready FastAPI applications from YAML architecture specifications, generating modular project structures with routers, models, and tests.1
- AlicenseAqualityAmaintenanceAn MCP server that lets AI agents build, validate, and export ArchiMate models using 45 tools, 9 resources, and 4 guided prompts.452GPL 3.0
- FlicenseAqualityCmaintenanceEnables AI models to interact with the Upsprints API for managing users, companies, projects, and tasks, including generating Software Design Documents (SDDs) from tasks via read/write tools and webhooks.5
- FlicenseAqualityDmaintenanceAn MCP server for querying and exploring SysML XMI models, specifically designed for MTConnect model exports. It allows users to search for packages, classes, and enumerations while providing tools for analyzing documentation and inheritance hierarchies.111
- AlicenseBqualityAmaintenanceEnables AI assistants to programmatically create, read, validate, and modify Stella system dynamics models in the XMILE format. It supports building complex stock-and-flow diagrams and exporting them as .stmx files for use in Stella Professional.443MIT
- AlicenseBqualityDmaintenanceTurn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets,and JIS standard parts.656MIT
- AlicenseBqualityCmaintenanceEnables LLMs to create, modify, and analyze ArchiMate architecture models using the ArchiMate 3.2 specification, supporting coArchi2 repositories and multiple export formats.335217MIT
- AlicenseBqualityAmaintenanceSub-1ms cross-stack AST contract layer and compiler verification engine mapping React/Next.js routes to FastAPI and SQLAlchemy models for AI coding agents.5MIT
- AlicenseBqualityDmaintenanceAn MCP server for managing Domain-Driven Design models using Context Mapper's CML, with tools to create, update, and visualize bounded contexts, aggregates, and relationships.47291MIT
- AlicenseCqualityDmaintenanceEnables AI models to create and manage various types of diagrams (flowcharts, UML, network diagrams, etc.) via the Model Context Protocol.26746ISC
- AlicenseCqualityDmaintenanceEnables agents to analyze codebases (local or GitHub) and automatically generate Mermaid diagrams rendered as PNG images via Kroki, providing visual understanding of project structure and flow through file discovery, reading, and diagram generation.315MIT
- AlicenseNot gradedqualityDmaintenanceConnects AI models to MasterGo design tools, enabling retrieval of DSL data, component documentation, and metadata from MasterGo design files for structured component development workflows.8,004ISC
