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  • F
    license
    Not graded
    quality
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    maintenance
    An intelligent MCP server for the automated design and sizing of aerobic biological wastewater treatment systems using membrane bioreactor (MBR) technology. It leverages ASM2d kinetics to perform mass balance calculations, flowsheet selection, and generate detailed engineering reports.
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  • A
    license
    A
    quality
    C
    maintenance
    Enables generating, reading, auditing, and previewing BPMN 2.0 diagrams for Bizagi Modeler, with an automatic layout engine that produces files Bizagi can open, plus optional control of the Bizagi Modeler desktop app on Windows.
    12
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server that gives AI agents access to Sparx Enterprise Architect models, enabling search, navigation, and reading of elements, packages, scenarios, and connectors from .qea exports without a running EA instance.
    11
    587
    European Union Public 1.2
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that lets AI agents drive FigJam boards through a local Figma plugin, bypassing API rate limits with 19 tools for reading, writing, and editing FigJam content.
    19
    13
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Architectural sensor for Python codebases. Scores structural health (modularity, acyclicity, depth, equality), detects import cycles, enforces YAML layer rules, and runs a snapshot/diff loop so AI-assisted edits do not silently regress structure.
    13
    7
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Cross-repository code knowledge graph MCP server for Java, Kotlin, JavaScript, and TypeScript. Indexes source code into embedded KuzuDB via tree-sitter and exposes 30+ tools for call-flow tracing, multi-hop taint analysis (OWASP/CWE/PCI/STIG), entry-point reachability filtering, performance hotspot detection, and license compliance — without reading source files. 95% fewer tokens vs source-read
    33
    1
    MIT
  • F
    license
    C
    quality
    D
    maintenance
    Analyzes runtime data objects to suggest optimal UI component instructions for a low-code renderer using structural heuristics. It automatically maps data patterns to specific UI elements like tables, carousels, and cards to streamline interface generation.
    1
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  • A
    license
    C
    quality
    D
    maintenance
    Enables 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.
    3
    15
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with IcePanel for architectural diagram management via MCP clients, such as Claude Desktop, Cursor, and Windsurf. Deprecated in favor of a remote MCP server.
    57
    15
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to query architecture context, data contracts, and blast radius to prevent cross-repo architectural breakage before merging.
    24
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Integrates Archaic's AI-powered architecture analysis with Claude Code, enabling interactive exploration of component connections, data flows, and system structure through natural language.
    23
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI agents with a live architecture model of a codebase, enabling queries for root cause analysis, blast radius, and dependency traversal through MCP tools.
    238
    18
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for code intelligence that maps source code into a knowledge graph, enabling AI tools to understand architecture and structure rather than just individual files.
    8
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A local-first MCP server for macOS that enables AI assistants to read and manage Apple Calendar events via EventKit, with configurable permissions, audit logging, and a native setup app.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides tools for creating, deleting, and querying nodes and edges in Excalidraw diagrams, enabling diagram editing via LLM interfaces.
    129
    5
    MIT