A
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qualityA
maintenanceStatic codebase analysis as MCP tools — give AI coding agents a map of your repo instead of letting them burn half their tokens rediscovering it file by file.
51
MIT
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"Understanding the Concept of LLM Context" matching MCP servers:
- Alicense-qualityDmaintenanceA Model Context Protocol server for deep codebase understanding of Python projects, focusing on data analysis and scientific computing. It provides architectural analysis, pattern detection, dependency mapping, test coverage analysis, and AI-optimized context generation.1MIT
- 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
Vibgrate AI Contextofficial
Alicense-qualityAmaintenanceLocal-first MCP server that gives AI assistants codebase intelligence—code graph, drift analysis, vulnerability attribution, and version-correct library docs—all from the user's machine.2,4773Apache 2.0- AlicenseAqualityAmaintenanceA Model Context Protocol (MCP) server that provides tools for interacting with OpenROAD and ORFS (OpenROAD Flow Scripts).1013BSD 3-Clause
- AlicenseAqualityAmaintenanceModel Context Protocol (MCP) server for @imqueue — lets AI coding agents (Claude Code, Cursor and others) search the docs, scaffold typed services & clients and use @imqueue/cli live.6132,4241GPL 3.0
- FlicenseAqualityBmaintenanceAn MCP server that builds a local webpage to view AI plans, reports, and diagrams, so the AI only needs to send a URL pointer instead of long text. It provides three tools (view_plan, view_report, view_diagram) and tracks project changes for diff viewing.3
- AlicenseAqualityAmaintenanceGenerates UML and other diagrams (30+ types) via the Model Context Protocol, supporting multiple output formats and deployment options.492MIT
- AlicenseAqualityBmaintenanceAI-native architecture diagramming for MCP clients (Claude Code, Cursor, Windsurf). The calling agent authors the graph (nodes, groups, edges); Flowgraf validates it, lays it out deterministically with ELK, renders an SVG + Mermaid, and returns a link to a live, editable canvas you can refine by chat, drag, or one-click AI design review. Agent-authored ops — no API key and no LLM cost to the calle374MIT
- AlicenseAqualityAmaintenanceStop pasting your file tree into Claude. Give any AI assistant real architectural understanding of a codebase — local, private, zero‑config.53MIT
- AlicenseAqualityCmaintenanceEnables creation of infrastructure and architecture diagrams as code using the Python diagrams library, supporting 15+ cloud providers, 500+ node types, custom icons, and flowcharts with multiple output formats.52MIT
- AlicenseAqualityDmaintenanceEnables analysis of any GitHub repository to get architecture, file roles, execution flows, system design Q\&A, and structured agent context. Works with MCP-compatible clients like Claude Desktop, Cursor, and Windsurf.631MIT
- FlicenseAqualityDmaintenanceAn MCP server that analyzes and traces business code flows across your codebase, enabling developers to quickly understand the complete execution path of features from frontend to backend to database.7
- AlicenseAqualityBmaintenanceProvides deep structural analysis of TypeScript and JavaScript code via the TypeScript Compiler API, offering 20 tools for functions, types, call graphs, code quality, dead code detection, and IDE integration.2053MIT
- AlicenseAqualityDmaintenanceAnalyzes software projects to extract architecture, build dependency graphs, and predict the impact of code changes.241MIT
- FlicenseAqualityAmaintenanceEnables creation of complete metamodels and model instances through natural language interaction by connecting Large Language Models to the MM-AR metamodeling platform.62
- AlicenseAqualityDmaintenanceA deterministic architecture audit engine for Cursor. It enforces visual Mermaid protocols to prevent LLM hallucinations, ensuring AI modifies code based on strict blueprints.18MIT
- AlicenseAqualityDmaintenanceEnables users to control FreeCAD through natural language for creating, editing, and managing 3D objects and documents. It supports executing Python code, capturing screenshots of the workspace, and importing parts from the FreeCAD library.11MIT
- FlicenseAqualityCmaintenanceAn MCP server that designs software projects by drafting design documents with an LLM, refining them, answering questions, and creating projects via the AI2DEV API.4
- AlicenseBqualityDmaintenanceEnables AI assistants like Claude to create and edit electronic circuit diagrams using the schemdraw library through the Model Context Protocol.93MIT