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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables querying cross-repo code dependencies, HTTP routes, database tables, and queues via an MCP server using Cypher queries.
    -
  • A
    license
    A
    quality
    B
    maintenance
    This 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.
    5
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A 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.
    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
    -
  • A
    license
    A
    quality
    C
    maintenance
    Offline MCP server for SAP ABAP static analysis, ABAP Cloud readiness scoring, and RAP scaffolding. It enables AI agents to lint ABAP source, compare reworks, check released APIs, and generate RAP business objects without needing an SAP system.
    9
    402 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Mneme exposes a governed Decision Index so MCP clients can propose candidate architectural decisions and query decision state, applicability, and traceability. Proposals remain non-authoritative: accepting or activating protections stays under explicit human control.
    6
    455 PyPI
    25
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for creating and editing diagrams using draw.io. Allows generating diagrams from Mermaid or XML, searching shapes, and opening them in draw.io for export.
    2
    0
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    13 AI-powered UML diagram tools for coding agents. Generates class, sequence, state, ER, threat model, deployment and architecture diagrams in Mermaid syntax. Works in Claude Code, Cursor and Windsurf.
    14
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Cloud infrastructure provisioning via natural language. Enables deploying production-ready infrastructure on AWS, GCP, Azure, or Oracle with a single prompt.
    12
    8 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    🐍 🏠 - Code graph for AI agents over MCP: resolves Python and TypeScript calls to fully qualified names and reports the share it could not resolve instead of guessing. Multi-hop impact analysis, authz reachability audit, architectural drift against declared patterns. Local, SQLite. uvx codegraph-brain
    14
    15
    330 PyPI
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables auto-configuration and validation of React components against a glassmorphic design token system using an AST correction engine. It supports managing UI presets, enforcing design uniformity in Monaco IDE, and exporting tokens as CSS, Tailwind, or JavaScript variables.
    14
    MIT