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  • 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
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI coding agents to inspect GitHub repositories and shell commands for download-and-execute payloads, obfuscation, typosquatted dependencies, autorun hooks, and fake-star signals before following or running them.
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables deterministic static analysis of Python code, providing tools to inspect classes, functions, imports, dependencies, and more, without executing the code.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to review Python dependency requirements and source code against a modernization catalog, returning structured guidance, import-level suggestions, and compatibility floors. It also lists available codemod recipes and previews their transformations as unified diffs, all read-only and without installing packages or executing supplied code.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides a secure, containerized Python sandbox for executing LLM-generated code with multi-layer isolation, along with JSON/CSV validation and workspace state snapshots.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Checks a code repository without running it: Safe, Works and Complete scores with an A-F grade, catching leaked keys, dangerous calls, invented or lookalike packages, broken imports and missing project files. Standard-library Python; MCP tools scan, orphans and explain.
    5
    534 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server providing automated code linting, rule explanations, and configuration templates for wemake-python-styleguide, with structured violation reports and offline rule database.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides structural, queryable understanding of a Python codebase via MCP tools, enabling direct lookups for callers, dependencies, and class hierarchies without repeated grep/read cycles.
    6
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    This MCP server provides direct access to ruff linting, formatting checks, and ty type-checking for Python projects, with token-efficient, structured output.
    9
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server that indexes source code into a local database and provides tools for querying code symbols, dependencies, and tree structure for JavaScript/TypeScript, Java, and Python.
    7
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables coding agents to find code by what it does rather than what it's called, searching local projects and remote GitHub or Bitbucket repositories all at once. Indexing and semantic search run fully offline with a locally loaded model, so code never leaves the machine.
    268 PyPI
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables coding agents to select bounded Python source context, run configured checks, and retrieve compact failure reports, diagnostic comparisons, and freshness evidence tied to the checked code.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides local codebase intelligence as an MCP server, enabling AI agents to query dependencies, assess change impact, and produce tamper-evident change evidence packets.
    372 PyPI
    517
    Apache 2.0