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  • A
    license
    Not graded
    quality
    A
    maintenance
    Aggregates tools from multiple upstream MCP servers and exposes them through 4 meta-tools, enabling LLMs to discover and use hundreds of tools without loading all schemas upfront.
    130 PyPI
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.
    66
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides an isolated workspace for testing candidate code, runs tests, and returns deterministic pass/fail verdicts. Enables automated grading of software engineering solutions by ensuring reproducible test runs.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to perform software engineering tasks inside an isolated, deterministic sandbox—exploring repositories, reproducing failures, applying patches, running tests, and verifying solutions against hidden suites through MCP tools.
    8
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A specialized server that provides advanced TypeScript code manipulation and analysis capabilities, enabling refactoring, navigation, diagnostics, and module analysis through Claude.
    11
    21,018 npm
    453
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables debugging of Python, JavaScript/TypeScript, Go, and Rust code using real debuggers with breakpoints, stepping, variable inspection, and stack trace navigation through the Debug Adapter Protocol.
    21
    9 npm
    2
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    This is a MCP server that implements an unreasonable thinking system. It helps generate unconventional solutions: Generating unreasonable thoughts that challenge conventional wisdom. Creating branches of thinking in different directions
    3
    30
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Wraps the Judge0 evaluation stack into a local algorithm-problem judging service that exposes seven tools to MCP clients, enabling models to browse problems, self-test against public samples, and submit solutions for full hidden-test grading. Judging parameters, submission limits, and hidden-data access are enforced server-side so models cannot bypass them.
    GPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for the RETICOLO V10 rigorous coupled-wave analysis solver, enabling agents to compute RCWA spectra, convergence scans, and field maps via MATLAB Engine API without launching the MATLAB desktop.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to analyze documents larger than their context window by loading files into RAM and querying them via search, navigation, and Python execution tools. Supports recursive reasoning to process massive datasets in chunks using sub-agents.
    97 PyPI
    215
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to interact with and control the Pulsar text editor through a variety of file and text manipulation commands. It allows for tasks like code editing, context retrieval, and project navigation using either a built-in chat panel or external MCP clients.
    3
    MIT