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  • A
    license
    A
    quality
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    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
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    maintenance
    Provides structured spec-driven development workflow tools for AI-assisted software development with sequential spec creation (Requirements → Design → Tasks). Features a real-time web dashboard for monitoring project progress and managing development workflows.
    5
    637 npm
    4,307
    GPL 3.0
  • A
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    A
    quality
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    maintenance
    Enables AI assistants to control FreeCAD 3D modeling software, allowing creation and manipulation of 3D objects, execution of Python code, and interaction with FreeCAD's parts library through natural language.
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables your ChatGPT or Claude web subscription to drive real remote software engineering on a Linux server, providing isolated Git worktrees, file editing, asynchronous process execution, approvals, commits, and audit. It adds no second server-side AI API token meter.
    29
    18
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI agents to code and debug Commodore PET software using the VICE emulator, with CLI and MCP tools for session control, screen reading, memory manipulation, and testing.
    44
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables control of Software Defined Radios and decoding of radio protocols through an AI-friendly Model Context Protocol interface, supporting RTL-SDR and HackRF hardware for signal analysis and protocol decoding.
    34
    82 PyPI
    31
    MIT
  • A
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    quality
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    maintenance
    An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.
    8
    25 npm
    188
    MIT
  • A
    license
    B
    quality
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    maintenance
    A Model Context Protocol server that connects Claude AI to QGIS, enabling direct interaction with the GIS software for project creation, layer manipulation, code execution, and processing algorithms through natural language prompts.
    15
    10
    Creative Commons Zero v1.0 Universal
  • A
    license
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    quality
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    maintenance
    Enables LLM-powered agents to generate, execute, and analyze Alloy modeling language code for software modeling and formal verification. Provides tools to run Alloy models, access documentation and examples, and generate models from system descriptions.
    1
    1
    MIT
  • A
    license
    Not graded
    quality
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    maintenance
    Enables Claude to function as a full-stack software engineer with comprehensive development capabilities including project creation, database management, frontend/backend development, testing, deployment, and DevOps operations across multiple frameworks and technologies.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Connects AI agents to engineering software already installed and licensed on the machine — CAD, CAE, structural analysis, BIM, and office tooling — exposing each product's real automation API as callable tools. Every connection is confirmed by a live round trip, so agents get specific diagnostics instead of fabricated capabilities or false success reports.
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to control SideFX Houdini 3D software, providing tools for scene management, node operations, rendering, and more through the Model Context Protocol.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides a bridge between Stata statistical software and code editors like VS Code and Cursor, enabling users to run Stata commands directly from the editor, view output in real-time, and get AI-powered assistance with Stata coding.
    523
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI coding agents to understand, run, test, diagnose, review, benchmark, and validate real local software projects through the Model Context Protocol. It provides workspace-confined safe execution, structured evidence instead of raw logs, and Git checkpoints with guarded rollback that never destroys user work.
    6 npm
    MIT
  • F
    license
    Not graded
    quality
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    maintenance
    Enables to interact with Abaqus FEA software through an MCP bridge, supporting connection checks, script execution, model queries, job submission, and simulation automation.
    3
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables users working inside Claude or ChatGPT to build software end to end, executing every command, test, and health check in an isolated cloud sandbox so progress is blocked unless each step is proven by real output, and finishing with a live public preview URL. It also lets sessions checkpoint and restore risky fixes, with access unlocked by a Stripe Checkout purchase.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A local server that provides powerful code analysis and search capabilities for software projects, helping AI assistants and development tools understand codebases for tasks like code generation and refactoring.
    4
    -
  • A
    license
    B
    quality
    C
    maintenance
    Gives AI agents a searchable catalog of over 15,000 documented tools, commands and functions across fourteen engineering and design applications, plus headless automation adapters that run the installed software in batch/script mode and return structured JSON. Also provides a timezone-aware time tool and an optional live documentation search, with local-only networking and an internet-tools kill switch by default.
    31
    MIT