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    Enables multiple coding agents sharing one repository to coordinate their work through time-limited directory and file leases, an enforced pre-tool-use hook, shared presence tracking, messaging, and an audit history, so they never edit or run each other's files concurrently.
    15
    47 PyPI
    MIT
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    Not graded
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    maintenance
    Enables AI agents to inspect and manage Windows software, including listing installed and running apps, searching catalogs, installing, upgrading, uninstalling, managing startup apps, exporting backups, and checking exploited vulnerabilities. It also supports a read-only mode for safe discovery.
    AGPL 3.0
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    Provides software design guidance via MCP, including SOLID principles, design patterns, pattern scaffolding, and heuristic code-smell detection to help review and refactor code.
    4
    60 npm
    MIT
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    license
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    quality
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    Facilitates software development planning through interactive sessions that break down projects into manageable tasks with complexity scoring, code examples, and implementation plan management.
    6
    15 npm
    MIT
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    quality
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    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
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    Not graded
    quality
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    maintenance
    A Windows-local MCP server that connects natural-language engineering tasks to COMSOL, Autodesk Fusion, and LabVIEW through their official software interfaces. It lets users submit, track, and verify parametric simulation, CAD modeling, and measurement jobs as configurable tools.
    1
    MIT
  • F
    license
    Not graded
    quality
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    maintenance
    Enables AI agents to automate local software management workflows including installation, uninstallation, updates, and environment recommendations. It provides a standardized, non-interactive interface for managing system applications and tracking software versions safely.
    -
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    A local, read-only MCP server (plus CLI) over your own stock/ETF transaction log. A deterministic core computes drawdown-first risk with bootstrap confidence intervals and validates targets with walk-forward verdicts. The assistant narrates, but the number fence makes it structurally impossible for the model to produce a figure.
    8
    1
    AGPL 3.0
  • F
    license
    A
    quality
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    maintenance
    Local stdio MCP server that provides tools for calculating averages, evaluating scores into grades, and retrieving student names by student ID. It logs every call to JSONL files with timestamps and performance metrics.
    3
    -
  • A
    license
    B
    quality
    A
    maintenance
    Lets AI assistants control a live ArcGIS Pro session through arcpy, including layer management, attribute queries, geoprocessing, symbology, and export.
    112
    48
    AGPL 3.0
  • A
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    Not graded
    quality
    A
    maintenance
    Enables MCP clients to inspect, back up, restore-plan, and safely manage Discord guilds with local-only stdio operation, confirmation and audit reasons, and guarded mutations requiring backups for high-impact changes.
    54
    310 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes the live Pro session as MCP tools (ping, zoom_to, query, run_gp, export_layout) so an agent drives the running project while you watch.
    6
    71
    PolyForm Noncommercial 1.0.0
  • A
    license
    A
    quality
    D
    maintenance
    Integrates 6 Korean public procurement APIs to search, analyze, and manage procurement data using natural language.
    8
    3
    MIT
  • A
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    quality
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    maintenance
    Enables AI assistants to read live temperature and Pt100 resistance measurements, sampled statistics, and device information from a Senseca PRO 111/PRO 115 USB thermometer, with optional write tools for setting the instrument clock and location labels.
    4
    MIT
  • A
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    quality
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    maintenance
    A read-only MCP server that lets AI assistants search and browse the Coolapk community — posts, comments, topics, user profiles, home feeds, and images — with built-in login reuse, rate limiting, and risk-control fallbacks. All access is strictly read-only, so agents can look up community information without any write operations.
    13
    10
    MIT