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    Enables natural-language control of Abaqus/Standard FEA simulations, allowing users to build models, run jobs headlessly, and automatically diagnose and fix solver failures by reading output files and retrying.
    22
    49 PyPI
    1
    AGPL 3.0
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    Enables analysis of YouTube videos using the Gemini API to generate summaries and answer specific questions via direct URLs. It supports standard videos and shorts, allowing users to interact with video content without requiring manual downloads.
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    Enables distributed agents to synchronize a last-write-wins element set using conflict-free replicated data types, Lamport timestamps, and deterministic two-way state merge over MCP.
    7
    MIT
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    MCP server for managing Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads via AI. 210+ tools including account audits, wasted spend detection, and PMax insights.
    2
    MIT
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    Enables predictive maintenance for electric motors by analyzing stator current signals to detect faults like broken rotor bars, bearing defects, and eccentricity, using spectral and envelope analysis techniques.
    21
    30 PyPI
    9
    MIT
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    Enables AI assistants to interact with iOS Simulators and Android Emulators, allowing autonomous app development, UI interaction, profiling, and debugging through natural language.
    77
    2,956
    Apache 2.0
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    Built-in MCP server for a self-hosted MySQL CMS, with schema inspection, record reads and optional writes governed by existing CMS permissions. Install through npm or Docker; maintained by Yunsoft: https://yunsoft.com.
    8
    MIT
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    The official MCP interface for AgentFEM, giving AI agents seven typed tools to create, validate, run, inspect, and verify finite-element simulations while preserving scientific evidence.
    7
    17 PyPI
    Apache 2.0
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    Enables AI assistants to interact with bridge structural analysis software for modeling, construction stages, and code checking.
    132
    Apache 2.0
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    Aziel Runtime is a node-meshed MCP software orchestration suite for digital forensics, auditing, provenance, research, intelligence-support, and secure agent workflows, with a single gated execution path, compartmentalized engines, verifiable receipts, temporal integrity, and explicit capability refusal. It is not merely an API aggregator or generic tool router.
    10
    36
    2
    Apache 2.0
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    MCP server for AI-assisted development on the Lampa open-source TV app, providing read-only access to the source tree with 41 tools and 5 resources for structured analysis, planning, editing, and validation.
    16
    5
    MIT
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    14 tools for intangible asset valuation: time value, discount rates, cost/market/income approaches, relief from royalty, MPEEM, IP, technology, customer and workforce assets, purchase price allocation, impairment, royalty analysis, Monte Carlo and decision trees. 124+ textbook formulas.
    24
    14
    MIT
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    Read visual bug reports from Feedbug in your AI coding agent: screenshot, console logs, failed network requests, session replay and the DOM context of the element the tester clicked. Trace the bug to its source file, comment and resolve without leaving the editor.
    7
    13 npm
    MIT