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    Enables LLMs to verify the novelty and validity of invented battery materials, with support for searching and validating against a materials database.
    2
    MIT
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    Exposes EnergyPlus simulation control (run, parse metrics, edit schedules) as LLM tools for autonomous building energy optimization.
    -
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    Generates deterministic solar and energy storage system preliminary proposal calculations from structured customer inputs.
    1
    MIT
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    A
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    Enables natural-language interaction with Ladybug Tools for building performance simulation, 3D modeling, and data visualization, allowing agents to perform complex environmental analysis tasks without CAD software.
    3
    10
    GPL 3.0
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    Enables AI agents to interact with a user's Fill-Rite fuel management system, with token refresh handling for continuous access.
    9
    MIT
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    An MCP server that enables natural language interaction with the MeteoControl VCOM API v2 for monitoring solar array installations. It allows users to retrieve real-time and historical energy data, system alerts, and detailed asset configuration metrics.
    4
    Apache 2.0
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    Access Great Britain electricity grid open data from the NESO API, enabling queries about generation, demand, and market data.
    3 npm
    MIT
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    MCP server for querying and simulating the dispatch plan of a solar PV + battery system in the Chilean electricity market, using deterministic optimization and optional DRL.
    Academic Free v1.1
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    Enables users to query current and historical UK electricity carbon intensity, generation mix, and regional intensity data to schedule energy-intensive tasks during low-carbon periods.
    2 npm
    MIT
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    PyPSA MCP is a Model Context Protocol (MCP) server for creating, analyzing, and optimizing energy system models using PyPSA (Python for Power System Analysis).
    73
    MIT
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    Enables users to query the UK National Grid's carbon intensity data, providing real-time and forecasted carbon emissions for electricity generation.
    5 npm
    MIT
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    Provides real-time grid carbon intensity, power generation breakdown, and carbon-intensity forecasts for any zone or lat/lon location.
    MIT
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    MCP server for querying ENTSO-E Transparency Platform data including actual load, generation per type, cross-border flows, and installed capacity.
    1 npm
    MIT
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    A physics engine for liquid-cooled GPU systems, exposed as an AI-callable MCP server. Enables thermal analysis, coolant comparison, flow optimization, and rack-level sizing via natural language queries.
    1
    MIT
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    A Model Context Protocol (MCP) server that provides comprehensive access to Tigo Energy solar system data and analytics. It enables AI assistants to interact with your Tigo solar monitoring system to retrieve production data, performance metrics, system health information, and maintenance insights.
    MIT
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    Enables real-time access to US electricity generation, fuel mix, and demand data through natural language queries.
    3 npm
    MIT
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    MCP server for Solplanet ASW5-T inverter, enabling natural language queries about solar energy system status and control.
    MIT