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"Methods to store and persist memories for AI systems" matching MCP servers:

  • ebb-ai

    Vitalini
    A
    license
    Not graded
    quality
    A
    maintenance
    Carbon-aware MCP scheduler that defers "do it later" / "by tomorrow" / "overnight" LLM tasks to the cleanest electricity-grid hour inside a deadline — 40-70% lower CO2 per task, 50% cheaper via Anthropic/OpenAI Batch APIs. 9 MCP tools, per-task carbon receipts to local SQLite, Apache-2.0.
    1
    Apache 2.0

  • Nectar AI Facility Agent

    Jithu000000
    F
    license
    Not graded
    quality
    C
    maintenance
    MCP server that provides live facility data access and operational tools, enabling the AI agent to query sensor readings, HVAC status, energy usage, alerts, and execute confirmed maintenance actions.

  • EnergyPlus MCP Server

    Akki-24
    F
    license
    Not graded
    quality
    C
    maintenance
    Exposes EnergyPlus simulation control (run, parse metrics, edit schedules) as LLM tools for autonomous building energy optimization.

  • Cirrus Solar MCP

    srobbins-sfdc
    F
    license
    Not graded
    quality
    C
    maintenance
    MCP server that enables Google ADK agents to triage solar fault signals, retrieve Salesforce diagnostics via hosted MCP prompt templates, and create WorkOrder records when replacements are needed.

  • wiring-diagram-mcp

    YUZU-Hub
    A
    license
    A
    quality
    C
    maintenance
    Enables Claude to size batteries, wire gauges, and fuses for 12V-48V electrical systems in boats, vans, and off-grid builds, and generates complete wiring diagrams as SVG or PNG.
    9
    84
    MIT

  • victron-tcp

    lubosstrejcek
    A
    license
    A
    quality
    A
    maintenance
    Connect AI assistants to Victron Energy systems to read real-time solar, battery, grid, and inverter data from your local network via Modbus TCP or MQTT.
    32
    25
    3
    MIT

  • anker-solix-mcp

    gkoenig
    A
    license
    A
    quality
    B
    maintenance
    Enables LLM agents to query live data from Anker Solix solar systems (Solarbank, expansion batteries, Smartmeter) via natural language, such as current solar production or battery state of charge.
    12
    1
    MIT

  • trane-mcp

    NoBanks
    A
    license
    A
    quality
    D
    maintenance
    Provides AI agents with read access to Trane Tracer SC+ building automation systems for inventory and telemetry retrieval.
    8
    MIT

  • Victron VRM MCP Server

    gimi-q
    A
    license
    B
    quality
    D
    maintenance
    Read-only MCP server integrating with the Victron VRM API to monitor solar systems, batteries, alarms, and more.
    41
    17
    5
    MIT

  • Loxone MCP Server

    reijosirila
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables natural language control of Loxone smart home systems, including lighting, audio, climate, and environmental monitoring, through MCP-compatible clients.
    15
    2
    AGPL 3.0

  • thermal-mcp-server

    riccardovietri
    A
    license
    Not graded
    quality
    A
    maintenance
    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

  • calculadora-combustivel

    comeca-ai
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables calculation of the most economical fuel (gasoline, ethanol, or natural gas) based on prices and vehicle consumption, following the 70% rule for ethanol and 60% for GNV.
    1

  • beestat-mcp

    lukerweaver
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with beestat thermostats via MCP tools, including generic API calls and convenience methods for reading thermostat, sensor, and runtime data.

  • solarnetwork

    gopisrikrishna
    F
    license
    A
    quality
    B
    maintenance
    Enables AI agents to query live solar telemetry from public SolarNetwork sites, detect dated equipment faults with peer-relative analysis, and generate printable PDF service reports for field technicians.
    10

  • SwitchAI

    US1929
    A
    license
    A
    quality
    B
    maintenance
    AI agent for Italian energy tariff comparison. Analyzes electricity and gas bills, compares 44+ offers from 13 providers, estimates savings with full ARERA regulated cost breakdown
    7
    MIT