DOE-MCP demos

economy.country_regions {"filters": {"iso": "ken"}, "rows": 2}

Searched: gcam-economy

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: iso_GCAM_regID.csv
• Title: ISO to GCAM region mapping
• Units: NA
• Description: Maps iso codes to GCAM regions (including composites as necessary)
• Column types: ccci

• data row 114
  GCAM: Regional economics · record data row 114
  Publisher record
  Record date: Unknown

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      "country_name",
      "region_GCAM3",
      "GCAM_region_ID"
    ],
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      {
        "row_number": 114,
        "values": {
          "iso": "ken",
          "country_name": "Kenya",
          "region_GCAM3": "Africa",
          "GCAM_region_ID": "2"
        },
        "evidence_ref": "evidence_01"
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    ],
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    "source_notes": [
      "File: iso_GCAM_regID.csv",
      "Title: ISO to GCAM region mapping",
      "Units: NA",
      "Description: Maps iso codes to GCAM regions (including composites as necessary)",
      "Column types: ccci",
      "----------"
    ],
    "filters": {
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    },
    "offset": 0,
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    "table_rows": 248,
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    {
      "id": "source_01",
      "source_id": "gcam-economy",
      "steward": "Pacific Northwest National Laboratory",
      "system": "GCAM: Regional economics",
      "dataset": "iso_GCAM_regID.csv",
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      "authority_level": "primary",
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      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0,
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        "required": true
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  ],
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      "Rows are model inputs, not scenario outputs or measurements of current conditions.",
      "GCAM3 region labels and numeric GCAM region IDs use different groupings."
    ]
  },
  "warnings": [
    {
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      "source_id": "gcam-economy"
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "economy.country_regions",
    "tool_contract_version": "1",
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      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

land.soil_timescales {"filters": {"GCAM_region_ID": "2"}, "rows": 2}

Searched: gcam-land

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A_soil_time_scale_R.csv
• Title: A_soil_tim_scale_R
• Units: NA
• Description: sets the number of years for soil carbon recovery following LUC
• Original source: NA
• Column types: ii

• data row 2
  GCAM: Land and agriculture · record data row 2
  Publisher record
  Record date: Unknown

{
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    "columns": [
      "GCAM_region_ID",
      "soilTimeScale"
    ],
    "records": [
      {
        "row_number": 2,
        "values": {
          "GCAM_region_ID": "2",
          "soilTimeScale": "25"
        },
        "evidence_ref": "evidence_01"
      }
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    "file_url": "https://raw.githubusercontent.com/JGCRI/gcam-core/11e128fb7ce3e14e9c4daf3903ba73123046a7aa/input/gcamdata/inst/extdata/aglu/A_soil_time_scale_R.csv",
    "source_notes": [
      "File: A_soil_time_scale_R.csv",
      "Title: A_soil_tim_scale_R",
      "Units: NA",
      "Description: sets the number of years for soil carbon recovery following LUC",
      "Original source: NA",
      "Column types: ii",
      "----------"
    ],
    "filters": {
      "GCAM_region_ID": "2"
    },
    "offset": 0,
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    "total_matches": 1,
    "table_rows": 32,
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      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
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        "empty_cell_to_null"
      ],
      "payload_hash": null,
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    }
  ],
  "coverage": {
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    "execution": "complete",
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      "gcam-land"
    ],
    "known_limitations": [
      "Rows are model inputs, not scenario outputs or measurements of current conditions.",
      "GCAM3 region labels and numeric GCAM region IDs use different groupings."
    ]
  },
  "warnings": [
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      "source_id": "gcam-land"
    }
  ],
  "_execution": {
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    "server_version": "0.1.0.dev0",
    "tool": "land.soil_timescales",
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      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

economy.country_regions {"filters": {"iso": "jpn"}, "rows": 2}

Searched: gcam-economy

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: iso_GCAM_regID.csv
• Title: ISO to GCAM region mapping
• Units: NA
• Description: Maps iso codes to GCAM regions (including composites as necessary)
• Column types: ccci

• data row 112
  GCAM: Regional economics · record data row 112
  Publisher record
  Record date: Unknown

{
  "data": {
    "table": "country_regions",
    "columns": [
      "iso",
      "country_name",
      "region_GCAM3",
      "GCAM_region_ID"
    ],
    "records": [
      {
        "row_number": 112,
        "values": {
          "iso": "jpn",
          "country_name": "Japan",
          "region_GCAM3": "Japan",
          "GCAM_region_ID": "19"
        },
        "evidence_ref": "evidence_01"
      }
    ],
    "file_url": "https://raw.githubusercontent.com/JGCRI/gcam-core/11e128fb7ce3e14e9c4daf3903ba73123046a7aa/input/gcamdata/inst/extdata/common/iso_GCAM_regID.csv",
    "source_notes": [
      "File: iso_GCAM_regID.csv",
      "Title: ISO to GCAM region mapping",
      "Units: NA",
      "Description: Maps iso codes to GCAM regions (including composites as necessary)",
      "Column types: ccci",
      "----------"
    ],
    "filters": {
      "iso": "jpn"
    },
    "offset": 0,
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      "steward": "Pacific Northwest National Laboratory",
      "system": "GCAM: Regional economics",
      "dataset": "iso_GCAM_regID.csv",
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        "empty_cell_to_null"
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  ],
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      "GCAM3 region labels and numeric GCAM region IDs use different groupings."
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  "warnings": [
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      "source_id": "gcam-economy"
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  ],
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      "self_registry": "1"
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    "registry_revision": "2026-11-09",
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}

power.geothermal_curves {"filters": {"grade": "grade 2", "region_GCAM3": "Japan"}, "rows": 2}

Searched: gcam-power

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A16.geo_curves.csv
• Title: Supply curves of hydrothermal geothermal resources, inherited from GCAM 3.0
• Units: available in Thermal EJ/yr (i.e. heat input to geothermal power plants); extractioncost in 1975$/GJ
• Description: available: quantity available; extractioncost: costs of production
• Reference: Hannam, P., P. Kyle, and S.J. Smith. 2009. Global Deployment of Geothermal Energy Using a New Characterization in GCAM 1.0. PNNL-19231, Pacitic Northwest National Laboratory. http://www.pnl.gov/main/publications/external/technical_reports/PNNL-19231.pdf
• Column types: ccccnn

• data row 18
  GCAM: Power technology · record data row 18
  Publisher record
  Record date: Unknown

{
  "data": {
    "table": "geothermal_curves",
    "columns": [
      "region_GCAM3",
      "resource",
      "subresource",
      "grade",
      "available",
      "extractioncost"
    ],
    "records": [
      {
        "row_number": 18,
        "values": {
          "region_GCAM3": "Japan",
          "resource": "geothermal",
          "subresource": "hydrothermal",
          "grade": "grade 2",
          "available": "0.56582",
          "extractioncost": "0.569"
        },
        "evidence_ref": "evidence_01"
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    "source_notes": [
      "File: A16.geo_curves.csv",
      "Title: Supply curves of hydrothermal geothermal resources, inherited from GCAM 3.0",
      "Units: available in Thermal EJ/yr (i.e. heat input to geothermal power plants); extractioncost in 1975$/GJ",
      "Description: available: quantity available; extractioncost: costs of production",
      "Reference: Hannam, P., P. Kyle, and S.J. Smith. 2009. Global Deployment of Geothermal Energy Using a New Characterization in GCAM 1.0. PNNL-19231, Pacitic Northwest National Laboratory. http://www.pnl.gov/main/publications/external/technical_reports/PNNL-19231.pdf",
      "Column types: ccccnn",
      "----------"
    ],
    "filters": {
      "grade": "grade 2",
      "region_GCAM3": "Japan"
    },
    "offset": 0,
    "record_count": 1,
    "total_matches": 1,
    "table_rows": 28,
    "release": "GCAM v9.1"
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "gcam-power",
      "steward": "Pacific Northwest National Laboratory",
      "system": "GCAM: Power technology",
      "dataset": "A16.geo_curves.csv",
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economy.country_regions {"filters": {"iso": "deu"}, "rows": 2}

Searched: gcam-economy

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: iso_GCAM_regID.csv
• Title: ISO to GCAM region mapping
• Units: NA
• Description: Maps iso codes to GCAM regions (including composites as necessary)
• Column types: ccci

• data row 58
  GCAM: Regional economics · record data row 58
  Publisher record
  Record date: Unknown

{
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      "country_name",
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      "GCAM_region_ID"
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    "records": [
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        "row_number": 58,
        "values": {
          "iso": "deu",
          "country_name": "Germany",
          "region_GCAM3": "Western Europe",
          "GCAM_region_ID": "13"
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      "Title: ISO to GCAM region mapping",
      "Units: NA",
      "Description: Maps iso codes to GCAM regions (including composites as necessary)",
      "Column types: ccci",
      "----------"
    ],
    "filters": {
      "iso": "deu"
    },
    "offset": 0,
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      "id": "source_01",
      "source_id": "gcam-economy",
      "steward": "Pacific Northwest National Laboratory",
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water.cooling_shares {"filters": {"cooling_system": "recirculating", "plant_type": "coal", "region_GCAM3": "Western Europe", "water_type": "fresh"}, "rows": 2}

Searched: gcam-water

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A23.CoolingSystemShares_RG3.csv
• Title: Cooling system shares for GCAM3 regions
• Units: Unitless
• Source: Various sources. USA values are from UCS data. WEUR future are from Schakel inventory.
• Column types: ccccnnnnnnn

• data row 57
  GCAM: Water use · record data row 57
  Publisher record
  Record date: Unknown

{
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          "2010": "0.695636538",
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      "Title: Cooling system shares for GCAM3 regions",
      "Units: Unitless",
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      "Column types: ccccnnnnnnn",
      "----------"
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economy.country_regions {"filters": {"iso": "bra"}, "rows": 2}

Searched: gcam-economy

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: iso_GCAM_regID.csv
• Title: ISO to GCAM region mapping
• Units: NA
• Description: Maps iso codes to GCAM regions (including composites as necessary)
• Column types: ccci

• data row 31
  GCAM: Regional economics · record data row 31
  Publisher record
  Record date: Unknown

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      "Title: ISO to GCAM region mapping",
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      "Column types: ccci",
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land.bioenergy_preferences {"filters": {"GCAM_region_ID": "7"}, "rows": 2}

Searched: gcam-land

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A_biomassSupplyShare_R.csv
• Title: Whether a region currently has bioenergy supports
• Units: NA
• Comments: These data include preference assumptions to adjust supply side share weights, possibly by region. Regions not included here are set to USA's value. Only the preference column is used
• Source: NA
• Column types: iccc

• data row 7
  GCAM: Land and agriculture · record data row 7
  Publisher record
  Record date: Unknown

{
  "data": {
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      "region",
      "preference",
      "preference_alternative"
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    "records": [
      {
        "row_number": 7,
        "values": {
          "GCAM_region_ID": "7",
          "region": "Brazil",
          "preference": "High",
          "preference_alternative": "High"
        },
        "evidence_ref": "evidence_01"
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      "File: A_biomassSupplyShare_R.csv",
      "Title: Whether a region currently has bioenergy supports",
      "Units: NA",
      "Comments: These data include preference assumptions to adjust supply side share weights, possibly by region. Regions not included here are set to USA's value. Only the preference column is used",
      "Source: NA",
      "Column types: iccc",
      "----------"
    ],
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    },
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}

economy.country_regions {"filters": {"iso": "pak"}, "rows": 2}

Searched: gcam-economy

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: iso_GCAM_regID.csv
• Title: ISO to GCAM region mapping
• Units: NA
• Description: Maps iso codes to GCAM regions (including composites as necessary)
• Column types: ccci

• data row 169
  GCAM: Regional economics · record data row 169
  Publisher record
  Record date: Unknown

{
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      "country_name",
      "region_GCAM3",
      "GCAM_region_ID"
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    "records": [
      {
        "row_number": 169,
        "values": {
          "iso": "pak",
          "country_name": "Pakistan",
          "region_GCAM3": "Southeast Asia",
          "GCAM_region_ID": "22"
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      "File: iso_GCAM_regID.csv",
      "Title: ISO to GCAM region mapping",
      "Units: NA",
      "Description: Maps iso codes to GCAM regions (including composites as necessary)",
      "Column types: ccci",
      "----------"
    ],
    "filters": {
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  "warnings": [
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economy.labor_sectors {"filters": {"GCAM_region_ID": "22"}, "rows": 2}

Searched: gcam-economy

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A_labor_supply_sector.csv
• Title: logit exponent in labor supply
• Units: NA
• Comments: regional assumpations for labor productivity growth and mobility
• region_AgProdGrowth defines ag labor productivity scaling relative to land productivity:
• Low = 2X (mature economies), Med = 3X (transitional), High = 4X (structural transformation)
• logit_exponent controls labor mobility across sectors; higher values increase wage responsiveness.
• High-growth regions (e.g., India, Pakistan, parts of Africa) use higher responsiveness (1.25)
• Applied consistently across SSPs under CMP-411
• Source: NA
• Column types: icccccncic

• data row 22
  GCAM: Regional economics · record data row 22
  Publisher record
  Record date: Unknown

{
  "data": {
    "table": "labor_sectors",
    "columns": [
      "GCAM_region_ID",
      "region",
      "supplysector",
      "output.unit",
      "input.unit",
      "region_AgProdGrowth",
      "logit.exponent",
      "price.unit",
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      {
        "row_number": 22,
        "values": {
          "GCAM_region_ID": "22",
          "region": "Pakistan",
          "supplysector": "Labor_Total",
          "output.unit": "mil pers",
          "input.unit": "mil pers",
          "region_AgProdGrowth": "High",
          "logit.exponent": "2",
          "price.unit": "1990$/pers",
          "logit.year.fillout": "1975",
          "logit.type": null
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    "source_notes": [
      "File: A_labor_supply_sector.csv",
      "Title: logit exponent in labor supply",
      "Units: NA",
      "Comments: regional assumpations for labor productivity growth and mobility",
      "region_AgProdGrowth defines ag labor productivity scaling relative to land productivity:",
      "Low = 2X (mature economies), Med = 3X (transitional), High = 4X (structural transformation)",
      "logit_exponent controls labor mobility across sectors; higher values increase wage responsiveness.",
      "High-growth regions (e.g., India, Pakistan, parts of Africa) use higher responsiveness (1.25)",
      "Applied consistently across SSPs under CMP-411",
      "Source: NA",
      "Column types: icccccncic",
      "----------"
    ],
    "filters": {
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water.desalination_inputs {"filters": {"minicam.energy.input": "elect_td_ind", "technology": "reverse osmosis"}, "rows": 2}

Searched: gcam-water

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A71.globaltech_coef.csv
• Title: Desalination energy-for-water coefficients
• Units: GJ of energy per cubic meter of water (GJ/m3)
• Source: Liu et al. 2016. DOI: 10.1021/acs.est.6b01065
• Column types: ccccnnnn

• data row 1
  GCAM: Water use · record data row 1
  Publisher record
  Record date: Unknown

{
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      "2100"
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          "2100": "0.0063"
        },
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    "source_notes": [
      "File: A71.globaltech_coef.csv",
      "Title: Desalination energy-for-water coefficients",
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      "Source: Liu et al. 2016. DOI: 10.1021/acs.est.6b01065",
      "Column types: ccccnnnn"
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water.desalination_costs {"filters": {"technology": "reverse osmosis"}, "rows": 2}

Searched: gcam-water

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A71.globaltech_cost.csv
• Title: Desalination non-energy costs
• Units: 1975$ per cubic meter of desalinated water (1975$/m3)
• Source: RO tech cost estimated as total costs (about $2400/acre-foot, in 2016 dollars) minus fuel costs (36%), from CA Dept of Water Resources 2016. https://water.ca.gov/-/media/DWR-Website/Web-Pages/Programs/California-Water-Plan/Docs/RMS/2016/09_Desalination_July2016.pdf
• Column types: ccccnn

• data row 1
  GCAM: Water use · record data row 1
  Publisher record
  Record date: Unknown

{
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    "table": "desalination_costs",
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      "minicam.non.energy.input",
      "1971",
      "2100"
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    "source_notes": [
      "File: A71.globaltech_cost.csv",
      "Title: Desalination non-energy costs",
      "Units: 1975$ per cubic meter of desalinated water (1975$/m3)",
      "Source: RO tech cost estimated as total costs (about $2400/acre-foot, in 2016 dollars) minus fuel costs (36%), from CA Dept of Water Resources 2016. https://water.ca.gov/-/media/DWR-Website/Web-Pages/Programs/California-Water-Plan/Docs/RMS/2016/09_Desalination_July2016.pdf",
      "Column types: ccccnn"
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      "steward": "Pacific Northwest National Laboratory",
      "system": "GCAM: Water use",
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      "retrieved_at": "2026-11-09T00:00:00Z",
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  ],
  "coverage": {
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}

emissions.warming_potentials {"filters": {"Gas": "HFC134a"}, "rows": 2}

Searched: gcam-emissions

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A41.GWP.csv
• Title: Global warming potential values for fgases
• Units: tonnes
• Source: 2007 IPCC AR4 p212
• Description: The global warming potential of Fgases over a 100-year time horizon
• Column types: cci

• data row 4
  GCAM: Emissions · record data row 4
  Publisher record
  Record date: Unknown

{
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      "GWP"
    ],
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      {
        "row_number": 4,
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          "Gas": "HFC134a",
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          "GWP": "1430"
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    "file_url": "https://raw.githubusercontent.com/JGCRI/gcam-core/11e128fb7ce3e14e9c4daf3903ba73123046a7aa/input/gcamdata/inst/extdata/emissions/A41.GWP.csv",
    "source_notes": [
      "File: A41.GWP.csv",
      "Title: Global warming potential values for fgases",
      "Units: tonnes",
      "Source: 2007 IPCC AR4 p212",
      "Description: The global warming potential of Fgases over a 100-year time horizon",
      "Column types: cci",
      "----------"
    ],
    "filters": {
      "Gas": "HFC134a"
    },
    "offset": 0,
    "record_count": 1,
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        "required": true
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  "evidence": [
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      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [
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        "empty_cell_to_null"
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      "payload_hash": null,
      "raw_recovery": "available"
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  ],
  "coverage": {
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    "result": "hit",
    "sources_searched": [
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    ],
    "known_limitations": [
      "Rows are model inputs, not scenario outputs or measurements of current conditions.",
      "GCAM3 region labels and numeric GCAM region IDs use different groupings."
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  "warnings": [
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      "source_id": "gcam-emissions"
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  ],
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    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
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}

emissions.warming_potentials {"filters": {"Gas": "CF4"}, "rows": 2}

Searched: gcam-emissions

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A41.GWP.csv
• Title: Global warming potential values for fgases
• Units: tonnes
• Source: 2007 IPCC AR4 p212
• Description: The global warming potential of Fgases over a 100-year time horizon
• Column types: cci

• data row 2
  GCAM: Emissions · record data row 2
  Publisher record
  Record date: Unknown

{
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    "columns": [
      "Gas",
      "HFC_PFC",
      "GWP"
    ],
    "records": [
      {
        "row_number": 2,
        "values": {
          "Gas": "CF4",
          "HFC_PFC": "PFC",
          "GWP": "7390"
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    "source_notes": [
      "File: A41.GWP.csv",
      "Title: Global warming potential values for fgases",
      "Units: tonnes",
      "Source: 2007 IPCC AR4 p212",
      "Description: The global warming potential of Fgases over a 100-year time horizon",
      "Column types: cci",
      "----------"
    ],
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      "system": "GCAM: Emissions",
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      "retrieved_at": "2026-11-09T00:00:00Z",
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        "empty_cell_to_null"
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  "warnings": [
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      "source_id": "gcam-emissions"
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  ],
  "_execution": {
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    "registry_revision": "2026-11-09",
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}

power.wind_capacity_factors {"filters": {"wind_class": "c7"}, "rows": 2}

Searched: gcam-power

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A20.wind_class_CFs.csv
• Title: Capacity factor assumptions for global offshore wind classes
• Units: Unitless
• Source: Eurek et. al (2017); https://doi.org/10.1016/j.eneco.2016.11.015; raw data at https://catalog.data.gov/dataset/global-cfdda-based-onshore-and-offshore-wind-potential-supply-curves-by-country-class-and-
• Column types: cn

• data row 7
  GCAM: Power technology · record data row 7
  Publisher record
  Record date: Unknown

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      "File: A20.wind_class_CFs.csv",
      "Title: Capacity factor assumptions for global offshore wind classes",
      "Units: Unitless",
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power.offshore_depth_costs {"filters": {"depth_class": "deep"}, "rows": 2}

Searched: gcam-power

• This publisher requires citation as a condition of use. Cite: Joint Global Change Research Institute, Pacific Northwest National Laboratory. GCAM v9.1, gcamdata. Cite the specific input file and retain its source notes.

• File: A20.offshore_wind_depth_cap_cost.csv
• Title: Depth class and capital cost for offshore wind
• Units: 1975$ per GJ
• Comments: Depth class-specific cost assumptions
• Source: Based on data from the literature such as Cranmer (2017), Beiter (2016), EIA (2017), and Lazard (2016)
• Column types: ci

• data row 3
  GCAM: Power technology · record data row 3
  Publisher record
  Record date: Unknown

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      "Source: Based on data from the literature such as Cranmer (2017), Beiter (2016), EIA (2017), and Lazard (2016)",
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research.search_literature {"query": "perovskite solar", "rows": 3}

Searched: osti-gov-records, osti-doe-pages

• No published rate limit means none of us knows what the real one is. If OSTI ever publishes one, or answers an email about it, this field becomes a number and the politeness budget follows it.
• No published rate limit, same as the rest of the OSTI family.

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          "Reiter, Kyle [National Laboratory of the Rockies, Golden, CO (United States)]"
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          "You, Shuai [National Laboratory of the Rockies (NLR), Golden, CO (United States)]",
          "Zhang, Xiyao [Univ. of Texas, Arlington, TX (United States); Univ. of Akron, OH (United States)]",
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          "Tan, Shaun",
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      "Some records carry future `publication_date` values, which is correct rather than a data error: OSTI accepts scheduled-publication metadata. Sorting by date puts unpublished work first unless a range is set.",
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      "reason": "Call again with a higher page number, or narrow the filters. Do not describe these as all the results."
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  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "research.search_literature",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
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    "request_id": "recorded-workflow"
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research.get_record {"collection": "literature", "record_id": "3484888"}

Searched: osti-gov-records

• No published rate limit means none of us knows what the real one is. If OSTI ever publishes one, or answers an email about it, this field becomes a number and the politeness budget follows it.

{
  "data": {
    "record": {
      "id": "3484888",
      "title": "Low-cost, Highly Efficient and Fast Thermally Pressed Scalable Carbon-based Planar Perovskite Solar Cells",
      "authors": [
        "Yan, Feng [Materials Science and Engineering Program, School for Engineering of Matter, Transport and Energy, Arizona State University, Tempe, AZ, 85287]"
      ],
      "publication_date": "2026-08-26",
      "product_type": "Technical Report",
      "doi": "10.2172/3484888",
      "report_number": "EE0009833",
      "research_orgs": [
        "Univ. of Alabama, Tuscaloosa, AL (United States)",
        "Arizona State Univ., Tempe, AZ (United States)",
        "National Renewable Energy Laboratory (NREL), Golden, CO (United States)"
      ],
      "description": "This Final Technical Report summarizes work completed under Award Number DEEE0009833, titled \"Low-cost, Highly Efficient and Fast Thermally Pressed Scalable Carbon-based Planar Perovskite Solar Cells.\" The project addressed the central technical problem that carbon-electrode perovskite solar cells (C-PSCs) can reduce electrode costs and improve environmental durability, but they have historically lagged noble-metalcontact devices due to poor carbon/perovskite contact, high carbon-electrode resistance, imperfect hole extraction, and insufficient operational stability. The Statement of Project Objectives (SOPO), therefore, required systematic engineering of thermally pressed carbon-based planar perovskite solar cells by improving the carbon/perovskite interface quality, improving carbon-electrode conductivity, and further increasing device stability. The work advanced understanding of carbon-based perovskite photovoltaics by connecting device performance to three coupled mechanisms: interfacial recombination at the perovskite/hole-transport-layer/carbon stack; lateral and vertical transport losses in carbon contacts; and instability driven by moisture, heat, illumination, ion migration, and slow/variable manufacturing steps.",
      "subjects": [
        "14 SOLAR ENERGY",
        "Perovskite Solar Cell, Carbon electrode, Efficiency, Stability"
      ],
      "sponsor_orgs": [
        "USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office",
        "USDOE Office of Critical Minerals and Energy Innovation (CMEI)"
      ]
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  "warnings": [
    {
      "code": "terms_note",
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      "source_id": "osti-gov-records"
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  ],
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research.search_literature {"public_access_only": true, "query": "perovskite solar", "rows": 3}

Searched: osti-doe-pages

• No published rate limit, same as the rest of the OSTI family.
• Restricted to DOE PAGES, which holds public-access literature after a 12-month administrative embargo. Recent work is systematically absent; search without public_access_only to see the wider index.

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        "id": "3409109",
        "title": "Reducing non-radiative recombination in perovskite solar cells with a SiO<sub>2</sub>-graphene oxide buried interface layer",
        "authors": [
          "Cao, Zikun [Univ. of Texas, Arlington, TX (United States); Univ. of Miami, FL (United States)]",
          "You, Shuai [National Laboratory of the Rockies (NLR), Golden, CO (United States)]",
          "Zhang, Xiyao [Univ. of Texas, Arlington, TX (United States); Univ. of Akron, OH (United States)]",
          "Liu, Lei [Univ. of Akron, OH (United States)]",
          "Zhang, Haixing [Univ. of Miami, FL (United States)]"
        ],
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        "doi": "10.1016/j.nanoen.2026.112209",
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        "research_orgs": [
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        ]
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      {
        "id": "3818255",
        "title": "Direct Microscale Observation of Additive-Triggered Reduction in Tin Halide Perovskites",
        "authors": [
          "Westbrook, Robert J. E. [University of Washington, Seattle, WA (United States)] (ORCID:0000000212030712)",
          "Taddei, Margherita [University of Washington, Seattle, WA (United States)] (ORCID:0000000341228418)",
          "Sanchez-Diaz, Jes\u00fas [Universitat Jaume, Castell\u00f3n (Spain)]",
          "Mushtaq, Tehmina [Universitat Jaume, Castell\u00f3n (Spain)]",
          "S\u00e1nchez, Rafael S [Universitat Jaume, Castell\u00f3n (Spain)] (ORCID:0000000189486120)"
        ],
        "publication_date": "2026-08-26",
        "product_type": "Journal Article",
        "authors_truncated": 4,
        "doi": "10.1021/acsenergylett.6c01751",
        "journal": "ACS Energy Letters",
        "research_orgs": [
          "University of Washington, Seattle, WA (United States)"
        ]
      },
      {
        "id": "3818626",
        "title": "Mixed-Ligand-Driven Phase-Pure 2D Perovskite for Interfacial Passivation of Perovskite Photovoltaics",
        "authors": [
          "Shih, Meng-Chen",
          "Tan, Shaun",
          "Lu, Yongli",
          "Kodalle, Tim",
          "Terlier, Tanguy"
        ],
        "publication_date": "2026-08-11",
        "product_type": "Journal Article",
        "authors_truncated": 10,
        "doi": "10.1021/jacs.6c05503",
        "journal": "Journal of the American Chemical Society",
        "research_orgs": [
          "Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)"
        ]
      }
    ],
    "record_count": 3,
    "per_source": [
      {
        "source_id": "osti-doe-pages",
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      "id": "source_01",
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      "steward": "Office of Scientific and Technical Information",
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      "effective_at": "2026-09-18T11:49:56Z",
      "transformations": [
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      "payload_hash": null,
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      "effective_at": "2026-09-18T08:11:09Z",
      "transformations": [
        "normalize"
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      "raw_recovery": "available"
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    "result": "hit",
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    "known_limitations": [
      "A 12-month administrative embargo interval applies before an accepted manuscript appears. Recent DOE-funded work is therefore systematically absent, and an empty result for a 2026 paper means \"not yet released\", not \"does not exist\".",
      "DOIs arrive as full https://doi.org/ URLs rather than bare DOIs, which breaks naive deduplication against OSTI.GOV records of the same work. The adapter normalizes both to a bare DOI and keeps the URL form as the locator.",
      "Sixteen times smaller than OSTI.GOV (260K against 4.38M) by design, not by omission. A literature search that finds nothing here should try OSTI.GOV before concluding anything."
    ]
  },
  "warnings": [
    {
      "code": "terms_note",
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    {
      "code": "terms_note",
      "message": "Restricted to DOE PAGES, which holds public-access literature after a 12-month administrative embargo. Recent work is systematically absent; search without public_access_only to see the wider index.",
      "source_id": "osti-doe-pages"
    }
  ],
  "access_recipes": [
    {
      "kind": "doi",
      "uri": "https://doi.org/10.1016/j.nanoen.2026.112209",
      "label": "Reducing non-radiative recombination in perovskite solar cells with a\u2026",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "fulltext_pdf",
      "uri": "https://www.osti.gov/servlets/purl/3409109",
      "label": "Full text (OSTI)",
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      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "doi",
      "uri": "https://doi.org/10.1021/acsenergylett.6c01751",
      "label": "Direct Microscale Observation of Additive-Triggered Reduction in Tin Halide\u2026",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "fulltext_pdf",
      "uri": "https://www.osti.gov/servlets/purl/3818255",
      "label": "Full text (OSTI)",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "doi",
      "uri": "https://doi.org/10.1021/jacs.6c05503",
      "label": "Mixed-Ligand-Driven Phase-Pure 2D Perovskite for Interfacial Passivation of\u2026",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
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      "label": "Full text (OSTI)",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    }
  ],
  "next_actions": [
    {
      "finding": "More matches exist than the 3 returned.",
      "suggested_capability": "literature.search",
      "reason": "Call again with a higher page number, or narrow the filters. Do not describe these as all the results."
    }
  ],
  "_execution": {
    "server": "doe-mcp",
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      "none": "1",
      "self_registry": "1"
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    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
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earth.get_daymet_point {"end": "2024-12-31", "latitude": 35.9313, "longitude": -84.3104, "start": "2024-12-26", "variables": "tmax"}

Searched: ornl-daac

• Values are modelled estimates for the 1 km cell containing the point, interpolated from ground stations. They are not a station observation and the service reports no cell centre, so a value here is the model's account of that kilometre rather than a measurement at the coordinates given.

• tile:11208@35.9313,-84.3104
  ORNL DAAC (Daymet, MODIS/VIIRS subsets) · record tile:11208@35.9313,-84.3104
  No publisher locator supplied
  Record date: 2024-12-26

{
  "data": {
    "latitude": 35.9313,
    "longitude": -84.3104,
    "elevation_meters": 261.0,
    "tile": "11208",
    "projected_coordinates": "1352953.24 -569846.6",
    "software_version": "All years; all variables; Daymet Software Version 4.0",
    "publisher_citation": "Thornton; M.M.; R. Shrestha; Y. Wei; P.E. Thornton; S-C. Kao; and B.E. Wilson. 2022. Daymet: Daily Surface Weather Data on a 1-km Grid for North America; Version 4 R1. ORNL DAAC; Oak Ridge; Tennessee; USA. https://doi.org/10.3334/ORNLDAAC/2129",
    "columns": [
      {
        "name": "tmax",
        "units": "deg c",
        "description": "Daily maximum 2-metre air temperature, degrees Celsius"
      }
    ],
    "days": [
      {
        "date": "2024-12-26",
        "yday": 361,
        "values": {
          "tmax": 14.51
        }
      },
      {
        "date": "2024-12-27",
        "yday": 362,
        "values": {
          "tmax": 12.72
        }
      },
      {
        "date": "2024-12-28",
        "yday": 363,
        "values": {
          "tmax": 14.22
        }
      },
      {
        "date": "2024-12-29",
        "yday": 364,
        "values": {
          "tmax": 15.9
        }
      },
      {
        "date": "2024-12-30",
        "yday": 365,
        "values": {
          "tmax": 16.43
        }
      }
    ],
    "record_count": 5,
    "requested_range": {
      "from": "2024-12-26",
      "to": "2024-12-31"
    },
    "returned_range": {
      "from": "2024-12-26",
      "to": "2024-12-30"
    },
    "calendar": "Daymet's year is always 365 days. 29 February is present and 31 December is dropped in leap years, so an annual total from a leap year is a 365-day total and the missing date is named on any answer whose range covers it.",
    "note": "Daily modelled surface weather for the 1 km cell holding this point. Precipitation is a daily total; tmax and tmin are daily extremes, so a daily mean has to be computed and is not published. For observations at a station rather than a modelled grid cell, this is the wrong source.",
    "dates_absent": [
      "2024-12-31"
    ],
    "dates_absent_note": "Daymet's year is 365 days long: 29 February is present and 31 December is dropped. The date(s) above are inside the range requested and are absent from the dataset rather than missing from this answer. An annual total for such a year is a 365-day total."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "ornl-daac",
      "steward": "Oak Ridge National Laboratory",
      "funder": "National Aeronautics and Space Administration",
      "system": "ORNL DAAC (Daymet, MODIS/VIIRS subsets)",
      "dataset": "Daymet single-pixel extraction",
      "dataset_version": "Daymet V4 R1",
      "authority_level": "official_secondary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "tile:11208@35.9313,-84.3104",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2024-12-26",
      "transformations": [
        "day-of-year converted to calendar date"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
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    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "ornl-daac"
    ],
    "time_range": {
      "from": "2024-12-26",
      "to": "2024-12-30"
    }
  },
  "warnings": [
    {
      "code": "derived_layer",
      "message": "Values are modelled estimates for the 1 km cell containing the point, interpolated from ground stations. They are not a station observation and the service reports no cell centre, so a value here is the model's account of that kilometre rather than a measurement at the coordinates given.",
      "source_id": "ornl-daac"
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  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "earth.get_daymet_point",
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    "adapters": {
      "osti_family": "1",
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      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
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grid.get_bpa_operations {"intervals": 24}

Searched: bpa-operations

• Operational SCADA readings published minutes after the fact. They are situational awareness, not settled, revision-controlled or billing-quality figures, and should not be used as a system-of-record number.

• balancing_authority_interchange#09/03/2026 00:00
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:00
  No publisher locator supplied
  Record date: 09/03/2026 00:00
• balancing_authority_interchange#09/03/2026 00:05
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:05
  No publisher locator supplied
  Record date: 09/03/2026 00:05
• balancing_authority_interchange#09/03/2026 00:10
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:10
  No publisher locator supplied
  Record date: 09/03/2026 00:10
• balancing_authority_interchange#09/03/2026 00:15
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:15
  No publisher locator supplied
  Record date: 09/03/2026 00:15
• balancing_authority_interchange#09/03/2026 00:20
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:20
  No publisher locator supplied
  Record date: 09/03/2026 00:20
• balancing_authority_interchange#09/03/2026 00:25
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:25
  No publisher locator supplied
  Record date: 09/03/2026 00:25
• balancing_authority_interchange#09/03/2026 00:30
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:30
  No publisher locator supplied
  Record date: 09/03/2026 00:30
• balancing_authority_interchange#09/03/2026 00:35
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:35
  No publisher locator supplied
  Record date: 09/03/2026 00:35
• balancing_authority_interchange#09/03/2026 00:40
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:40
  No publisher locator supplied
  Record date: 09/03/2026 00:40
• balancing_authority_interchange#09/03/2026 00:45
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:45
  No publisher locator supplied
  Record date: 09/03/2026 00:45
• balancing_authority_interchange#09/03/2026 00:50
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:50
  No publisher locator supplied
  Record date: 09/03/2026 00:50
• balancing_authority_interchange#09/03/2026 00:55
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 00:55
  No publisher locator supplied
  Record date: 09/03/2026 00:55
• balancing_authority_interchange#09/03/2026 01:00
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:00
  No publisher locator supplied
  Record date: 09/03/2026 01:00
• balancing_authority_interchange#09/03/2026 01:05
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:05
  No publisher locator supplied
  Record date: 09/03/2026 01:05
• balancing_authority_interchange#09/03/2026 01:10
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:10
  No publisher locator supplied
  Record date: 09/03/2026 01:10
• balancing_authority_interchange#09/03/2026 01:15
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:15
  No publisher locator supplied
  Record date: 09/03/2026 01:15
• balancing_authority_interchange#09/03/2026 01:20
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:20
  No publisher locator supplied
  Record date: 09/03/2026 01:20
• balancing_authority_interchange#09/03/2026 01:25
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:25
  No publisher locator supplied
  Record date: 09/03/2026 01:25
• balancing_authority_interchange#09/03/2026 01:30
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:30
  No publisher locator supplied
  Record date: 09/03/2026 01:30
• balancing_authority_interchange#09/03/2026 01:35
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:35
  No publisher locator supplied
  Record date: 09/03/2026 01:35
• balancing_authority_interchange#09/03/2026 01:40
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:40
  No publisher locator supplied
  Record date: 09/03/2026 01:40
• balancing_authority_interchange#09/03/2026 01:45
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:45
  No publisher locator supplied
  Record date: 09/03/2026 01:45
• balancing_authority_interchange#09/03/2026 01:50
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:50
  No publisher locator supplied
  Record date: 09/03/2026 01:50
• balancing_authority_interchange#09/03/2026 01:55
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:55
  No publisher locator supplied
  Record date: 09/03/2026 01:55

{
  "data": {
    "feed": "balancing_authority_interchange",
    "title": "BPA Balancing Authority Load & Total VER",
    "units": "MW",
    "columns": [
      "Load",
      "VER",
      "Hydro",
      "Fossil/Biomass",
      "Interchange",
      "Nuclear"
    ],
    "latest": {
      "timestamp": "09/03/2026 01:55",
      "values": {
        "Load": 5728,
        "VER": 623,
        "Hydro": 3726,
        "Fossil/Biomass": 804,
        "Interchange": 600,
        "Nuclear": 1134
      }
    },
    "intervals": [
      {
        "timestamp": "09/03/2026 00:00",
        "values": {
          "Load": 6005,
          "VER": 490,
          "Hydro": 4243,
          "Fossil/Biomass": 802,
          "Interchange": 705,
          "Nuclear": 1135
        }
      },
      {
        "timestamp": "09/03/2026 00:05",
        "values": {
          "Load": 6049,
          "VER": 488,
          "Hydro": 4216,
          "Fossil/Biomass": 802,
          "Interchange": 635,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 00:10",
        "values": {
          "Load": 6024,
          "VER": 511,
          "Hydro": 4105,
          "Fossil/Biomass": 802,
          "Interchange": 568,
          "Nuclear": 1134
        }
      },
      {
        "timestamp": "09/03/2026 00:15",
        "values": {
          "Load": 6001,
          "VER": 528,
          "Hydro": 3961,
          "Fossil/Biomass": 801,
          "Interchange": 467,
          "Nuclear": 1137
        }
      },
      {
        "timestamp": "09/03/2026 00:20",
        "values": {
          "Load": 6009,
          "VER": 542,
          "Hydro": 3982,
          "Fossil/Biomass": 801,
          "Interchange": 492,
          "Nuclear": 1137
        }
      },
      {
        "timestamp": "09/03/2026 00:25",
        "values": {
          "Load": 5913,
          "VER": 526,
          "Hydro": 3952,
          "Fossil/Biomass": 802,
          "Interchange": 543,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 00:30",
        "values": {
          "Load": 5969,
          "VER": 521,
          "Hydro": 3984,
          "Fossil/Biomass": 801,
          "Interchange": 509,
          "Nuclear": 1132
        }
      },
      {
        "timestamp": "09/03/2026 00:35",
        "values": {
          "Load": 6004,
          "VER": 522,
          "Hydro": 3989,
          "Fossil/Biomass": 800,
          "Interchange": 483,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 00:40",
        "values": {
          "Load": 5950,
          "VER": 521,
          "Hydro": 3988,
          "Fossil/Biomass": 802,
          "Interchange": 532,
          "Nuclear": 1131
        }
      },
      {
        "timestamp": "09/03/2026 00:45",
        "values": {
          "Load": 5929,
          "VER": 538,
          "Hydro": 3985,
          "Fossil/Biomass": 801,
          "Interchange": 573,
          "Nuclear": 1137
        }
      },
      {
        "timestamp": "09/03/2026 00:50",
        "values": {
          "Load": 5907,
          "VER": 590,
          "Hydro": 3950,
          "Fossil/Biomass": 802,
          "Interchange": 612,
          "Nuclear": 1137
        }
      },
      {
        "timestamp": "09/03/2026 00:55",
        "values": {
          "Load": 5866,
          "VER": 610,
          "Hydro": 3926,
          "Fossil/Biomass": 802,
          "Interchange": 650,
          "Nuclear": 1138
        }
      },
      {
        "timestamp": "09/03/2026 01:00",
        "values": {
          "Load": 5894,
          "VER": 603,
          "Hydro": 3863,
          "Fossil/Biomass": 801,
          "Interchange": 548,
          "Nuclear": 1134
        }
      },
      {
        "timestamp": "09/03/2026 01:05",
        "values": {
          "Load": 5832,
          "VER": 600,
          "Hydro": 3988,
          "Fossil/Biomass": 801,
          "Interchange": 735,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 01:10",
        "values": {
          "Load": 5812,
          "VER": 593,
          "Hydro": 3954,
          "Fossil/Biomass": 801,
          "Interchange": 709,
          "Nuclear": 1132
        }
      },
      {
        "timestamp": "09/03/2026 01:15",
        "values": {
          "Load": 5823,
          "VER": 635,
          "Hydro": 3913,
          "Fossil/Biomass": 803,
          "Interchange": 700,
          "Nuclear": 1131
        }
      },
      {
        "timestamp": "09/03/2026 01:20",
        "values": {
          "Load": 5877,
          "VER": 663,
          "Hydro": 3898,
          "Fossil/Biomass": 803,
          "Interchange": 665,
          "Nuclear": 1138
        }
      },
      {
        "timestamp": "09/03/2026 01:25",
        "values": {
          "Load": 5874,
          "VER": 682,
          "Hydro": 3895,
          "Fossil/Biomass": 803,
          "Interchange": 683,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 01:30",
        "values": {
          "Load": 5866,
          "VER": 671,
          "Hydro": 3906,
          "Fossil/Biomass": 804,
          "Interchange": 694,
          "Nuclear": 1139
        }
      },
      {
        "timestamp": "09/03/2026 01:35",
        "values": {
          "Load": 5877,
          "VER": 649,
          "Hydro": 3810,
          "Fossil/Biomass": 802,
          "Interchange": 557,
          "Nuclear": 1132
        }
      },
      {
        "timestamp": "09/03/2026 01:40",
        "values": {
          "Load": 5839,
          "VER": 654,
          "Hydro": 3793,
          "Fossil/Biomass": 802,
          "Interchange": 585,
          "Nuclear": 1134
        }
      },
      {
        "timestamp": "09/03/2026 01:45",
        "values": {
          "Load": 5826,
          "VER": 669,
          "Hydro": 3756,
          "Fossil/Biomass": 803,
          "Interchange": 579,
          "Nuclear": 1137
        }
      },
      {
        "timestamp": "09/03/2026 01:50",
        "values": {
          "Load": 5801,
          "VER": 660,
          "Hydro": 3795,
          "Fossil/Biomass": 804,
          "Interchange": 632,
          "Nuclear": 1133
        }
      },
      {
        "timestamp": "09/03/2026 01:55",
        "values": {
          "Load": 5728,
          "VER": 623,
          "Hydro": 3726,
          "Fossil/Biomass": 804,
          "Interchange": 600,
          "Nuclear": 1134
        }
      }
    ],
    "record_count": 24,
    "reported_through": "09/03/2026 01:55",
    "window": "Dates: 03Sep2026 - 10Sep2026 (last updated 9Sep2026 07:26:18) Pacific Time",
    "window_intervals": 24,
    "populated_intervals": 24,
    "gap_intervals": 0,
    "pending_intervals": 12,
    "publisher_last_updated": "9Sep2026 07:26:18",
    "timestamps": "The file uses Pacific Time. Rows may carry PDT or PST; keep the label when supplied. Last-Modified dates the file, not an individual reading.",
    "note": "Five-minute SCADA readings from BPA's balancing authority, in megawatts. VER is variable energy resources \u2014 wind and solar together. The balancing authority includes loads and resources that are not BPA's own and excludes BPA loads served by transfer, so this is not a figure for 'BPA the utility'. For hourly history, or for any other balancing authority, use energy.grid_status; BPA's EIA-930 respondent code is BPAT.",
    "pending_note": "The file ends with 12 timestamps without measurements. These trailing slots are excluded from the returned intervals."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "bpa-operations",
      "steward": "Bonneville Power Administration",
      "system": "BPA transmission operations feeds",
      "dataset": "BPA Balancing Authority Load & Total VER",
      "dataset_version": "current",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:00",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:05",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:05",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:10",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:10",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:15",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:15",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:20",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:20",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_06",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:25",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:25",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_07",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:30",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:30",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_08",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:35",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:35",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_09",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:40",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:40",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_10",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:45",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:45",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_11",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:50",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:50",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_12",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 00:55",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 00:55",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_13",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:00",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_14",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:05",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:05",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_15",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:10",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:10",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_16",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:15",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:15",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_17",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:20",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:20",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_18",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:25",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:25",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_19",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:30",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:30",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_20",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:35",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:35",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_21",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:40",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:40",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_22",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:45",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:45",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_23",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:50",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:50",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_24",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:55",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:55",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "bpa-operations"
    ],
    "time_range": {
      "from": "09/03/2026 00:00",
      "to": "09/03/2026 01:55"
    }
  },
  "warnings": [
    {
      "code": "screening_only",
      "message": "Operational SCADA readings published minutes after the fact. They are situational awareness, not settled, revision-controlled or billing-quality figures, and should not be used as a system-of-record number.",
      "source_id": "bpa-operations"
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "grid.get_bpa_operations",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

grid.get_bpa_operations {"intervals": 12}

Searched: bpa-operations

• Operational SCADA readings published minutes after the fact. They are situational awareness, not settled, revision-controlled or billing-quality figures, and should not be used as a system-of-record number.

• balancing_authority_interchange#09/03/2026 01:00
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:00
  No publisher locator supplied
  Record date: 09/03/2026 01:00
• balancing_authority_interchange#09/03/2026 01:05
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:05
  No publisher locator supplied
  Record date: 09/03/2026 01:05
• balancing_authority_interchange#09/03/2026 01:10
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:10
  No publisher locator supplied
  Record date: 09/03/2026 01:10
• balancing_authority_interchange#09/03/2026 01:15
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:15
  No publisher locator supplied
  Record date: 09/03/2026 01:15
• balancing_authority_interchange#09/03/2026 01:20
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:20
  No publisher locator supplied
  Record date: 09/03/2026 01:20
• balancing_authority_interchange#09/03/2026 01:25
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:25
  No publisher locator supplied
  Record date: 09/03/2026 01:25
• balancing_authority_interchange#09/03/2026 01:30
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:30
  No publisher locator supplied
  Record date: 09/03/2026 01:30
• balancing_authority_interchange#09/03/2026 01:35
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:35
  No publisher locator supplied
  Record date: 09/03/2026 01:35
• balancing_authority_interchange#09/03/2026 01:40
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:40
  No publisher locator supplied
  Record date: 09/03/2026 01:40
• balancing_authority_interchange#09/03/2026 01:45
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:45
  No publisher locator supplied
  Record date: 09/03/2026 01:45
• balancing_authority_interchange#09/03/2026 01:50
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:50
  No publisher locator supplied
  Record date: 09/03/2026 01:50
• balancing_authority_interchange#09/03/2026 01:55
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:55
  No publisher locator supplied
  Record date: 09/03/2026 01:55

{
  "data": {
    "feed": "balancing_authority_interchange",
    "title": "BPA Balancing Authority Load & Total VER",
    "units": "MW",
    "columns": [
      "Load",
      "VER",
      "Hydro",
      "Fossil/Biomass",
      "Interchange",
      "Nuclear"
    ],
    "latest": {
      "timestamp": "09/03/2026 01:55",
      "values": {
        "Load": 5728,
        "VER": 623,
        "Hydro": 3726,
        "Fossil/Biomass": 804,
        "Interchange": 600,
        "Nuclear": 1134
      }
    },
    "intervals": [
      {
        "timestamp": "09/03/2026 01:00",
        "values": {
          "Load": 5894,
          "VER": 603,
          "Hydro": 3863,
          "Fossil/Biomass": 801,
          "Interchange": 548,
          "Nuclear": 1134
        }
      },
      {
        "timestamp": "09/03/2026 01:05",
        "values": {
          "Load": 5832,
          "VER": 600,
          "Hydro": 3988,
          "Fossil/Biomass": 801,
          "Interchange": 735,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 01:10",
        "values": {
          "Load": 5812,
          "VER": 593,
          "Hydro": 3954,
          "Fossil/Biomass": 801,
          "Interchange": 709,
          "Nuclear": 1132
        }
      },
      {
        "timestamp": "09/03/2026 01:15",
        "values": {
          "Load": 5823,
          "VER": 635,
          "Hydro": 3913,
          "Fossil/Biomass": 803,
          "Interchange": 700,
          "Nuclear": 1131
        }
      },
      {
        "timestamp": "09/03/2026 01:20",
        "values": {
          "Load": 5877,
          "VER": 663,
          "Hydro": 3898,
          "Fossil/Biomass": 803,
          "Interchange": 665,
          "Nuclear": 1138
        }
      },
      {
        "timestamp": "09/03/2026 01:25",
        "values": {
          "Load": 5874,
          "VER": 682,
          "Hydro": 3895,
          "Fossil/Biomass": 803,
          "Interchange": 683,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 01:30",
        "values": {
          "Load": 5866,
          "VER": 671,
          "Hydro": 3906,
          "Fossil/Biomass": 804,
          "Interchange": 694,
          "Nuclear": 1139
        }
      },
      {
        "timestamp": "09/03/2026 01:35",
        "values": {
          "Load": 5877,
          "VER": 649,
          "Hydro": 3810,
          "Fossil/Biomass": 802,
          "Interchange": 557,
          "Nuclear": 1132
        }
      },
      {
        "timestamp": "09/03/2026 01:40",
        "values": {
          "Load": 5839,
          "VER": 654,
          "Hydro": 3793,
          "Fossil/Biomass": 802,
          "Interchange": 585,
          "Nuclear": 1134
        }
      },
      {
        "timestamp": "09/03/2026 01:45",
        "values": {
          "Load": 5826,
          "VER": 669,
          "Hydro": 3756,
          "Fossil/Biomass": 803,
          "Interchange": 579,
          "Nuclear": 1137
        }
      },
      {
        "timestamp": "09/03/2026 01:50",
        "values": {
          "Load": 5801,
          "VER": 660,
          "Hydro": 3795,
          "Fossil/Biomass": 804,
          "Interchange": 632,
          "Nuclear": 1133
        }
      },
      {
        "timestamp": "09/03/2026 01:55",
        "values": {
          "Load": 5728,
          "VER": 623,
          "Hydro": 3726,
          "Fossil/Biomass": 804,
          "Interchange": 600,
          "Nuclear": 1134
        }
      }
    ],
    "record_count": 12,
    "reported_through": "09/03/2026 01:55",
    "window": "Dates: 03Sep2026 - 10Sep2026 (last updated 9Sep2026 07:26:18) Pacific Time",
    "window_intervals": 24,
    "populated_intervals": 24,
    "gap_intervals": 0,
    "pending_intervals": 12,
    "publisher_last_updated": "9Sep2026 07:26:18",
    "timestamps": "The file uses Pacific Time. Rows may carry PDT or PST; keep the label when supplied. Last-Modified dates the file, not an individual reading.",
    "note": "Five-minute SCADA readings from BPA's balancing authority, in megawatts. VER is variable energy resources \u2014 wind and solar together. The balancing authority includes loads and resources that are not BPA's own and excludes BPA loads served by transfer, so this is not a figure for 'BPA the utility'. For hourly history, or for any other balancing authority, use energy.grid_status; BPA's EIA-930 respondent code is BPAT.",
    "pending_note": "The file ends with 12 timestamps without measurements. These trailing slots are excluded from the returned intervals."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "bpa-operations",
      "steward": "Bonneville Power Administration",
      "system": "BPA transmission operations feeds",
      "dataset": "BPA Balancing Authority Load & Total VER",
      "dataset_version": "current",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:00",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:05",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:05",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:10",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:10",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:15",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:15",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:20",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:20",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_06",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:25",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:25",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_07",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:30",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:30",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_08",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:35",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:35",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_09",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:40",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:40",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_10",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:45",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:45",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_11",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:50",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:50",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_12",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:55",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:55",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "bpa-operations"
    ],
    "time_range": {
      "from": "09/03/2026 01:00",
      "to": "09/03/2026 01:55"
    }
  },
  "warnings": [
    {
      "code": "screening_only",
      "message": "Operational SCADA readings published minutes after the fact. They are situational awareness, not settled, revision-controlled or billing-quality figures, and should not be used as a system-of-record number.",
      "source_id": "bpa-operations"
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "grid.get_bpa_operations",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

bio.search_biosamples {"ecosystem_type": "Soil", "place": "washington", "rows": 5}

Searched: nmdc-runtime

• No published rate limit and no data-use statement on the API itself; the data portal's usage terms were not found in a scripted read.

• Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N1_20_30
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-13-mrzb2q96
  No publisher locator supplied
  Record date: 2014-04-01
• Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N1_30_40
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-13-4aw9ra87
  No publisher locator supplied
  Record date: 2014-04-01
• Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N1_00_10
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-13-z9wten89
  No publisher locator supplied
  Record date: 2014-04-01
• Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N1_40_50
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-13-wktc3357
  No publisher locator supplied
  Record date: 2014-04-01
• Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N2_00_30
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-13-ap544f22
  No publisher locator supplied
  Record date: 2014-04-01

{
  "data": {
    "biosamples": [
      {
        "sample_id": "nmdc:bsm-13-mrzb2q96",
        "name": "Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N1_20_30",
        "studies": [
          "nmdc:sty-11-aygzgv51"
        ],
        "collected": "2014-04-01",
        "latitude": 46.372,
        "longitude": -119.272,
        "place": "USA: Columbia River, Washington",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Soil",
          "Sand"
        ],
        "env_broad_scale": "ENVO:00000873",
        "env_local_scale": "ENVO:00000022",
        "env_medium": "ENVO:01000017",
        "depth_m": null
      },
      {
        "sample_id": "nmdc:bsm-13-4aw9ra87",
        "name": "Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N1_30_40",
        "studies": [
          "nmdc:sty-11-aygzgv51"
        ],
        "collected": "2014-04-01",
        "latitude": 46.372,
        "longitude": -119.272,
        "place": "USA: Columbia River, Washington",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Soil",
          "Sand"
        ],
        "env_broad_scale": "ENVO:00000873",
        "env_local_scale": "ENVO:00000022",
        "env_medium": "ENVO:01000017",
        "depth_m": null
      },
      {
        "sample_id": "nmdc:bsm-13-z9wten89",
        "name": "Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N1_00_10",
        "studies": [
          "nmdc:sty-11-aygzgv51"
        ],
        "collected": "2014-04-01",
        "latitude": 46.372,
        "longitude": -119.272,
        "place": "USA: Columbia River, Washington",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Soil",
          "Sand"
        ],
        "env_broad_scale": "ENVO:00000873",
        "env_local_scale": "ENVO:00000022",
        "env_medium": "ENVO:01000017",
        "depth_m": null
      },
      {
        "sample_id": "nmdc:bsm-13-wktc3357",
        "name": "Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N1_40_50",
        "studies": [
          "nmdc:sty-11-aygzgv51"
        ],
        "collected": "2014-04-01",
        "latitude": 46.372,
        "longitude": -119.272,
        "place": "USA: Columbia River, Washington",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Soil",
          "Sand"
        ],
        "env_broad_scale": "ENVO:00000873",
        "env_local_scale": "ENVO:00000022",
        "env_medium": "ENVO:01000017",
        "depth_m": null
      },
      {
        "sample_id": "nmdc:bsm-13-ap544f22",
        "name": "Groundwater microbial communities from the Columbia River, Washington, USA - GW-RW N2_00_30",
        "studies": [
          "nmdc:sty-11-aygzgv51"
        ],
        "collected": "2014-04-01",
        "latitude": 46.372,
        "longitude": -119.272,
        "place": "USA: Columbia River, Washington",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Soil",
          "Sand"
        ],
        "env_broad_scale": "ENVO:00000873",
        "env_local_scale": "ENVO:00000022",
        "env_medium": "ENVO:01000017",
        "depth_m": null
      }
    ],
    "record_count": 5,
    "total_matches": 188,
    "page": 1,
    "filter_applied": {
      "ecosystem_type": {
        "$regex": "(?i)^Soil$"
      },
      "geo_loc_name.has_raw_value": {
        "$regex": "(?i)washington"
      }
    },
    "note": "Sample metadata as submitted. ecosystem_type matches NMDC's whole value without regard to case ('soil', 'Freshwater'); env_medium and place match a substring without regard to case; collected matches the start of the date as written ('2017', '2017-06'). Depth is reported only where it was stated in metres. Metadata only. Reads, assemblies and annotations are held at JGI, EMSL and the sequence archives; a study's DOIs in access_recipes lead to them and are never fetched here."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "nmdc-runtime",
      "steward": "Lawrence Berkeley National Laboratory",
      "funder": "Office of Science",
      "system": "National Microbiome Data Collaborative Runtime API",
      "dataset": "National Microbiome Data Collaborative Runtime API",
      "dataset_version": "current",
      "authority_level": "official_secondary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-13-mrzb2q96",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-04-01",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-13-4aw9ra87",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-04-01",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-13-z9wten89",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-04-01",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-13-wktc3357",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-04-01",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-13-ap544f22",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-04-01",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "nmdc-runtime"
    ],
    "known_limitations": [
      "Metadata, not sequence data. Reads, assemblies and annotations live in the sequence archives and at JGI, and are reached through a study's DOIs rather than through this source.",
      "Only 8 of 85 studies carry an ecosystem classification of their own; the rest are classified sample by sample. An ecosystem filter on studies therefore misses most of them, and the biosample filter is the one to use.",
      "Place is free text as submitted ('USA: Washington, Abby Road'), so a place search is a substring match and a state name may miss samples recorded only by site or coordinates.",
      "Studies NMDC has ingested, not every microbiome study. Most of the 85 are JGI or EMSL projects and a consortium study such as NEON's appears once with thousands of samples, so counts describe NMDC's holdings rather than the field."
    ]
  },
  "warnings": [
    {
      "code": "terms_note",
      "message": "No published rate limit and no data-use statement on the API itself; the data portal's usage terms were not found in a scripted read.",
      "source_id": "nmdc-runtime"
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "bio.search_biosamples",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

research.search_datasets {"rows": 2, "site_code": "DOE-GDR"}

Searched: osti-data-explorer

• No published rate limit, same as the rest of the OSTI family.
• Dataset discovery returns catalog metadata, not measurements. For user-facility raw data — beamlines, reactors, tokamaks — there is generally nothing to find: that data is proposal-gated by design and is not a coverage gap here.

{
  "data": {
    "datasets": [
      {
        "id": "2541598",
        "title": "Utah FORGE: Seismic DAS and Geophone Borehole Data Processing and 3D Imaging of Vp/Vs Ratio in the 2024 Stimulated Reservoir",
        "authors": [
          "Gritto, Roland [EMR Solutions and Technology] (ORCID:0000000320927201)",
          "Jarpe, Steve P. (ORCID:0009000493428416)"
        ],
        "publication_date": "2025-03-16",
        "product_type": "Dataset",
        "doi": "10.15121/2541598",
        "research_orgs": [
          "DOE Geothermal Data Repository",
          "EMR Solutions and Technology"
        ],
        "site_code": "DOE-GDR"
      },
      {
        "id": "2531108",
        "title": "Utah FORGE: Well 16B(78)-32 DTS, RFS DSS Strain, and Absolute Strain Circulation Test Fiber Optic Data - August 2024",
        "authors": [
          "Jurick, Dana [Neubrex Energy Services (US), LLC]",
          "Khatara, Sajan",
          "Guzik, Artur"
        ],
        "publication_date": "2024-08-29",
        "product_type": "Dataset",
        "doi": "10.15121/2531108",
        "research_orgs": [
          "DOE Geothermal Data Repository",
          "Neubrex Energy Services (US), LLC"
        ],
        "site_code": "DOE-GDR"
      }
    ],
    "record_count": 2,
    "total_matches": 1035,
    "note": "These are metadata records pointing at data held elsewhere. DOE Data Explorer hosts nothing itself: use the DOI or landing page in access_recipes to reach the actual data, and expect some repositories to require an account this record does not mention."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "osti-data-explorer",
      "steward": "Office of Scientific and Technical Information",
      "system": "DOE Data Explorer",
      "dataset": "DOE Data Explorer",
      "dataset_version": "current",
      "authority_level": "official_secondary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "2541598",
      "locator": "https://www.osti.gov/dataexplorer/biblio/2541598",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2025-03-31T19:08:19Z",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "2531108",
      "locator": "https://www.osti.gov/dataexplorer/biblio/2531108",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2025-03-18T18:40:22Z",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "partial",
    "result": "hit",
    "sources_searched": [
      "osti-data-explorer"
    ],
    "known_limitations": [
      "A record's `site_url` points wherever the submitting repository said, and that host is outside this source's egress allowlist. The URL is returned as data and never fetched.",
      "Coverage depends on submission. A repository that never registered its datasets with OSTI is invisible here however public it is, so an empty result is a statement about registration, not about existence.",
      "Points at data, never holds it. A DDE record answers \"where is this dataset and what is its DOI\"; reaching the bytes is a second step, and one that may need an account the record does not mention.",
      "`site_ownership_code` is the field that makes single-repository views possible (DOE-GDR returns 1,035 records, checked live 2026-09-02) but its vocabulary is OSTI's own and is not published as an enumerable list. Codes are discovered from returned records, not from a dictionary."
    ]
  },
  "warnings": [
    {
      "code": "terms_note",
      "message": "No published rate limit, same as the rest of the OSTI family.",
      "source_id": "osti-data-explorer"
    },
    {
      "code": "derived_layer",
      "message": "Dataset discovery returns catalog metadata, not measurements. For user-facility raw data \u2014 beamlines, reactors, tokamaks \u2014 there is generally nothing to find: that data is proposal-gated by design and is not a coverage gap here.",
      "source_id": "osti-data-explorer"
    }
  ],
  "access_recipes": [
    {
      "kind": "doi",
      "uri": "https://doi.org/10.15121/2541598",
      "label": "Utah FORGE: Seismic DAS and Geophone Borehole Data Processing and 3D Imaging\u2026",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "fulltext_pdf",
      "uri": "https://www.osti.gov/dataexplorer/servlets/purl/2541598",
      "label": "Full text (OSTI)",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "landing_page",
      "uri": "https://gdr.openei.org/submissions/1723",
      "label": "Dataset landing page",
      "instructions": "The repository that actually holds this data. It may require an account the catalog record does not mention.",
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "doi",
      "uri": "https://doi.org/10.15121/2531108",
      "label": "Utah FORGE: Well 16B(78)-32 DTS, RFS DSS Strain, and Absolute Strain\u2026",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "fulltext_pdf",
      "uri": "https://www.osti.gov/dataexplorer/servlets/purl/2531108",
      "label": "Full text (OSTI)",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "landing_page",
      "uri": "https://gdr.openei.org/submissions/1721",
      "label": "Dataset landing page",
      "instructions": "The repository that actually holds this data. It may require an account the catalog record does not mention.",
      "requires_account": false,
      "approximate_size": null
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "research.search_datasets",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

bio.search_studies {"text": "shale"}

Searched: nmdc-runtime

• No published rate limit and no data-use statement on the API itself; the data portal's usage terms were not found in a scripted read.

{
  "data": {
    "studies": [
      {
        "study_id": "nmdc:sty-11-8fb6t785",
        "name": "Deep subsurface shale carbon reservoir microbial communities from Ohio and West Virginia, USA",
        "title": "Deep subsurface shale carbon reservoir microbial communities from Ohio and West Virginia, USA",
        "category": "research_study",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Deep subsurface"
        ],
        "description": "This project aims to improve the understanding of microbial diversity and metabolism in deep shale, with implications for novel enzyme discovery and energy development. This project was conducted along two Appalachian basin shales, the Marcellus and Utica/Point Pleasant formations in Pennsylvania and Ohio, respectively. Samples were collected from input and produced fluids up to a year after hydra\u2026",
        "investigators": [
          {
            "name": "Kelly Wrighton",
            "orcid": "orcid:0000-0003-0434-4217"
          },
          {
            "name": "Rebecca Daly",
            "orcid": "orcid:0000-0003-2223-7458"
          },
          {
            "name": "Mikayla Borton",
            "orcid": "orcid:0000-0001-8037-4253"
          },
          {
            "name": "Michael Wilkins",
            "orcid": "orcid:0000-0002-3595-0853"
          },
          {
            "name": "David Hoyt",
            "orcid": "orcid:0000-0002-2857-719X"
          }
        ],
        "dois": [
          {
            "doi": "10.25585/1487763",
            "category": "dataset_doi",
            "provider": "jgi"
          },
          {
            "doi": "10.46936/jejc.proj.2014.48483/60005501",
            "category": "award_doi",
            "provider": "emsl"
          }
        ],
        "part_of": []
      }
    ],
    "record_count": 1,
    "total_matches": 1,
    "studies_in_collection": 85,
    "offset": 0,
    "note": "Text matches every word in a study's name, title or description, without regard to case. Metadata only. Reads, assemblies and annotations are held at JGI, EMSL and the sequence archives; a study's DOIs in access_recipes lead to them and are never fetched here."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "nmdc-runtime",
      "steward": "Lawrence Berkeley National Laboratory",
      "funder": "Office of Science",
      "system": "National Microbiome Data Collaborative Runtime API",
      "dataset": "National Microbiome Data Collaborative Runtime API",
      "dataset_version": "current",
      "authority_level": "official_secondary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "nmdc:sty-11-8fb6t785",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [
        "normalize",
        "drop_contact_details"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "nmdc-runtime"
    ],
    "known_limitations": [
      "Metadata, not sequence data. Reads, assemblies and annotations live in the sequence archives and at JGI, and are reached through a study's DOIs rather than through this source.",
      "Only 8 of 85 studies carry an ecosystem classification of their own; the rest are classified sample by sample. An ecosystem filter on studies therefore misses most of them, and the biosample filter is the one to use.",
      "Place is free text as submitted ('USA: Washington, Abby Road'), so a place search is a substring match and a state name may miss samples recorded only by site or coordinates.",
      "Studies NMDC has ingested, not every microbiome study. Most of the 85 are JGI or EMSL projects and a consortium study such as NEON's appears once with thousands of samples, so counts describe NMDC's holdings rather than the field."
    ]
  },
  "warnings": [
    {
      "code": "terms_note",
      "message": "No published rate limit and no data-use statement on the API itself; the data portal's usage terms were not found in a scripted read.",
      "source_id": "nmdc-runtime"
    }
  ],
  "access_recipes": [
    {
      "kind": "doi",
      "uri": "https://doi.org/10.25585/1487763",
      "label": "Deep subsurface shale carbon reservoir microbial communities (dataset_doi)",
      "instructions": "Minted by jgi; returned as data and never fetched here.",
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "doi",
      "uri": "https://doi.org/10.46936/jejc.proj.2014.48483/60005501",
      "label": "Deep subsurface shale carbon reservoir microbial communities (award_doi)",
      "instructions": "Minted by emsl; returned as data and never fetched here.",
      "requires_account": false,
      "approximate_size": null
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "bio.search_studies",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

bio.search_biosamples {"rows": 5, "study_id": "nmdc:sty-11-8fb6t785"}

Searched: nmdc-runtime

• No published rate limit and no data-use statement on the API itself; the data portal's usage terms were not found in a scripted read.

• Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_11
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-11-gvp5zp51
  No publisher locator supplied
  Record date: 2014-10-11
• Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_10
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-11-yvzvbr38
  No publisher locator supplied
  Record date: 2014-10-10
• Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_18
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-11-7b566r47
  No publisher locator supplied
  Record date: 2014-10-18
• Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_16
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-11-byzpm179
  No publisher locator supplied
  Record date: 2014-10-16
• Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_20
  National Microbiome Data Collaborative Runtime API · record nmdc:bsm-11-kmpwgz16
  No publisher locator supplied
  Record date: 2014-10-20

{
  "data": {
    "biosamples": [
      {
        "sample_id": "nmdc:bsm-11-gvp5zp51",
        "name": "Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_11",
        "studies": [
          "nmdc:sty-11-8fb6t785"
        ],
        "collected": "2014-10-11",
        "latitude": 40.178,
        "longitude": -81.073,
        "place": "USA: Ohio",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Deep subsurface",
          "Shale gas reservoir",
          "Flow back/Produced fluids"
        ],
        "env_broad_scale": "ENVO:00000446",
        "env_local_scale": "ENVO:01000941",
        "env_medium": "ENVO:00002194",
        "depth_m": {
          "value": 2000.0
        }
      },
      {
        "sample_id": "nmdc:bsm-11-yvzvbr38",
        "name": "Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_10",
        "studies": [
          "nmdc:sty-11-8fb6t785"
        ],
        "collected": "2014-10-10",
        "latitude": 40.178,
        "longitude": -81.073,
        "place": "USA: Ohio",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Deep subsurface",
          "Shale gas reservoir",
          "Flow back/Produced fluids"
        ],
        "env_broad_scale": "ENVO:00000446",
        "env_local_scale": "ENVO:01000941",
        "env_medium": "ENVO:00002194",
        "depth_m": {
          "value": 2000.0
        }
      },
      {
        "sample_id": "nmdc:bsm-11-7b566r47",
        "name": "Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_18",
        "studies": [
          "nmdc:sty-11-8fb6t785"
        ],
        "collected": "2014-10-18",
        "latitude": 40.178,
        "longitude": -81.073,
        "place": "USA: Ohio",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Deep subsurface",
          "Shale gas reservoir",
          "Flow back/Produced fluids"
        ],
        "env_broad_scale": "ENVO:00000446",
        "env_local_scale": "ENVO:01000941",
        "env_medium": "ENVO:00002194",
        "depth_m": {
          "value": 2000.0
        }
      },
      {
        "sample_id": "nmdc:bsm-11-byzpm179",
        "name": "Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_16",
        "studies": [
          "nmdc:sty-11-8fb6t785"
        ],
        "collected": "2014-10-16",
        "latitude": 40.178,
        "longitude": -81.073,
        "place": "USA: Ohio",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Deep subsurface",
          "Shale gas reservoir",
          "Flow back/Produced fluids"
        ],
        "env_broad_scale": "ENVO:00000446",
        "env_local_scale": "ENVO:01000941",
        "env_medium": "ENVO:00002194",
        "depth_m": {
          "value": 2000.0
        }
      },
      {
        "sample_id": "nmdc:bsm-11-kmpwgz16",
        "name": "Deep subsurface shale carbon reservoir microbial communities from Ohio, USA - Utica-2 Time Series 2014_10_20",
        "studies": [
          "nmdc:sty-11-8fb6t785"
        ],
        "collected": "2014-10-20",
        "latitude": 40.178,
        "longitude": -81.073,
        "place": "USA: Ohio",
        "ecosystem": [
          "Environmental",
          "Terrestrial",
          "Deep subsurface",
          "Shale gas reservoir",
          "Flow back/Produced fluids"
        ],
        "env_broad_scale": "ENVO:00000446",
        "env_local_scale": "ENVO:01000941",
        "env_medium": "ENVO:00002194",
        "depth_m": {
          "value": 2000.0
        }
      }
    ],
    "record_count": 5,
    "total_matches": 23,
    "page": 1,
    "filter_applied": {
      "associated_studies": "nmdc:sty-11-8fb6t785"
    },
    "note": "Sample metadata as submitted. ecosystem_type matches NMDC's whole value without regard to case ('soil', 'Freshwater'); env_medium and place match a substring without regard to case; collected matches the start of the date as written ('2017', '2017-06'). Depth is reported only where it was stated in metres. Metadata only. Reads, assemblies and annotations are held at JGI, EMSL and the sequence archives; a study's DOIs in access_recipes lead to them and are never fetched here."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "nmdc-runtime",
      "steward": "Lawrence Berkeley National Laboratory",
      "funder": "Office of Science",
      "system": "National Microbiome Data Collaborative Runtime API",
      "dataset": "National Microbiome Data Collaborative Runtime API",
      "dataset_version": "current",
      "authority_level": "official_secondary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-11-gvp5zp51",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-10-11",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-11-yvzvbr38",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-10-10",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-11-7b566r47",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-10-18",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-11-byzpm179",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-10-16",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "nmdc:bsm-11-kmpwgz16",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2014-10-20",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
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    "known_limitations": [
      "Metadata, not sequence data. Reads, assemblies and annotations live in the sequence archives and at JGI, and are reached through a study's DOIs rather than through this source.",
      "Only 8 of 85 studies carry an ecosystem classification of their own; the rest are classified sample by sample. An ecosystem filter on studies therefore misses most of them, and the biosample filter is the one to use.",
      "Place is free text as submitted ('USA: Washington, Abby Road'), so a place search is a substring match and a state name may miss samples recorded only by site or coordinates.",
      "Studies NMDC has ingested, not every microbiome study. Most of the 85 are JGI or EMSL projects and a consortium study such as NEON's appears once with thousands of samples, so counts describe NMDC's holdings rather than the field."
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docs.search_rulemakings {"document_type": "RULE", "rows": 5}

Searched: federal-register-doe

• Repeal of Fossil Fuel Restrictions for New Federal Buildings and Major Renovations of Federal Buildings
  Federal Register API (Department of Energy documents) · record 2026-17979
  Publisher record
  Record date: 2026-09-02
• Rescission of Production Incentives for Cellulosic Biofuels
  Federal Register API (Department of Energy documents) · record 2026-17872
  Publisher record
  Record date: 2026-09-01
• Rescinding Regulations for Loans for Minority Business Enterprises Seeking DOE Contracts and Assistance
  Federal Register API (Department of Energy documents) · record 2026-17381
  Publisher record
  Record date: 2026-08-26
• Rescission of DOE's Procedures for Traffic Control on the Nevada Test Site
  Federal Register API (Department of Energy documents) · record 2026-16425
  Publisher record
  Record date: 2026-08-12

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    "total_matches_is_unfiltered": "total_matches is the Federal Register's own count for this query and includes the documents dropped above. 1 of the 5 on this page were dropped, so the number of DOE documents matching is lower than total_matches and this tool cannot say by how much without reading every page."
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docs.get_rulemaking {"document_number": "2026-17979"}

Searched: federal-register-doe

• Repeal of Fossil Fuel Restrictions for New Federal Buildings and Major Renovations of Federal Buildings
  Federal Register API (Department of Energy documents) · record 2026-17979
  Publisher record
  Record date: 2026-09-02

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    "title": "Repeal of Fossil Fuel Restrictions for New Federal Buildings and Major Renovations of Federal Buildings",
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    "action": "Notification of stay.",
    "abstract": "The Department of Energy (DOE) is reviewing its recent guidance related to the implementation of newly adopted provisions regarding Clean Energy for New Federal Buildings and Major Renovations of Federal Buildings (CER). While DOE reviews the CER implementation guidance, DOE is staying the compliance date for the newly adopted provisions in the Code of Federal Regulations (CFR).",
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    "full_text_url": "https://www.federalregister.gov/documents/full_text/text/2026/09/02/2026-17979.txt",
    "note": "One published document, as the Federal Register printed it. `full_text_url` is the plain text of the whole document; `docket_ids` is how it joins to the rest of its rulemaking, which lives in regulations.gov."
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  "provenance": [
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      "source_id": "federal-register-doe",
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grid.find_outage_history {"year": 2021}

Searched: ceser-eagle-i-outages

• No published rate limit, same as the rest of the OSTI family.

• EAGLE-I County Customer Dataset Fall 2025 (customer-count denominator)
  EAGLE-I historical outage datasets · record 3022751
  Publisher record
  Record date: 2026-05-05T20:00:00Z
• EAGLE-I Power Outage Data 2025 (another year's release)
  EAGLE-I historical outage datasets · record 3019924
  Publisher record
  Record date: 2026-01-31T19:00:00Z
• EAGLE-I Power Outage Data 2025 (another year's release)
  EAGLE-I historical outage datasets · record 3012826
  Publisher record
  Record date: 2026-02-18T19:00:00Z
• EAGLE-I Power Outage Data 2024 (another year's release)
  EAGLE-I historical outage datasets · record 2500278
  Publisher record
  Record date: 2025-04-02T20:00:00Z
• EAGLE-I Power Outage Data 2023 (another year's release)
  EAGLE-I historical outage datasets · record 2297398
  Publisher record
  Record date: 2024-02-11T19:00:00Z
• EAGLE-I Power Outage Data Information (documentation)
  EAGLE-I historical outage datasets · record 1975203
  Publisher record
  Record date: 2023-05-25T20:00:00Z
• EAGLE-I Power Outage Data 2014 - 2022 (release covering 2021)
  EAGLE-I historical outage datasets · record 1975202
  Publisher record
  Record date: 2023-05-25T20:00:00Z

{
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      {
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          "to": 2023
        },
        "doi": "10.13139/OLCF/2297398",
        "doi_url": "https://doi.org/10.13139/OLCF/2297398",
        "catalog_record": "https://www.osti.gov/dataexplorer/biblio/2297398",
        "osti_ids": [
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      {
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        "osti_ids": [
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        "published": "2023-05-25"
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    ],
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        "title": "EAGLE-I County Customer Dataset Fall 2025",
        "kind": "customer_counts",
        "covers_years": null,
        "doi": "10.13139/ORNLNCCS/3022751",
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    ],
    "years_covered": {
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      "to": 2025
    },
    "missing_years": [],
    "note": "Catalog records for EAGLE-I's annual releases, not outage numbers. Each release is a set of county-level files of customers without power at 15-minute intervals behind its DOI. Customers out is not people out, coverage is roughly 92% of US customers with small utilities and cooperatives missing, and the county customer-count dataset is the denominator for a share-of-customers figure. That dataset is a snapshot dated in its own title, so a share for a different year mixes vintages.",
    "requested_year": 2021,
    "releases_for_year": [
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      "source_ref": "source_01",
      "record_id": "3022751",
      "locator": "https://www.osti.gov/dataexplorer/biblio/3022751",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-05-05T20:00:00Z",
      "transformations": [
        "normalize",
        "dedupe_by_doi"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "3019924",
      "locator": "https://www.osti.gov/dataexplorer/biblio/3019924",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-01-31T19:00:00Z",
      "transformations": [
        "normalize",
        "dedupe_by_doi"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "3012826",
      "locator": "https://www.osti.gov/dataexplorer/biblio/3012826",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-02-18T19:00:00Z",
      "transformations": [
        "normalize",
        "dedupe_by_doi"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "2500278",
      "locator": "https://www.osti.gov/dataexplorer/biblio/2500278",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2025-04-02T20:00:00Z",
      "transformations": [
        "normalize",
        "dedupe_by_doi"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "2297398",
      "locator": "https://www.osti.gov/dataexplorer/biblio/2297398",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2024-02-11T19:00:00Z",
      "transformations": [
        "normalize",
        "dedupe_by_doi"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_06",
      "source_ref": "source_01",
      "record_id": "1975203",
      "locator": "https://www.osti.gov/dataexplorer/biblio/1975203",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2023-05-25T20:00:00Z",
      "transformations": [
        "normalize",
        "dedupe_by_doi"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_07",
      "source_ref": "source_01",
      "record_id": "1975202",
      "locator": "https://www.osti.gov/dataexplorer/biblio/1975202",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2023-05-25T20:00:00Z",
      "transformations": [
        "normalize",
        "dedupe_by_doi"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "ceser-eagle-i-outages"
    ],
    "time_range": {
      "from": "2014",
      "to": "2025"
    },
    "known_limitations": [
      "Customers out is not people out, and an interval count is not an outage event. Turning the series into events or durations is a modelling choice the releases leave to the reader.",
      "OSTI lists the 2025 release twice, under two record ids with one DOI. The tool reports the release once and names both records.",
      "Pointers to the releases, not outage numbers. Each release is a set of files behind its DOI; this source says which release covers a year and where it is, and reading the files is a second step.",
      "Roughly 92% of customers, not all. The gap is small utilities and cooperatives, and it is not randomly distributed: rural areas are underrepresented in exactly the analyses that most want them.",
      "The live platform is not this. Anyone wanting current outage status needs the gated system or a utility's own feed; this is history, published a year at a time."
    ]
  },
  "warnings": [
    {
      "code": "terms_note",
      "message": "No published rate limit, same as the rest of the OSTI family.",
      "source_id": "ceser-eagle-i-outages"
    }
  ],
  "access_recipes": [
    {
      "kind": "doi",
      "uri": "https://doi.org/10.13139/ORNLNCCS/1975202",
      "label": "EAGLE-I Power Outage Data 2014 - 2022",
      "instructions": "The files are held at ORNL's repository behind this DOI; returned as data and never fetched here.",
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "doi",
      "uri": "https://doi.org/10.13139/ORNLNCCS/3022751",
      "label": "EAGLE-I County Customer Dataset Fall 2025",
      "instructions": "The files are held at ORNL's repository behind this DOI; returned as data and never fetched here.",
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "doi",
      "uri": "https://doi.org/10.13139/ORNLNCCS/1975203",
      "label": "EAGLE-I Power Outage Data Information",
      "instructions": "The files are held at ORNL's repository behind this DOI; returned as data and never fetched here.",
      "requires_account": false,
      "approximate_size": null
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "grid.find_outage_history",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

registry.resolve_org {"query": "NREL"}

Searched: Local registry only

• Resolved 'NREL' to nlr by former name, not by a current one. A record or document using the old name predates the change; check its date before treating it as current.

• nlr
  DOE-MCP source registry and organization table · record nlr
  No publisher locator supplied
  Record date: Unknown

{
  "data": {
    "resolved": {
      "id": "nlr",
      "name": "National Laboratory of the Rockies",
      "kind": "national_lab",
      "parent": "doe",
      "domains": [
        "nlr.gov",
        "developer.nlr.gov",
        "data.nlr.gov"
      ],
      "abbreviations": [
        "NLR"
      ],
      "former_names": [
        "National Renewable Energy Laboratory",
        "NREL"
      ],
      "former_domains": [
        "nrel.gov",
        "developer.nrel.gov",
        "data.nrel.gov",
        "maps.nrel.gov",
        "atb.nrel.gov",
        "datahub.h2awsm.org"
      ],
      "github_orgs": [
        "NatLabRockies",
        "NREL"
      ],
      "renamed_on": "2025-12-01",
      "note": "Renamed 2025-12-01. Every *.nrel.gov domain is dead with NO redirects, which makes this the ecosystem's sharpest alias case: a caller with an old URL gets nothing at all, not a redirect, so a tool that cannot resolve the old name gives them no way to find out why. The developer network survived intact at developer.nlr.gov on GSA's api.data.gov infrastructure. The H2 DataHub followed later: datahub.h2awsm.org now redirects to datahub-h2awsm.nlr.gov."
    },
    "basis": "former_name",
    "candidates": [],
    "source_count": 13,
    "historical_name": {
      "queried": "NREL",
      "resolved_to": "nlr",
      "renamed_on": "2025-12-01",
      "note": "'NREL' is a former name or domain. The current organization is National Laboratory of the Rockies, as of 2025-12-01. Tell the user the name they used is historical."
    }
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "doe-mcp-registry",
      "steward": "The DOE-MCP project",
      "system": "DOE-MCP source registry and organization table",
      "dataset": "DOE-MCP source registry and organization table",
      "dataset_version": "2026-11-09",
      "authority_level": "unverified",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "nlr",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit"
  },
  "warnings": [
    {
      "code": "alias_match",
      "message": "Resolved 'NREL' to nlr by former name, not by a current one. A record or document using the old name predates the change; check its date before treating it as current.",
      "source_id": null
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "registry.resolve_org",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

registry.search_sources {"text": "geothermal"}

Searched: Local registry only

{
  "data": {
    "sources": [
      {
        "id": "nlr-geothermal-data-repository",
        "name": "Geothermal Data Repository (GDR)",
        "domain": "energy-tech",
        "steward": "nlr",
        "authority_level": "official_secondary",
        "declared_state": "proposed",
        "operational_state": "unknown",
        "automation_status": "public_download",
        "tier": "catalog_pointer",
        "planned_capabilities": [
          "dataset.search"
        ],
        "record_count": 1451,
        "blocked_reason": "No API exists. 71% is reachable now through DOE Data Explorer; the remaining 29% needs a sitemap harvest and Gate E review for retaining harvested content."
      },
      {
        "id": "oedi-data-lake",
        "name": "Open Energy Data Initiative data lake",
        "domain": "discovery",
        "steward": "nlr",
        "authority_level": "official_secondary",
        "declared_state": "proposed",
        "operational_state": "unknown",
        "automation_status": "public_download",
        "tier": "catalog_pointer",
        "planned_capabilities": [
          "discovery.search_catalogs"
        ],
        "record_count": 2825,
        "blocked_reason": "The catalog's machine interface is unidentified \u2014 the documented API path returns a help stub. Next step is a browser-grade look at what the catalog UI itself calls."
      }
    ],
    "record_count": 2,
    "total_matches": 2,
    "note": "Active sources can be queried now. Proposed ones are inventory: DOE-MCP knows they exist and each carries a blocked_reason saying what stands in the way. That is a different answer from 'we have never heard of it'."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "doe-mcp-registry",
      "steward": "The DOE-MCP project",
      "system": "DOE-MCP source registry and organization table",
      "dataset": "DOE-MCP source registry and organization table",
      "dataset_version": "2026-11-09",
      "authority_level": "unverified",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "nlr-geothermal-data-repository",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "oedi-data-lake",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit"
  },
  "warnings": [],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "registry.search_sources",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

discovery.search_all_catalogs {"per_catalog": 2, "query": "geothermal"}

Searched: osti-data-explorer, ornl-openenergyhub, doe-open-data-catalog, doe-code-json

• No published rate limit, same as the rest of the OSTI family.
• The portal states no site-wide licence, so per-dataset licence metadata is the only rights signal available and it is not populated on every dataset.
• DOE Open Data Catalog (data.json) answered from a harvested catalog whose newest entry is dated 2022-09-26. Entries in it may name program offices that have since been renamed or dismantled, and its links may be dead.
• DOE Software Inventory (code.json) answered from a harvested catalog whose newest entry is dated 2024-09-12. Entries in it may name program offices that have since been renamed or dismantled, and its links may be dead.

• 1148737
  DOE Data Explorer · record 1148737
  No publisher locator supplied
  Record date: Unknown
• 1542650
  DOE Data Explorer · record 1542650
  No publisher locator supplied
  Record date: Unknown
• glass-buttes-exploration-and-drilling-2010-geothermal-technologies-program-peer-
  Open Energy Data Hub (ORNL) · record glass-buttes-exploration-and-drilling-2010-geothermal-technologies-program-peer-
  No publisher locator supplied
  Record date: Unknown
• investigation-of-stimulation-response-relationships-for-complex-fracture-systems
  Open Energy Data Hub (ORNL) · record investigation-of-stimulation-response-relationships-for-complex-fracture-systems
  No publisher locator supplied
  Record date: Unknown

{
  "data": {
    "results": [
      {
        "id": "1148737",
        "title": "Structural Orientations Adjacent to Some Colorado Geothermal Systems",
        "doi": "10.15121/1148737",
        "landing_page": "https://gdr.openei.org/submissions/317",
        "date": "2012-01-31",
        "orgs": [
          "DOE Geothermal Data Repository",
          "Flint Geothermal, LLC"
        ],
        "catalog": "osti-data-explorer",
        "catalog_vintage": "live"
      },
      {
        "id": "1542650",
        "title": "Utah FORGE: Well 58-32 Stimulation Data",
        "doi": "10.15121/1542650",
        "landing_page": "https://gdr.openei.org/submissions/1149",
        "date": "2019-04-19",
        "orgs": [
          "DOE Geothermal Data Repository",
          "Geothermal Resource Group"
        ],
        "catalog": "osti-data-explorer",
        "catalog_vintage": "live"
      },
      {
        "id": "glass-buttes-exploration-and-drilling-2010-geothermal-technologies-program-peer-",
        "title": "Glass Buttes Exploration and Drilling: 2010 Geothermal Technologies Program Peer Review Presentation",
        "landing_page": "https://openenergyhub.ornl.gov/explore/dataset/glass-buttes-exploration-and-drilling-2010-geothermal-technologies-program-peer-/",
        "date": "2020-08-14",
        "themes": [
          "Energy",
          "Mining"
        ],
        "catalog": "ornl-openenergyhub",
        "catalog_vintage": "live"
      },
      {
        "id": "investigation-of-stimulation-response-relationships-for-complex-fracture-systems",
        "title": "Investigation of Stimulation-Response Relationships for Complex Fracture Systems in Enhanced Geothermal Reservoirs",
        "landing_page": "https://openenergyhub.ornl.gov/explore/dataset/investigation-of-stimulation-response-relationships-for-complex-fracture-systems/",
        "date": "2017-05-23",
        "themes": [
          "Geothermal Energy"
        ],
        "catalog": "ornl-openenergyhub",
        "catalog_vintage": "live"
      }
    ],
    "record_count": 4,
    "per_catalog": [
      {
        "catalog": "osti-data-explorer",
        "system": "DOE Data Explorer",
        "vintage": "live",
        "total_matches": 1062,
        "returned": 2
      },
      {
        "catalog": "ornl-openenergyhub",
        "system": "Open Energy Data Hub (ORNL)",
        "vintage": "live",
        "total_matches": 17,
        "returned": 2
      },
      {
        "catalog": "doe-open-data-catalog",
        "system": "DOE Open Data Catalog (data.json)",
        "vintage": "2022-09-26",
        "total_matches": 0,
        "returned": 0
      },
      {
        "catalog": "doe-code-json",
        "system": "DOE Software Inventory (code.json)",
        "vintage": "2024-09-12",
        "total_matches": 0,
        "returned": 0
      }
    ],
    "note": "Four DOE catalogs overlap and disagree; none is a superset. Each result names its catalog and that catalog's vintage so you can weigh them. Catalog-supplied links are returned unverified \u2014 a dead link in a catalog is common and is not evidence the dataset is gone."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "osti-data-explorer",
      "steward": "Office of Scientific and Technical Information",
      "system": "DOE Data Explorer",
      "dataset": "DOE Data Explorer",
      "dataset_version": "current",
      "authority_level": "official_secondary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    },
    {
      "id": "source_02",
      "source_id": "ornl-openenergyhub",
      "steward": "Oak Ridge National Laboratory",
      "system": "Open Energy Data Hub (ORNL)",
      "dataset": "Open Energy Data Hub (ORNL)",
      "dataset_version": "current",
      "authority_level": "official_secondary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    },
    {
      "id": "source_03",
      "source_id": "doe-open-data-catalog",
      "steward": "Office of the Chief Information Officer",
      "system": "DOE Open Data Catalog (data.json)",
      "dataset": "DOE Open Data Catalog (data.json)",
      "dataset_version": "current",
      "authority_level": "official_derived",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    },
    {
      "id": "source_04",
      "source_id": "doe-code-json",
      "steward": "Office of the Chief Information Officer",
      "system": "DOE Software Inventory (code.json)",
      "dataset": "DOE Software Inventory (code.json)",
      "dataset_version": "code-05-01-2025",
      "authority_level": "official_derived",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "1148737",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "1542650",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_02",
      "record_id": "glass-buttes-exploration-and-drilling-2010-geothermal-technologies-program-peer-",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_02",
      "record_id": "investigation-of-stimulation-response-relationships-for-complex-fracture-systems",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "partial",
    "result": "hit",
    "sources_searched": [
      "osti-data-explorer",
      "ornl-openenergyhub",
      "doe-open-data-catalog",
      "doe-code-json"
    ]
  },
  "warnings": [
    {
      "code": "terms_note",
      "message": "No published rate limit, same as the rest of the OSTI family.",
      "source_id": "osti-data-explorer"
    },
    {
      "code": "terms_note",
      "message": "The portal states no site-wide licence, so per-dataset licence metadata is the only rights signal available and it is not populated on every dataset.",
      "source_id": "ornl-openenergyhub"
    },
    {
      "code": "catalog_vintage",
      "message": "DOE Open Data Catalog (data.json) answered from a harvested catalog whose newest entry is dated 2022-09-26. Entries in it may name program offices that have since been renamed or dismantled, and its links may be dead.",
      "source_id": "doe-open-data-catalog"
    },
    {
      "code": "catalog_vintage",
      "message": "DOE Software Inventory (code.json) answered from a harvested catalog whose newest entry is dated 2024-09-12. Entries in it may name program offices that have since been renamed or dismantled, and its links may be dead.",
      "source_id": "doe-code-json"
    }
  ],
  "access_recipes": [
    {
      "kind": "landing_page",
      "uri": "https://gdr.openei.org/submissions/317",
      "label": "Structural Orientations Adjacent to Some Colorado Geothermal Systems",
      "instructions": "Catalog-supplied URL, never fetched by this server and not checked for liveness.",
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "landing_page",
      "uri": "https://gdr.openei.org/submissions/1149",
      "label": "Utah FORGE: Well 58-32 Stimulation Data",
      "instructions": "Catalog-supplied URL, never fetched by this server and not checked for liveness.",
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "landing_page",
      "uri": "https://openenergyhub.ornl.gov/explore/dataset/glass-buttes-exploration-and-drilling-2010-geothermal-technologies-program-peer-/",
      "label": "Glass Buttes Exploration and Drilling: 2010 Geothermal Technologies Program\u2026",
      "instructions": "Catalog-supplied URL, never fetched by this server and not checked for liveness.",
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "landing_page",
      "uri": "https://openenergyhub.ornl.gov/explore/dataset/investigation-of-stimulation-response-relationships-for-complex-fracture-systems/",
      "label": "Investigation of Stimulation-Response Relationships for Complex Fracture\u2026",
      "instructions": "Catalog-supplied URL, never fetched by this server and not checked for liveness.",
      "requires_account": false,
      "approximate_size": null
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "discovery.search_all_catalogs",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

compute.facility_status {}

Searched: nersc-status

• perlmutter
  NERSC Superfacility API (system status) · record perlmutter
  No publisher locator supplied
  Record date: 2026-09-22T17:00:00
• global_common
  NERSC Superfacility API (system status) · record global_common
  No publisher locator supplied
  Record date: 2026-08-03T17:35:00
• community_filesystem
  NERSC Superfacility API (system status) · record community_filesystem
  No publisher locator supplied
  Record date: 2026-08-03T17:35:00
• global_homes
  NERSC Superfacility API (system status) · record global_homes
  No publisher locator supplied
  Record date: 2026-08-06T15:30:30
• dtns
  NERSC Superfacility API (system status) · record dtns
  No publisher locator supplied
  Record date: 2026-09-24T11:00:00
• sgns
  NERSC Superfacility API (system status) · record sgns
  No publisher locator supplied
  Record date: 2026-08-03T17:35:00
• sciencedatabases
  NERSC Superfacility API (system status) · record sciencedatabases
  No publisher locator supplied
  Record date: 2026-09-16T12:15:00
• spin
  NERSC Superfacility API (system status) · record spin
  No publisher locator supplied
  Record date: 2026-09-16T17:40:00
• globus
  NERSC Superfacility API (system status) · record globus
  No publisher locator supplied
  Record date: 2026-08-03T17:35:00
• jupyter
  NERSC Superfacility API (system status) · record jupyter
  No publisher locator supplied
  Record date: 2026-08-16T08:55:00
• website
  NERSC Superfacility API (system status) · record website
  No publisher locator supplied
  Record date: 2026-06-09T15:25:00
• network
  NERSC Superfacility API (system status) · record network
  No publisher locator supplied
  Record date: 2026-09-16T10:21:00
• authentication_servi
  NERSC Superfacility API (system status) · record authentication_servi
  No publisher locator supplied
  Record date: 2026-09-01T11:00:00
• thinlinc
  NERSC Superfacility API (system status) · record thinlinc
  No publisher locator supplied
  Record date: 2026-09-21T09:25:00
• helpportal
  NERSC Superfacility API (system status) · record helpportal
  No publisher locator supplied
  Record date: 2026-08-03T17:35:00
• iris
  NERSC Superfacility API (system status) · record iris
  No publisher locator supplied
  Record date: 2026-10-08T14:05:00
• archive
  NERSC Superfacility API (system status) · record archive
  No publisher locator supplied
  Record date: 2026-10-07T13:25:00
• container_runtimes
  NERSC Superfacility API (system status) · record container_runtimes
  No publisher locator supplied
  Record date: 2026-09-16T20:10:41
• regent
  NERSC Superfacility API (system status) · record regent
  No publisher locator supplied
  Record date: 2026-09-30T08:47:00
• container_runtimes@2026-10-21T06:00:00
  NERSC Superfacility API (system status) · record container_runtimes@2026-10-21T06:00:00
  No publisher locator supplied
  Record date: 2026-10-21T06:00:00
• perlmutter@2026-10-21T06:00:00
  NERSC Superfacility API (system status) · record perlmutter@2026-10-21T06:00:00
  No publisher locator supplied
  Record date: 2026-10-21T06:00:00
• archive@2026-11-01T19:00:00
  NERSC Superfacility API (system status) · record archive@2026-11-01T19:00:00
  No publisher locator supplied
  Record date: 2026-11-01T19:00:00
• container_runtimes@2026-11-11T06:00:00
  NERSC Superfacility API (system status) · record container_runtimes@2026-11-11T06:00:00
  No publisher locator supplied
  Record date: 2026-11-11T06:00:00
• perlmutter@2026-11-11T06:00:00
  NERSC Superfacility API (system status) · record perlmutter@2026-11-11T06:00:00
  No publisher locator supplied
  Record date: 2026-11-11T06:00:00
• container_runtimes@2026-12-16T06:00:00
  NERSC Superfacility API (system status) · record container_runtimes@2026-12-16T06:00:00
  No publisher locator supplied
  Record date: 2026-12-16T06:00:00
• perlmutter@2026-12-16T06:00:00
  NERSC Superfacility API (system status) · record perlmutter@2026-12-16T06:00:00
  No publisher locator supplied
  Record date: 2026-12-16T06:00:00

{
  "data": {
    "facility": "NERSC",
    "systems": [
      {
        "name": "perlmutter",
        "full_name": "Perlmutter",
        "type": "compute",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-22T17:00:00"
      },
      {
        "name": "global_common",
        "full_name": "Global Common",
        "type": "filesystem",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-08-03T17:35:00"
      },
      {
        "name": "community_filesystem",
        "full_name": "Community File System (CFS)",
        "type": "filesystem",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-08-03T17:35:00"
      },
      {
        "name": "global_homes",
        "full_name": "Global Homes",
        "type": "filesystem",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-08-06T15:30:30"
      },
      {
        "name": "dtns",
        "full_name": "Data Transfer Nodes",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-24T11:00:00"
      },
      {
        "name": "sgns",
        "full_name": "Science Gateway Services",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-08-03T17:35:00"
      },
      {
        "name": "sciencedatabases",
        "full_name": "Science Databases",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-16T12:15:00"
      },
      {
        "name": "spin",
        "full_name": "Spin",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-16T17:40:00"
      },
      {
        "name": "globus",
        "full_name": "Globus",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-08-03T17:35:00"
      },
      {
        "name": "jupyter",
        "full_name": "Jupyter",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-08-16T08:55:00"
      },
      {
        "name": "website",
        "full_name": "NERSC Website",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-06-09T15:25:00"
      },
      {
        "name": "network",
        "full_name": "Network",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-16T10:21:00"
      },
      {
        "name": "authentication_servi",
        "full_name": "Authentication Services",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-01T11:00:00"
      },
      {
        "name": "thinlinc",
        "full_name": "Thinlinc",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-21T09:25:00"
      },
      {
        "name": "helpportal",
        "full_name": "Help Portal",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-08-03T17:35:00"
      },
      {
        "name": "iris",
        "full_name": "IRIS",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-10-08T14:05:00"
      },
      {
        "name": "archive",
        "full_name": "HPSS Archive (User)",
        "type": "filesystem",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-10-07T13:25:00"
      },
      {
        "name": "container_runtimes",
        "full_name": "Container Runtimes",
        "type": "service",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-16T20:10:41"
      },
      {
        "name": "regent",
        "full_name": "HPSS Regent (Backup)",
        "type": "filesystem",
        "status": "active",
        "description": "System is active",
        "notes": [],
        "updated_at": "2026-09-30T08:47:00"
      }
    ],
    "record_count": 19,
    "systems_on_board": 19,
    "not_active": [],
    "timestamps": "The board's timestamps carry no UTC offset and the response does not state a zone. They are printed as NERSC wrote them; NERSC is in Berkeley, California, but the zone is an inference this project does not make for the caller.",
    "note": "The facility's own public status board. updated_at is when a row last changed, not when it was checked, so an old date on an active system means a quiet system. Nothing here describes a user's jobs, queue or allocation.",
    "planned_outages": [
      {
        "system": "container_runtimes",
        "start_at": "2026-10-21T06:00:00",
        "end_at": "2026-10-21T22:00:00",
        "description": "Perlmutter Monthly Maintenance",
        "notes": "NERSC engineers will be performing a monthly scheduled maintenance.",
        "status": "Planned"
      },
      {
        "system": "perlmutter",
        "start_at": "2026-10-21T06:00:00",
        "end_at": "2026-10-21T22:00:00",
        "description": "Perlmutter Monthly Maintenance",
        "notes": "NERSC engineers will be performing a monthly scheduled maintenance.",
        "status": "Planned"
      },
      {
        "system": "archive",
        "start_at": "2026-11-01T19:00:00",
        "end_at": "2026-11-06T17:00:00",
        "description": "HPSS Archive - Planned Maintenance",
        "notes": "HPSS Archive upgrade from V9.3 to V11.3. The main HPSS User environment, Archive, will be shut down from 7 pm (Pacific Time) on November 1 until 5 pm on November 6, 2026, while a new version of the system is deployed. During this five-day period, it will not be possible to store or retrieve data from the system. Users are strongly encouraged to plan accordingly.",
        "status": "Planned"
      },
      {
        "system": "container_runtimes",
        "start_at": "2026-11-11T06:00:00",
        "end_at": "2026-11-11T22:00:00",
        "description": "Perlmutter Monthly Maintenance",
        "notes": "NERSC engineers will be performing a monthly scheduled maintenance.",
        "status": "Planned"
      },
      {
        "system": "perlmutter",
        "start_at": "2026-11-11T06:00:00",
        "end_at": "2026-11-11T22:00:00",
        "description": "Perlmutter Monthly Maintenance",
        "notes": "NERSC engineers will be performing a monthly scheduled maintenance.",
        "status": "Planned"
      },
      {
        "system": "container_runtimes",
        "start_at": "2026-12-16T06:00:00",
        "end_at": "2026-12-16T22:00:00",
        "description": "Perlmutter Monthly Maintenance",
        "notes": "NERSC engineers will be performing a monthly scheduled maintenance.",
        "status": "Planned"
      },
      {
        "system": "perlmutter",
        "start_at": "2026-12-16T06:00:00",
        "end_at": "2026-12-16T22:00:00",
        "description": "Perlmutter Monthly Maintenance",
        "notes": "NERSC engineers will be performing a monthly scheduled maintenance.",
        "status": "Planned"
      }
    ],
    "other_facilities": [
      {
        "source_id": "alcf-status",
        "name": "ALCF computing status",
        "why_not_read": "Blocked probe. The status page is an Angular application and its data paths return HTTP 403 with a Cloudflare challenge to a scripted client, which under decision 0007 is blocked_probe and NOT gated: a WAF refusing this client shape says nothing about whether the data is public. One real-browser check, watching the application's own network calls, would settle both the endpoint and the posture. Joins the blocked-probe backlog. Note, 2026-10-20. One plain GET of the status page answered 200 with the application shell, so the 403 did not recur; one probe from one machine is not evidence that the posture changed. The page's own data path was found and is not a candidate: it is undocumented and carries queued and running job records, which this project does not read for any facility. ALCF documents a separate machine route, its implementation of the IRI Facility API at api.alcf.anl.gov, whose status reads answered a plain GET with JSON. Under decision 0025 that is a different source with its own terms, and it waits on a terms review before it is registered; this manifest stays proposed until then."
      },
      {
        "source_id": "olcf-status",
        "name": "OLCF center status",
        "why_not_read": "No machine interface found. status.olcf.ornl.gov does not resolve in DNS; the center-status page is a 1.5 KB stub; and the lab site's WordPress API exposes only WordPress's own routes, where /wp/v2/statuses is post statuses rather than system status. The next step is asking OLCF whether one exists rather than guessing at more paths."
      }
    ],
    "other_facilities_note": "Registered and not readable by DOE-MCP. Their absence from this answer says nothing about whether they are up."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "nersc-status",
      "steward": "Lawrence Berkeley National Laboratory",
      "funder": "Office of Science",
      "system": "NERSC Superfacility API (system status)",
      "dataset": "NERSC Superfacility API (system status)",
      "dataset_version": "current",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "perlmutter",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-22T17:00:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "global_common",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-03T17:35:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "community_filesystem",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-03T17:35:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "global_homes",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-06T15:30:30",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "dtns",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-24T11:00:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_06",
      "source_ref": "source_01",
      "record_id": "sgns",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-03T17:35:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_07",
      "source_ref": "source_01",
      "record_id": "sciencedatabases",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-16T12:15:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_08",
      "source_ref": "source_01",
      "record_id": "spin",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-16T17:40:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_09",
      "source_ref": "source_01",
      "record_id": "globus",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-03T17:35:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_10",
      "source_ref": "source_01",
      "record_id": "jupyter",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-16T08:55:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_11",
      "source_ref": "source_01",
      "record_id": "website",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-06-09T15:25:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_12",
      "source_ref": "source_01",
      "record_id": "network",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-16T10:21:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_13",
      "source_ref": "source_01",
      "record_id": "authentication_servi",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-01T11:00:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_14",
      "source_ref": "source_01",
      "record_id": "thinlinc",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-21T09:25:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_15",
      "source_ref": "source_01",
      "record_id": "helpportal",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-03T17:35:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_16",
      "source_ref": "source_01",
      "record_id": "iris",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-10-08T14:05:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_17",
      "source_ref": "source_01",
      "record_id": "archive",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
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      "transformations": [],
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      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
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      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_21",
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      "locator": null,
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      "effective_at": "2026-10-21T06:00:00",
      "transformations": [],
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    {
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      "transformations": [],
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    {
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      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
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      "transformations": [],
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  ],
  "coverage": {
    "registry": "covered",
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    "result": "hit",
    "sources_searched": [
      "nersc-status"
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    "known_limitations": [
      "One facility. OLCF and ALCF were checked on 2026-09-08: ALCF's status application answers a scripted client with an HTTP 403 challenge and OLCF publishes no machine interface that could be found. Both are registered (alcf-status, olcf-status) as proposed. On 2026-10-20 ALCF's documented IRI Facility API answered a plain status read; it awaits a terms review (see alcf-status).",
      "Planned outages only. The publisher's record of past outages is a separate route this tool does not read.",
      "Status, not availability for any user. Nothing about a user's jobs, queue position or allocation is public, and this project asks for none of it.",
      "Timestamps carry no UTC offset, and updated_at is when a row last changed, not when it was checked: a filesystem that has been fine for two months reads two months old."
    ]
  },
  "warnings": [],
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      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
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}

research.search_literature {"query": "perovskite solar", "rows": 3}

Searched: osti-gov-records

Unavailable sources

• osti-doe-pages: source_not_activated

• No published rate limit means none of us knows what the real one is. If OSTI ever publishes one, or answers an email about it, this field becomes a number and the politeness budget follows it.

{
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      {
        "id": "3484888",
        "title": "Low-cost, Highly Efficient and Fast Thermally Pressed Scalable Carbon-based Planar Perovskite Solar Cells",
        "authors": [
          "Yan, Feng [Materials Science and Engineering Program, School for Engineering of Matter, Transport and Energy, Arizona State University, Tempe, AZ, 85287]"
        ],
        "publication_date": "2026-08-26",
        "product_type": "Technical Report",
        "doi": "10.2172/3484888",
        "report_number": "EE0009833",
        "research_orgs": [
          "Univ. of Alabama, Tuscaloosa, AL (United States)",
          "Arizona State Univ., Tempe, AZ (United States)",
          "National Renewable Energy Laboratory (NREL), Golden, CO (United States)"
        ]
      },
      {
        "id": "3625672",
        "title": "Semi-Transparent Perovskite Solar Cells in a Stacked Tandem Module: Cooperative Research and Development Final Report, CRADA Number CRD-19-00810",
        "authors": [
          "Luther, Joey [National Laboratory of the Rockies, Golden, CO (United States)]",
          "Larson, Bryon [National Laboratory of the Rockies, Golden, CO (United States)]",
          "Reiter, Kyle [National Laboratory of the Rockies, Golden, CO (United States)]"
        ],
        "publication_date": "2026-08-26",
        "product_type": "Technical Report",
        "doi": "10.66816/tp5080615",
        "report_number": "NLR/TP-5F00-99345",
        "research_orgs": [
          "National Laboratory of the Rockies (NLR), Golden, CO (United States)"
        ]
      },
      {
        "id": "3409109",
        "title": "Reducing non-radiative recombination in perovskite solar cells with a SiO<sub>2</sub>-graphene oxide buried interface layer",
        "authors": [
          "Cao, Zikun [Univ. of Texas, Arlington, TX (United States); Univ. of Miami, FL (United States)]",
          "You, Shuai [National Laboratory of the Rockies (NLR), Golden, CO (United States)]",
          "Zhang, Xiyao [Univ. of Texas, Arlington, TX (United States); Univ. of Akron, OH (United States)]",
          "Liu, Lei [Univ. of Akron, OH (United States)]",
          "Zhang, Haixing [Univ. of Miami, FL (United States)]"
        ],
        "publication_date": "2026-09-01",
        "product_type": "Journal Article",
        "authors_truncated": 4,
        "doi": "10.1016/j.nanoen.2026.112209",
        "journal": "Nano Energy",
        "report_number": "NLR/JA-5900-101333",
        "research_orgs": [
          "National Laboratory of the Rockies (NLR), Golden, CO (United States)"
        ]
      }
    ],
    "record_count": 3,
    "per_source": [
      {
        "source_id": "osti-gov-records",
        "system": "OSTI.GOV Search API",
        "total_matches": 8313,
        "returned": 3
      }
    ]
  },
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    {
      "id": "source_01",
      "source_id": "osti-gov-records",
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      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "3484888",
      "locator": "https://www.osti.gov/biblio/3484888",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-27T11:00:26Z",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "3625672",
      "locator": "https://www.osti.gov/biblio/3625672",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-02T10:56:05Z",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "3409109",
      "locator": "https://www.osti.gov/biblio/3409109",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-18T15:49:56Z",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
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  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "partial",
    "result": "hit",
    "sources_searched": [
      "osti-gov-records"
    ],
    "sources_unavailable": [
      {
        "source_id": "osti-doe-pages",
        "reason": "source_not_activated"
      }
    ],
    "known_limitations": [
      "A fulltext link is present when `has_fulltext` is true and absent otherwise; the servlet URL pattern resolves for those records only. Constructing one for a record without full text produces a dead link, so the adapter emits only what the API supplies or the manifest templates for records the API marked as having full text.",
      "An index of DOE-funded results, not of all energy research. Absence here says nothing about whether work exists; it says DOE did not fund or receive it.",
      "ScienceCinema was retired as a standalone product on 2025-09-05 and its ~3,600 multimedia items folded into this collection. Whether they can be isolated by any filter here is unverified.",
      "Some records carry future `publication_date` values, which is correct rather than a data error: OSTI accepts scheduled-publication metadata. Sorting by date puts unpublished work first unless a range is set.",
      "`product_type` filters on OSTI's own vocabulary \u2014 \"Technical Report\", \"Journal Article\" \u2014 and the value \"Dataset\" returns zero here even though datasets exist, because dataset records live in DOE Data Explorer. Checked live 2026-09-02. A caller filtering for datasets on this API gets an empty result that means \"wrong API\", not \"none\"."
    ]
  },
  "warnings": [
    {
      "code": "terms_note",
      "message": "No published rate limit means none of us knows what the real one is. If OSTI ever publishes one, or answers an email about it, this field becomes a number and the politeness budget follows it.",
      "source_id": "osti-gov-records"
    }
  ],
  "access_recipes": [
    {
      "kind": "doi",
      "uri": "https://doi.org/10.2172/3484888",
      "label": "Low-cost, Highly Efficient and Fast Thermally Pressed Scalable Carbon-based\u2026",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "fulltext_pdf",
      "uri": "https://www.osti.gov/servlets/purl/3484888",
      "label": "Full text (OSTI)",
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      "requires_account": false,
      "approximate_size": null
    },
    {
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      "uri": "https://doi.org/10.66816/tp5080615",
      "label": "Semi-Transparent Perovskite Solar Cells in a Stacked Tandem Module\u2026",
      "instructions": null,
      "requires_account": false,
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    },
    {
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      "label": "Full text (OSTI)",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    },
    {
      "kind": "doi",
      "uri": "https://doi.org/10.1016/j.nanoen.2026.112209",
      "label": "Reducing non-radiative recombination in perovskite solar cells with a\u2026",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
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    {
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      "label": "Full text (OSTI)",
      "instructions": null,
      "requires_account": false,
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    }
  ],
  "next_actions": [
    {
      "finding": "More matches exist than the 3 returned.",
      "suggested_capability": "literature.search",
      "reason": "Call again with a higher page number, or narrow the filters. Do not describe these as all the results."
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "research.search_literature",
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      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

research.get_record {"collection": "literature", "record_id": "3484888"}

Searched: osti-gov-records

• No published rate limit means none of us knows what the real one is. If OSTI ever publishes one, or answers an email about it, this field becomes a number and the politeness budget follows it.

{
  "data": {
    "record": {
      "id": "3484888",
      "title": "Low-cost, Highly Efficient and Fast Thermally Pressed Scalable Carbon-based Planar Perovskite Solar Cells",
      "authors": [
        "Yan, Feng [Materials Science and Engineering Program, School for Engineering of Matter, Transport and Energy, Arizona State University, Tempe, AZ, 85287]"
      ],
      "publication_date": "2026-08-26",
      "product_type": "Technical Report",
      "doi": "10.2172/3484888",
      "report_number": "EE0009833",
      "research_orgs": [
        "Univ. of Alabama, Tuscaloosa, AL (United States)",
        "Arizona State Univ., Tempe, AZ (United States)",
        "National Renewable Energy Laboratory (NREL), Golden, CO (United States)"
      ],
      "description": "This Final Technical Report summarizes work completed under Award Number DEEE0009833, titled \"Low-cost, Highly Efficient and Fast Thermally Pressed Scalable Carbon-based Planar Perovskite Solar Cells.\" The project addressed the central technical problem that carbon-electrode perovskite solar cells (C-PSCs) can reduce electrode costs and improve environmental durability, but they have historically lagged noble-metalcontact devices due to poor carbon/perovskite contact, high carbon-electrode resistance, imperfect hole extraction, and insufficient operational stability. The Statement of Project Objectives (SOPO), therefore, required systematic engineering of thermally pressed carbon-based planar perovskite solar cells by improving the carbon/perovskite interface quality, improving carbon-electrode conductivity, and further increasing device stability. The work advanced understanding of carbon-based perovskite photovoltaics by connecting device performance to three coupled mechanisms: interfacial recombination at the perovskite/hole-transport-layer/carbon stack; lateral and vertical transport losses in carbon contacts; and instability driven by moisture, heat, illumination, ion migration, and slow/variable manufacturing steps.",
      "subjects": [
        "14 SOLAR ENERGY",
        "Perovskite Solar Cell, Carbon electrode, Efficiency, Stability"
      ],
      "sponsor_orgs": [
        "USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office",
        "USDOE Office of Critical Minerals and Energy Innovation (CMEI)"
      ]
    },
    "fulltext": {
      "available": true,
      "url": "https://www.osti.gov/servlets/purl/3484888",
      "doi_fallback": "https://doi.org/10.2172/3484888",
      "note": "OSTI serves the full text directly at this URL."
    }
  },
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    {
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      "dataset_version": "current",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0,
      "citation": {
        "doi": "10.2172/3484888",
        "recommended": null,
        "required": false
      }
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "3484888",
      "locator": "https://www.osti.gov/biblio/3484888",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-27T11:00:26Z",
      "transformations": [
        "normalize"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "osti-gov-records"
    ]
  },
  "warnings": [
    {
      "code": "terms_note",
      "message": "No published rate limit means none of us knows what the real one is. If OSTI ever publishes one, or answers an email about it, this field becomes a number and the politeness budget follows it.",
      "source_id": "osti-gov-records"
    }
  ],
  "access_recipes": [
    {
      "kind": "doi",
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      "instructions": null,
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    },
    {
      "kind": "landing_page",
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      "label": "OSTI record page",
      "instructions": null,
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      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
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}

registry.search_sources {"capability": "solar.get_resource"}

Searched: Local registry only

{
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        "name": "NLR Developer Network",
        "domain": "energy-tech",
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        "declared_state": "proposed",
        "operational_state": "unknown",
        "automation_status": "public_api",
        "tier": "thin_proxy",
        "host": "gsa",
        "planned_capabilities": [
          "rates.find_tariffs",
          "solar.estimate_production",
          "solar.get_resource",
          "stations.find_alt_fuel"
        ],
        "blocked_reason": "Phase 3. Needs the apidatagov_rest adapter and the credential UX proven out on EIA first (Phase 2), since this is the key whose shared budget is the more dangerous of the two."
      }
    ],
    "record_count": 1,
    "total_matches": 1,
    "note": "Active sources can be queried now. Proposed ones are inventory: DOE-MCP knows they exist and each carries a blocked_reason saying what stands in the way. That is a different answer from 'we have never heard of it'."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "doe-mcp-registry",
      "steward": "The DOE-MCP project",
      "system": "DOE-MCP source registry and organization table",
      "dataset": "DOE-MCP source registry and organization table",
      "dataset_version": "2026-11-09",
      "authority_level": "unverified",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "nlr-developer-network",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit"
  },
  "warnings": [],
  "_execution": {
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      "osti_family": "1",
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      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

grid.get_bpa_operations {"intervals": 12}

Searched: bpa-operations

• Operational SCADA readings published minutes after the fact. They are situational awareness, not settled, revision-controlled or billing-quality figures, and should not be used as a system-of-record number.

• balancing_authority_interchange#09/03/2026 01:00
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:00
  No publisher locator supplied
  Record date: 09/03/2026 01:00
• balancing_authority_interchange#09/03/2026 01:05
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:05
  No publisher locator supplied
  Record date: 09/03/2026 01:05
• balancing_authority_interchange#09/03/2026 01:10
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:10
  No publisher locator supplied
  Record date: 09/03/2026 01:10
• balancing_authority_interchange#09/03/2026 01:15
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:15
  No publisher locator supplied
  Record date: 09/03/2026 01:15
• balancing_authority_interchange#09/03/2026 01:20
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:20
  No publisher locator supplied
  Record date: 09/03/2026 01:20
• balancing_authority_interchange#09/03/2026 01:25
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:25
  No publisher locator supplied
  Record date: 09/03/2026 01:25
• balancing_authority_interchange#09/03/2026 01:30
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:30
  No publisher locator supplied
  Record date: 09/03/2026 01:30
• balancing_authority_interchange#09/03/2026 01:35
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:35
  No publisher locator supplied
  Record date: 09/03/2026 01:35
• balancing_authority_interchange#09/03/2026 01:40
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:40
  No publisher locator supplied
  Record date: 09/03/2026 01:40
• balancing_authority_interchange#09/03/2026 01:45
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:45
  No publisher locator supplied
  Record date: 09/03/2026 01:45
• balancing_authority_interchange#09/03/2026 01:50
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:50
  No publisher locator supplied
  Record date: 09/03/2026 01:50
• balancing_authority_interchange#09/03/2026 01:55
  BPA transmission operations feeds · record balancing_authority_interchange#09/03/2026 01:55
  No publisher locator supplied
  Record date: 09/03/2026 01:55

{
  "data": {
    "feed": "balancing_authority_interchange",
    "title": "BPA Balancing Authority Load & Total VER",
    "units": "MW",
    "columns": [
      "Load",
      "VER",
      "Hydro",
      "Fossil/Biomass",
      "Interchange",
      "Nuclear"
    ],
    "latest": {
      "timestamp": "09/03/2026 01:55",
      "values": {
        "Load": 5728,
        "VER": 623,
        "Hydro": 3726,
        "Fossil/Biomass": 804,
        "Interchange": 600,
        "Nuclear": 1134
      }
    },
    "intervals": [
      {
        "timestamp": "09/03/2026 01:00",
        "values": {
          "Load": 5894,
          "VER": 603,
          "Hydro": 3863,
          "Fossil/Biomass": 801,
          "Interchange": 548,
          "Nuclear": 1134
        }
      },
      {
        "timestamp": "09/03/2026 01:05",
        "values": {
          "Load": 5832,
          "VER": 600,
          "Hydro": 3988,
          "Fossil/Biomass": 801,
          "Interchange": 735,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 01:10",
        "values": {
          "Load": 5812,
          "VER": 593,
          "Hydro": 3954,
          "Fossil/Biomass": 801,
          "Interchange": 709,
          "Nuclear": 1132
        }
      },
      {
        "timestamp": "09/03/2026 01:15",
        "values": {
          "Load": 5823,
          "VER": 635,
          "Hydro": 3913,
          "Fossil/Biomass": 803,
          "Interchange": 700,
          "Nuclear": 1131
        }
      },
      {
        "timestamp": "09/03/2026 01:20",
        "values": {
          "Load": 5877,
          "VER": 663,
          "Hydro": 3898,
          "Fossil/Biomass": 803,
          "Interchange": 665,
          "Nuclear": 1138
        }
      },
      {
        "timestamp": "09/03/2026 01:25",
        "values": {
          "Load": 5874,
          "VER": 682,
          "Hydro": 3895,
          "Fossil/Biomass": 803,
          "Interchange": 683,
          "Nuclear": 1136
        }
      },
      {
        "timestamp": "09/03/2026 01:30",
        "values": {
          "Load": 5866,
          "VER": 671,
          "Hydro": 3906,
          "Fossil/Biomass": 804,
          "Interchange": 694,
          "Nuclear": 1139
        }
      },
      {
        "timestamp": "09/03/2026 01:35",
        "values": {
          "Load": 5877,
          "VER": 649,
          "Hydro": 3810,
          "Fossil/Biomass": 802,
          "Interchange": 557,
          "Nuclear": 1132
        }
      },
      {
        "timestamp": "09/03/2026 01:40",
        "values": {
          "Load": 5839,
          "VER": 654,
          "Hydro": 3793,
          "Fossil/Biomass": 802,
          "Interchange": 585,
          "Nuclear": 1134
        }
      },
      {
        "timestamp": "09/03/2026 01:45",
        "values": {
          "Load": 5826,
          "VER": 669,
          "Hydro": 3756,
          "Fossil/Biomass": 803,
          "Interchange": 579,
          "Nuclear": 1137
        }
      },
      {
        "timestamp": "09/03/2026 01:50",
        "values": {
          "Load": 5801,
          "VER": 660,
          "Hydro": 3795,
          "Fossil/Biomass": 804,
          "Interchange": 632,
          "Nuclear": 1133
        }
      },
      {
        "timestamp": "09/03/2026 01:55",
        "values": {
          "Load": 5728,
          "VER": 623,
          "Hydro": 3726,
          "Fossil/Biomass": 804,
          "Interchange": 600,
          "Nuclear": 1134
        }
      }
    ],
    "record_count": 12,
    "reported_through": "09/03/2026 01:55",
    "window": "Dates: 03Sep2026 - 10Sep2026 (last updated 9Sep2026 07:26:18) Pacific Time",
    "window_intervals": 24,
    "populated_intervals": 24,
    "gap_intervals": 0,
    "pending_intervals": 12,
    "publisher_last_updated": "9Sep2026 07:26:18",
    "timestamps": "The file uses Pacific Time. Rows may carry PDT or PST; keep the label when supplied. Last-Modified dates the file, not an individual reading.",
    "note": "Five-minute SCADA readings from BPA's balancing authority, in megawatts. VER is variable energy resources \u2014 wind and solar together. The balancing authority includes loads and resources that are not BPA's own and excludes BPA loads served by transfer, so this is not a figure for 'BPA the utility'. For hourly history, or for any other balancing authority, use energy.grid_status; BPA's EIA-930 respondent code is BPAT.",
    "pending_note": "The file ends with 12 timestamps without measurements. These trailing slots are excluded from the returned intervals."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "bpa-operations",
      "steward": "Bonneville Power Administration",
      "system": "BPA transmission operations feeds",
      "dataset": "BPA Balancing Authority Load & Total VER",
      "dataset_version": "current",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:00",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:00",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:05",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:05",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:10",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:10",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:15",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:15",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:20",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:20",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_06",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:25",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:25",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_07",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:30",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:30",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_08",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:35",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:35",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_09",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:40",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:40",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_10",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:45",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:45",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_11",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:50",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:50",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_12",
      "source_ref": "source_01",
      "record_id": "balancing_authority_interchange#09/03/2026 01:55",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "09/03/2026 01:55",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "bpa-operations"
    ],
    "time_range": {
      "from": "09/03/2026 01:00",
      "to": "09/03/2026 01:55"
    }
  },
  "warnings": [
    {
      "code": "screening_only",
      "message": "Operational SCADA readings published minutes after the fact. They are situational awareness, not settled, revision-controlled or billing-quality figures, and should not be used as a system-of-record number.",
      "source_id": "bpa-operations"
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "grid.get_bpa_operations",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

energy.grid_status {"balancing_authority": "CISO", "hours": 3, "metric": "demand"}

Searched: eia-api-v2

• Exact request-rate limits are not published in the v2 documentation this project has read. Treated as unknown, so the standard politeness budget applies.
• EIA-930 publishes with a reporting lag and revises recent hours. The most recent observation here is not 'now'.

• electricity/rto/region-data#0
  EIA API v2 · record electricity/rto/region-data#0
  No publisher locator supplied
  Record date: 2026-09-09T13
• electricity/rto/region-data#1
  EIA API v2 · record electricity/rto/region-data#1
  No publisher locator supplied
  Record date: 2026-09-09T12
• electricity/rto/region-data#2
  EIA API v2 · record electricity/rto/region-data#2
  No publisher locator supplied
  Record date: 2026-09-09T11

{
  "data": {
    "balancing_authority": "CISO",
    "metric": "Demand",
    "metric_code": "D",
    "observations": [
      {
        "period": "2026-09-09T13",
        "respondent": "CISO",
        "respondent-name": "California Independent System Operator",
        "type": "D",
        "type-name": "Demand",
        "value": "30013",
        "value-units": "megawatthours"
      },
      {
        "period": "2026-09-09T12",
        "respondent": "CISO",
        "respondent-name": "California Independent System Operator",
        "type": "D",
        "type-name": "Demand",
        "value": "30450",
        "value-units": "megawatthours"
      },
      {
        "period": "2026-09-09T11",
        "respondent": "CISO",
        "respondent-name": "California Independent System Operator",
        "type": "D",
        "type-name": "Demand",
        "value": "30569",
        "value-units": "megawatthours"
      }
    ],
    "record_count": 3,
    "units": "megawatthours",
    "note": "EIA-930 hourly demand for this balancing authority. Recent hours are PRELIMINARY and are revised: a number read today for last night may change. Treat it as operational reporting, not as a settled statistic. This route carries four metrics \u2014 demand, forecast, generation, interchange \u2014 under one `value` column, and only the one named above is here."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "eia-api-v2",
      "steward": "US Energy Information Administration",
      "system": "EIA API v2",
      "dataset": "EIA-930 hourly electric grid monitor",
      "dataset_version": "v2",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "electricity/rto/region-data#0",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-09T13",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "electricity/rto/region-data#1",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-09T12",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "electricity/rto/region-data#2",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-09-09T11",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "eia-api-v2"
    ],
    "time_range": {
      "from": "2026-09-09T11",
      "to": "2026-09-09T13"
    }
  },
  "warnings": [
    {
      "code": "terms_note",
      "message": "Exact request-rate limits are not published in the v2 documentation this project has read. Treated as unknown, so the standard politeness budget applies.",
      "source_id": "eia-api-v2"
    },
    {
      "code": "stale_source",
      "message": "EIA-930 publishes with a reporting lag and revises recent hours. The most recent observation here is not 'now'.",
      "source_id": "eia-api-v2"
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "energy.grid_status",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

facility.find_wind_turbines {"rows": 5, "state": "RI"}

Searched: usgs-uswtdb

• 1 of the 5 records returned carry a confidence code below the publisher's top score, which means the compilers could not fully confirm the location or the attributes from imagery and records. Those rows are estimates and are marked as such in the data; reporting them beside the confirmed ones without the distinction turns an estimate into a survey. The codes are decoded in confidence_codes.

{
  "data": {
    "records": [
      {
        "case_id": 3001502,
        "faa_ors": null,
        "faa_asn": null,
        "usgs_pr_id": 38309,
        "t_state": "RI",
        "t_county": "Kent County",
        "t_fips": "44003",
        "p_name": "New England Tech",
        "p_year": 2009,
        "p_tnum": 1,
        "p_cap": 0.1,
        "t_manu": "Northern Power Systems",
        "t_model": "NW100",
        "t_cap": 100,
        "t_hh": 37.0,
        "t_rd": 21.0,
        "t_rsa": 346.36,
        "t_ttlh": 47.5,
        "t_conf_atr": 2,
        "t_conf_loc": 3,
        "t_img_date": "9/13/2017",
        "t_img_src": "Maxar",
        "xlong": -71.4515,
        "ylat": 41.73279,
        "eia_id": null,
        "t_retrofit": 0,
        "t_retro_yr": null,
        "t_offshore": 0
      },
      {
        "case_id": 3015899,
        "faa_ors": "44-020002",
        "faa_asn": "2005-ANE-1002-OE",
        "usgs_pr_id": 38302,
        "t_state": "RI",
        "t_county": "Newport County",
        "t_fips": "44005",
        "p_name": "Portsmouth Abbey School",
        "p_year": 2006,
        "p_tnum": 1,
        "p_cap": 0.66,
        "t_manu": "Vestas",
        "t_model": "V47-0.66",
        "t_cap": 660,
        "t_hh": 50.0,
        "t_rd": 47.0,
        "t_rsa": 1734.94,
        "t_ttlh": 73.5,
        "t_conf_atr": 3,
        "t_conf_loc": 3,
        "t_img_date": null,
        "t_img_src": "Bing Maps Aerial",
        "xlong": -71.2687,
        "ylat": 41.59909,
        "eia_id": null,
        "t_retrofit": 0,
        "t_retro_yr": null,
        "t_offshore": 0
      },
      {
        "case_id": 3034241,
        "faa_ors": "44-020102",
        "faa_asn": "2010-WTE-12453-OE",
        "usgs_pr_id": 38304,
        "t_state": "RI",
        "t_county": "Newport County",
        "t_fips": "44005",
        "p_name": "Sandywoods",
        "p_year": 2012,
        "p_tnum": 1,
        "p_cap": 0.28,
        "t_manu": "Vergnet",
        "t_model": "GEV MP",
        "t_cap": 275,
        "t_hh": 55.0,
        "t_rd": 32.0,
        "t_rsa": 804.25,
        "t_ttlh": 71.0,
        "t_conf_atr": 3,
        "t_conf_loc": 3,
        "t_img_date": "11/18/2020",
        "t_img_src": "Maxar",
        "xlong": -71.1539,
        "ylat": 41.62049,
        "eia_id": null,
        "t_retrofit": 0,
        "t_retro_yr": null,
        "t_offshore": 0
      },
      {
        "case_id": 3039300,
        "faa_ors": "44-020088",
        "faa_asn": "2011-WTE-8243-OE",
        "usgs_pr_id": 38306,
        "t_state": "RI",
        "t_county": "Providence County",
        "t_fips": "44007",
        "p_name": "Field's Point Wastewater Treatment Facility",
        "p_year": 2012,
        "p_tnum": 3,
        "p_cap": 4.5,
        "t_manu": "Goldwind",
        "t_model": "GW82",
        "t_cap": 1500,
        "t_hh": 70.0,
        "t_rd": 82.0,
        "t_rsa": 5281.02,
        "t_ttlh": 110.9,
        "t_conf_atr": 3,
        "t_conf_loc": 3,
        "t_img_date": "2/16/2017",
        "t_img_src": "Maxar",
        "xlong": -71.3898,
        "ylat": 41.79279,
        "eia_id": 59692,
        "t_retrofit": 0,
        "t_retro_yr": null,
        "t_offshore": 0
      },
      {
        "case_id": 3039301,
        "faa_ors": "44-020089",
        "faa_asn": "2011-WTE-8244-OE",
        "usgs_pr_id": 38307,
        "t_state": "RI",
        "t_county": "Providence County",
        "t_fips": "44007",
        "p_name": "Field's Point Wastewater Treatment Facility",
        "p_year": 2012,
        "p_tnum": 3,
        "p_cap": 4.5,
        "t_manu": "Goldwind",
        "t_model": "GW82",
        "t_cap": 1500,
        "t_hh": 70.0,
        "t_rd": 82.0,
        "t_rsa": 5281.02,
        "t_ttlh": 110.9,
        "t_conf_atr": 3,
        "t_conf_loc": 3,
        "t_img_date": "2/16/2017",
        "t_img_src": "Maxar",
        "xlong": -71.3873,
        "ylat": 41.79449,
        "eia_id": 59692,
        "t_retrofit": 0,
        "t_retro_yr": null,
        "t_offshore": 0
      }
    ],
    "record_count": 5,
    "total_matches": 35,
    "offset": 0,
    "columns": [
      "case_id",
      "eia_id",
      "faa_asn",
      "faa_ors",
      "p_cap",
      "p_name",
      "p_tnum",
      "p_year",
      "t_cap",
      "t_conf_atr",
      "t_conf_loc",
      "t_county",
      "t_fips",
      "t_hh",
      "t_img_date",
      "t_img_src",
      "t_manu",
      "t_model",
      "t_offshore",
      "t_rd",
      "t_retro_yr",
      "t_retrofit",
      "t_rsa",
      "t_state",
      "t_ttlh",
      "usgs_pr_id",
      "xlong",
      "ylat"
    ],
    "query": [
      "t_state=eq.RI"
    ],
    "units": "t_cap is one turbine's rated capacity in kilowatts and p_cap is the whole project's capacity in megawatts, which are different units on adjacent columns. Hub height (t_hh), rotor diameter (t_rd) and total height to blade tip (t_ttlh) are metres; rotor swept area (t_rsa) is square metres; xlong and ylat are decimal degrees.",
    "confidence_codes": "t_conf_loc and t_conf_atr both run 1 to 3, and 3 is the confident case. Location: 1 means no turbine was visible in the image, 2 a pad or parts on the ground, 3 an installed turbine. Attributes: 1 means nothing beyond total height and year, 2 incomplete or conflicting sources, 3 complete and consistent across sources. t_img_date is the date of the image the location was checked against, and t_img_src names the imagery.",
    "dataset_version": "USWTDB V9.0 (26 June 2026)",
    "note": "An inventory of individual wind turbines: where they are and what they are, one row each, not how much they generated. For output, capacity factors, or anything hourly, use energy.get_data against EIA \u2014 the eia_id column on these rows is EIA's own plant id and is how the two line up. The API states no release version of its own, so dataset_version is this registry's record of the current release, checked 2026-09-08.",
    "more": "35 records match. Page with offset to read past the 5 returned here rather than describing these as all of them."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "usgs-uswtdb",
      "steward": "US Geological Survey",
      "funder": "Office of Critical Materials and Energy Innovation",
      "host": "US Geological Survey",
      "system": "US Wind Turbine Database (USWTDB)",
      "dataset": "US Wind Turbine Database (USWTDB)",
      "dataset_version": "USWTDB V9.0 (26 June 2026)",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0,
      "citation": {
        "doi": "10.5066/F7TX3DN0",
        "recommended": "Hoen, B.D., Diffendorfer, J.E., Rand, J.T., Kramer, L.A., Garrity, C.P., and Hunt, H.E., 2018, United States Wind Turbine Database V9.0 (June 26, 2026): U.S. Geological Survey, American Clean Power Association, and Lawrence Berkeley National Laboratory data release, https://doi.org/10.5066/F7TX3DN0.",
        "required": false
      }
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "turbines#3001502",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "turbines#3015899",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "turbines#3034241",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "turbines#3039300",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "turbines#3039301",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "usgs-uswtdb"
    ]
  },
  "warnings": [
    {
      "code": "screening_only",
      "message": "1 of the 5 records returned carry a confidence code below the publisher's top score, which means the compilers could not fully confirm the location or the attributes from imagery and records. Those rows are estimates and are marked as such in the data; reporting them beside the confirmed ones without the distinction turns an estimate into a survey. The codes are decoded in confidence_codes.",
      "source_id": "usgs-uswtdb"
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "facility.find_wind_turbines",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

facility.find_solar_facilities {"rows": 5, "state": "RI"}

Searched: usgs-uspvdb

{
  "data": {
    "records": [
      {
        "case_id": 400417,
        "multi_poly": "single",
        "eia_id": 58214,
        "p_state": "RI",
        "p_county": "Kent",
        "ylat": 41.6518,
        "xlong": -71.7111,
        "p_area": 32794,
        "p_img_date": 20220306,
        "p_dig_conf": 4,
        "p_name": "West Greenwich Solar",
        "p_year": 2013,
        "p_pwr_reg": "ISNE",
        "p_tech_pri": "PV",
        "p_tech_sec": "c-si",
        "p_axis": "fixed-tilt",
        "p_azimuth": 180,
        "p_tilt": 25,
        "p_battery": null,
        "p_cap_ac": 1.9,
        "p_cap_dc": 2.0,
        "p_type": "greenfield",
        "p_agrivolt": "non-agrivoltaic",
        "p_zscore": -0.19,
        "p_comm": null,
        "p_sys_type": "ground"
      },
      {
        "case_id": 400618,
        "multi_poly": "multi",
        "eia_id": 58583,
        "p_state": "RI",
        "p_county": "Providence",
        "ylat": 41.7738,
        "xlong": -71.3403,
        "p_area": 113419,
        "p_img_date": 20210825,
        "p_dig_conf": 4,
        "p_name": "Forbes Street Solar",
        "p_year": 2013,
        "p_pwr_reg": "ISNE",
        "p_tech_pri": "PV",
        "p_tech_sec": "c-si",
        "p_axis": "fixed-tilt",
        "p_azimuth": 180,
        "p_tilt": 20,
        "p_battery": null,
        "p_cap_ac": 3.0,
        "p_cap_dc": 3.7,
        "p_type": "landfill",
        "p_agrivolt": "non-agrivoltaic",
        "p_zscore": -0.59,
        "p_comm": null,
        "p_sys_type": "ground"
      },
      {
        "case_id": 401343,
        "multi_poly": "single",
        "eia_id": 59858,
        "p_state": "RI",
        "p_county": "Providence",
        "ylat": 41.8014,
        "xlong": -71.5585,
        "p_area": 19906,
        "p_img_date": 20210830,
        "p_dig_conf": 4,
        "p_name": "Johnston Solar",
        "p_year": 2015,
        "p_pwr_reg": "ISNE",
        "p_tech_pri": "PV",
        "p_tech_sec": "c-si",
        "p_axis": "fixed-tilt",
        "p_azimuth": 180,
        "p_tilt": 25,
        "p_battery": null,
        "p_cap_ac": 1.0,
        "p_cap_dc": 1.5,
        "p_type": "greenfield",
        "p_agrivolt": "non-agrivoltaic",
        "p_zscore": 0.01,
        "p_comm": null,
        "p_sys_type": "ground"
      },
      {
        "case_id": 401715,
        "multi_poly": "single",
        "eia_id": 60451,
        "p_state": "RI",
        "p_county": "Providence",
        "ylat": 41.9861,
        "xlong": -71.5848,
        "p_area": 20315,
        "p_img_date": 20241008,
        "p_dig_conf": 4,
        "p_name": "Brookside",
        "p_year": 2015,
        "p_pwr_reg": "ISNE",
        "p_tech_pri": "PV",
        "p_tech_sec": "c-si",
        "p_axis": "fixed-tilt",
        "p_azimuth": 180,
        "p_tilt": 30,
        "p_battery": null,
        "p_cap_ac": 1.0,
        "p_cap_dc": 1.2,
        "p_type": "greenfield",
        "p_agrivolt": "non-agrivoltaic",
        "p_zscore": -0.22,
        "p_comm": null,
        "p_sys_type": "ground"
      },
      {
        "case_id": 401746,
        "multi_poly": "multi",
        "eia_id": 60495,
        "p_state": "RI",
        "p_county": "Providence",
        "ylat": 41.799,
        "xlong": -71.4362,
        "p_area": 16554,
        "p_img_date": 20241202,
        "p_dig_conf": 4,
        "p_name": "Little Bay",
        "p_year": 2014,
        "p_pwr_reg": "ISNE",
        "p_tech_pri": "PV",
        "p_tech_sec": "c-si",
        "p_axis": "fixed-tilt",
        "p_azimuth": 180,
        "p_tilt": 14,
        "p_battery": null,
        "p_cap_ac": 1.3,
        "p_cap_dc": 1.5,
        "p_type": "greenfield",
        "p_agrivolt": "non-agrivoltaic",
        "p_zscore": 0.22,
        "p_comm": null,
        "p_sys_type": "ground"
      }
    ],
    "record_count": 5,
    "total_matches": 71,
    "offset": 0,
    "columns": [
      "case_id",
      "eia_id",
      "multi_poly",
      "p_agrivolt",
      "p_area",
      "p_axis",
      "p_azimuth",
      "p_battery",
      "p_cap_ac",
      "p_cap_dc",
      "p_comm",
      "p_county",
      "p_dig_conf",
      "p_img_date",
      "p_name",
      "p_pwr_reg",
      "p_state",
      "p_sys_type",
      "p_tech_pri",
      "p_tech_sec",
      "p_tilt",
      "p_type",
      "p_year",
      "p_zscore",
      "xlong",
      "ylat"
    ],
    "query": [
      "p_state=eq.RI"
    ],
    "units": "p_cap_ac and p_cap_dc are megawatts, alternating and direct current, and the two differ for every facility. p_area is square metres, p_tilt and p_azimuth are degrees, and xlong and ylat are decimal degrees for the facility's centre rather than its outline.",
    "confidence_codes": "p_dig_conf runs 1 to 4, and 4 is the confident case: 1 means one polygon standing in for several facilities that could not be told apart, 2 several polygons drawn against unclear EIA records, 3 a polygon covering only part of the facility because the imagery was poor, 4 a facility polygon drawn with high confidence. In cases 1 to 3 the attributes may not describe the whole facility. p_img_date is the date of the image the boundary was digitised from, which is the honest vintage of the polygon.",
    "dataset_version": "USPVDB v4.0 (April 2026)",
    "note": "An inventory of utility-scale solar facilities of one megawatt and up: where they are and what they are, one row each, not how much they generated. For output, capacity factors, or anything hourly, use energy.get_data against EIA \u2014 the eia_id column on these rows is EIA's own plant id and is how the two line up. The API states no release version of its own, so dataset_version is this registry's record of the current release, checked 2026-09-08.",
    "more": "71 records match. Page with offset to read past the 5 returned here rather than describing these as all of them."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "usgs-uspvdb",
      "steward": "US Geological Survey",
      "funder": "Office of Critical Materials and Energy Innovation",
      "host": "US Geological Survey",
      "system": "US Large-Scale Solar Photovoltaic Database (USPVDB)",
      "dataset": "US Large-Scale Solar Photovoltaic Database (USPVDB)",
      "dataset_version": "USPVDB v4.0 (April 2026)",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0,
      "citation": {
        "doi": "10.5066/P9IA3TUS",
        "recommended": "Fujita, K.S., Ancona, Z.H., Kramer, L.A., Straka, M., Gautreau, T.E., Garrity, C.P., Robson, D., Diffendorfer, J.E., and Hoen, B., 2023, United States Large-Scale Solar Photovoltaic Database (v4.0, April 2026): U.S. Geological Survey and Lawrence Berkeley National Laboratory data release, https://doi.org/10.5066/P9IA3TUS.",
        "required": false
      }
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "projects#400417",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "projects#400618",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "projects#401343",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "projects#401715",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "projects#401746",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "usgs-uspvdb"
    ]
  },
  "warnings": [],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "facility.find_solar_facilities",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

registry.search_sources {"capability": "grid.interconnection_queue"}

Searched: Local registry only

{
  "data": {
    "sources": [
      {
        "id": "lbnl-emp-datasets",
        "name": "LBNL Electricity Markets and Policy datasets",
        "domain": "energy",
        "steward": "lbnl",
        "authority_level": "primary",
        "declared_state": "proposed",
        "operational_state": "unknown",
        "automation_status": "public_download",
        "tier": "catalog_pointer",
        "planned_capabilities": [
          "grid.interconnection_queue"
        ],
        "blocked_reason": "Phase 3. Spreadsheet parsing per annual edition; no access obstacle."
      }
    ],
    "record_count": 1,
    "total_matches": 1,
    "note": "Active sources can be queried now. Proposed ones are inventory: DOE-MCP knows they exist and each carries a blocked_reason saying what stands in the way. That is a different answer from 'we have never heard of it'."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "doe-mcp-registry",
      "steward": "The DOE-MCP project",
      "system": "DOE-MCP source registry and organization table",
      "dataset": "DOE-MCP source registry and organization table",
      "dataset_version": "2026-11-09",
      "authority_level": "unverified",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "lbnl-emp-datasets",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit"
  },
  "warnings": [],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "registry.search_sources",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

registry.list_neighbors {"capability": ""}

Searched: Local registry only

{
  "data": {
    "neighbors": [
      {
        "id": "building-simulation-mcps",
        "name": "EnergyPlus-MCP and OpenStudio-MCP",
        "kind": "server",
        "maintainer": "LBNL Energy Technologies Area; National Laboratory of the Rockies",
        "status": "listed",
        "compliance": "opaque",
        "why_not_absorbed": "A different product class. These wrap SIMULATORS \u2014 you give them a model and they run it \u2014 where DOE-MCP serves published data. Wrapping a simulator means owning its installation, its version compatibility, and its runtime, none of which the provenance envelope has anything useful to say about. The 185 or more combined tools would also breach the sizing ceiling ninefold.",
        "tool_count": 185,
        "install": {
          "method": "source",
          "command": "git clone https://github.com/LBNL-ETA/EnergyPlus-MCP"
        },
        "repository": "https://github.com/LBNL-ETA/EnergyPlus-MCP"
      },
      {
        "id": "genesis-agent-skills",
        "name": "Genesis Agent Skills (DOE ModCon)",
        "kind": "skill_pack",
        "maintainer": "ModCon BASE team, co-led by PNNL and Berkeley Lab",
        "status": "listed",
        "compliance": "opaque",
        "why_not_absorbed": "It is instructions rather than data or tools, so there is nothing for DOE-MCP to wrap. Its subtrees carry different licenses and some carry none, so nothing is copied here. DOE-MCP's own skills use the same Agent Skills file format. The October review checked them with the upstream validator. Since then, local demos have applied selected Genesis methods to DOE records without running the upstream scripts.",
        "install": {
          "method": "source",
          "command": "git clone https://github.com/AI-ModCon/genesis-skills"
        },
        "repository": "https://github.com/AI-ModCon/genesis-skills"
      },
      {
        "id": "genesis-lane-servers",
        "name": "DOE Genesis Mission MCP deployments (gated)",
        "kind": "server",
        "maintainer": "Various DOE national laboratories",
        "status": "watch",
        "compliance": "opaque",
        "why_not_absorbed": "Access-gated by design and pointed at internal instruments, facilities, and compute. Wrapping a gated server would produce a tool that fails for every public user, which is worse than not having it. The named watch items are BNL's PanDA MCP, Argonne's Globus-service MCPs and LBNL's CBorg.",
        "install": {
          "method": "source",
          "command": "unavailable \u2014 access is gated (OneID / RFA / SSO)"
        }
      },
      {
        "id": "materials-project-mcp",
        "name": "Materials Project MCP (inside mp-api)",
        "kind": "server",
        "maintainer": "Materials Project, Lawrence Berkeley National Laboratory",
        "status": "watch",
        "compliance": "full",
        "why_not_absorbed": "It IS absorbed, which is why this entry exists to say so. Materials Project ships its first-party MCP server inside the `mp-api` Python library (search and fetch shipped as of 0.46.0; fetch_all, fetch_many, phase-diagram lookup and an mpmcp CLI in development). Because the upstream ships a LIBRARY rather than only a server, decision 0011 routes it to depend-and-wrap: declare the dependency, write thin tools over it, and avoid asking a user to install and configure a second MCP server for one domain. The library's surface is reshaped into DOE-MCP's tool contract rather than re-exported, because 0014's sizing bands bind a wrapper like anything else.",
        "capabilities": [
          "materials.search"
        ],
        "install": {
          "method": "pip",
          "command": "pip install \"doe-mcp[materials]\""
        },
        "repository": "https://github.com/materialsproject/api"
      },
      {
        "id": "nasa-earthdata-mcp",
        "name": "NASA Earthdata (CMR) MCP",
        "kind": "server",
        "maintainer": "NASA Earthdata",
        "status": "listed",
        "compliance": "opaque",
        "why_not_absorbed": "Another agency's data and another agency's server, already hosted and already working. Rebuilding it would duplicate NASA's own infrastructure to no one's benefit. The overlap with DOE-MCP is narrow and specific \u2014 the ORNL DAAC \u2014 and there the publisher triple already carries the answer on every provenance entry: ORNL operates it, NASA funds it.",
        "capabilities": [
          "earth.search_datasets"
        ],
        "install": {
          "method": "source",
          "command": "remote server \u2014 configure the endpoint cmr.earthdata.nasa.gov/mcp/v1"
        }
      },
      {
        "id": "nepa-mcp",
        "name": "NEPA-MCP",
        "kind": "server",
        "maintainer": "Pacific Northwest National Laboratory",
        "status": "listed",
        "compliance": "opaque",
        "why_not_absorbed": "Server-only and far too large. 56 tools across 23 servers is more than twice the hard ceiling a single DOE-MCP profile may carry, and its release cadence \u2014 every three to six days \u2014 would make any wrapper permanently behind. DOE-MCP registers the underlying NEPA document database as a `proposed` manifest that says exactly this, so the registry answers \"not a gap, a decision\".",
        "capabilities": [
          "docs.search_nepa"
        ],
        "tool_count": 56,
        "install": {
          "method": "pipx",
          "command": "pipx install nepa-mcp"
        },
        "repository": "https://github.com/pnnl/nepa-mcp"
      }
    ],
    "record_count": 6,
    "note": "MCP has no mechanism for one server to advertise or install another (checked against the protocol 2026-09-01), so these carry executable install commands rather than links. Results from a server listed as 'opaque' are unverified external evidence and should be labelled as such \u2014 being official does not make a server's output carry provenance. A 'skill_pack' is agent instructions, not a server: there is nothing to call, and its skills can run commands, so read one before using it."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "doe-mcp-registry",
      "steward": "The DOE-MCP project",
      "system": "DOE-MCP source registry and organization table",
      "dataset": "DOE-MCP source registry and organization table",
      "dataset_version": "2026-11-09",
      "authority_level": "unverified",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
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  "evidence": [
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      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "building-simulation-mcps",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "genesis-agent-skills",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "genesis-lane-servers",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "materials-project-mcp",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "nasa-earthdata-mcp",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_06",
      "source_ref": "source_01",
      "record_id": "nepa-mcp",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit"
  },
  "warnings": [],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "registry.list_neighbors",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

earth.search_datasets {"rows": 5, "text": "permafrost"}

Searched: ess-dive

{
  "data": {
    "datasets": [
      {
        "package_id": "ess-dive-3ae4bf47c8a5c01-20260821T191107282",
        "doi": "doi:10.5440/1575068",
        "name": "Leaf Carbon and Nitrogen Content, Seward Peninsula, Alaska, 2014",
        "description": "Carbon and nitrogen content of leaves sampled from locations on the Council, Kougarok and Teller roads, Seward Peninsula, Alaska. Species not fully identified in all cases, but include samples from the genera: Alnus, Arctagrostis, Arctophila, Arctostaphylos, Betula, Carex, Eriophorum, Petasites, Picea, Populus, Rubus, Salix, Saxifraga and Vaccinium. Locations along the Council, Kougarok and Teller roads, Seward Peninsula, Alaska. Samples were collected from various locations as part of reconnaissance field work prior to establishment of formal NGEE Arctic study sites between August 22, 2014 and August 24, 2014. There is a single datafile in .csv format. The Next-Generation Ecosystem Experiments: Arctic (NGEE Arctic), was a research effort to reduce uncertainty in Earth System Models by developing a predictive understanding of carbon-rich Arctic ecosystems and feedbacks to climate. NGEE Arctic was supported by the Department of Energy's Office of Biological and Environmental Research. The NGEE Arctic project had two field research sites: 1) located within the Arctic polygonal tundra coastal region on the Barrow Environmental Observatory (BEO) and the North Slope near Utqiagvik (Barrow), Alaska and 2) multiple areas on the discontinuous permafrost region of the Seward Peninsula north of Nome, Alaska. Through observations, experiments, and synthesis with existing datasets, NGEE Arctic provided an enhanced knowledge base for multi-scale modeling and contributed to improved process representation at global pan-Arctic scales within the Department of Energy's Earth system Model (the Energy Exascale Earth System Model, or E3SM), and specifically within the E3SM Land Model component (ELM).",
        "project": null,
        "creators": [],
        "funders": [],
        "keywords": [],
        "places": [],
        "temporal_coverage": {},
        "date_published": "2020",
        "date_uploaded": "2026-08-21T19:11:09.012Z",
        "date_modified": "2026-08-21T19:11:09.243Z",
        "view_url": "https://data.ess-dive.lbl.gov/view/doi:10.5440/1575068"
      },
      {
        "package_id": "ess-dive-59891b16a14f206-20260821T190846262",
        "doi": "doi:10.3334/CDIAC/SPRUCE.042",
        "name": "SPRUCE Geochemical Changes in Porewater from Northern Peatlands at Multiple Depths in Field Samples and over Time in Peat Incubations",
        "description": "This data set reports the results of the analysis of dissolved organic matter (DOM) in porewater samples collected from multiple depths in northern peatlands and during laboratory peat incubations to characterize the gain or loss of specific chemical moieties (e.g. CH2, H2, CH2O, etc.) that may be attributed to microbial degradation. During incubations, CO2 and CH4 concentrations and stable isotopes were determined by isotope ratio mass spectrometry. Porewater samples were collected from the S1 Bog (April 2015), a Sphagnum-dominated site at northern Minnesota peatland in the Marcell Experimental Forest, using permanently-installed piezometers, which provided profiles from the watertable surface to 200 cm depth. This is the site of the SPRUCE experiment. Porewater and peat samples were collected in July 2015 from an additional Sphagnum-dominated site within Stordalen Mire, Sweden, a palsa mire underlain by thawing permafrost, using perforated stainless steel tubes that were inserted into the peat to the desired depths (13 cm and 32 cm). Porewater samples were analyzed by Fourier transform ion cyclotron resonance mass spectrometry (FTICRMS) followed by Kendrick mass transform analysis. The Kendrick mass (i.e., Kendrick 1963) transform analysis identifies the gain or loss of specific chemical moieties (e.g. CH2, H2, CH2O, etc.) via mass differences, and was used to infer potential microbial degradation pathways by which compounds were consumed in these samples. Increasing depth would suggest more degradation of DOM with the greater length of time for peat accumulation and similarly, with increasing length of peat incubation. During incubations, CO2 and CH4 concentrations and stable isotopes were determined by isotope ratio mass spectrometry. There are four files provided in comma separated value (*.csv) format.",
        "project": null,
        "creators": [],
        "funders": [],
        "keywords": [],
        "places": [],
        "temporal_coverage": {},
        "date_published": "2017",
        "date_uploaded": "2026-08-21T19:08:47.405Z",
        "date_modified": "2026-08-21T19:08:47.514Z",
        "view_url": "https://data.ess-dive.lbl.gov/view/doi:10.3334/CDIAC/SPRUCE.042"
      },
      {
        "package_id": "ess-dive-9b961ab3bdda867-20260817T151917925",
        "doi": "doi:10.15485/3023308",
        "name": "Permafrost Thaw, Uneven Subsidence and Projected Drying of Ice-wedge Polygon Tundra: Modeling Archive",
        "description": "This dataset is a model archive of the paper Permafrost Thaw, Uneven Subsidence and Projected Drying of Ice-wedge Polygon Tundra (in prep) to support a modeling study investigating how projected increases in Arctic temperature and precipitation will jointly influence hydrologic conditions in ice-rich tundra landscapes. With this dataset, this study is to address the research question: Will Arctic tundra landscapes become wetter or drier with increasing precipitation and temperature in the future when thaw-induced ground subsidence and associated microtopographic evolution are represented? The simulations focus on ice-wedge polygon tundra, a widespread form of ice-rich permafrost terrain that is highly sensitive to thaw-driven landscape change. This dataset contains model input and output data for four study watersheds in Alaska: Anaktuvuk, Utqiagvik (formerly Barrow), Brooks Foothills, and Prudhoe Bay. Simulations were performed using the Advanced Terrestrial Simulator (ATS, v1.5), a physics-rich integrated surface\u2013subsurface hydrologic model. For each watershed, ten modeling cases were performed representing two landscape evolution conditions (with subsidence and without subsidence) combined with five climate forcing scenarios derived from Shared Socioeconomic Pathways (SSP5, SSP5 with precipitation trend, SSP2, SSP2 with precipitation trend, and SSP2 with double precipitation trend). Particularly, for each watershed under the forcing SSP2 with precipitation trend, there are two additional simulations considering spatially heterogeneous subsidence distributions: one assumes randomly distributed scaling and the other includes elevation dependent distribution scaling. These simulations span 1980\u20132099 and include spin-up runs (1980\u20132009) followed by transient projections (2010\u20132099). To facilitate reproducibility of simulations, all datasets are organized by watershed. For each study watershed, the dataset contains: (1) Pre-partitioned mesh files for 32-core modeling (.par.32.XX), located in EACH_WATERSHED/mesh/basin; and also a non-partitioned mesh file (.exo) located in EACH_WATERSHED/mesh; (2) Climate forcings corresponding to the five SSP scenarios (.h5), located in EACH_WATERSHED/data; (3) Final states (.h5) from column spin-up modeling used to initialize historical watershed-scale spin-up runs from 1980 to 2009, located in EACH_WATERSHED/PreSpinupHistorical; (4) Final states (.h5) of historical watershed-scale spin-up runs from 1980 to 2009 used to initialize projection runs, located in EACH_WATERSHED/Spinup_daymetERA5; (5) ATS modeling input files (.xml), located in EACH_WATERSHED/EACH_SIMULATION_SCENARIO/inputfiles; (6) ATS modeling output files (.dat), located in in EACH_WATERSHED/EACH_SIMULATION_SCENARIO/combined_obs; (7) For the Brooks Foothills watershed, additional spatial model outputs are provided (.h5) for selected years (2033 and 2093) used to generate spatial figures in this study, located in Brooksfoothills/EACH_SIMULATION_SCENARIO/results-WITH/WITHOUT_SUBSIDENCE-year2033/2093. All data files with suffix .h5 can be accessible through Python h5py, and all data files with suffix of .dat can be imported by Python pandas. Mesh file with .exo can be visualized through Paraview or read by Python netCDF. The Next-Generation Ecosystem Experiments in the Arctic (NGEE Arctic) project is a research effort to reduce uncertainty in the Department of Energy\u2019s Energy Exascale Earth System Model (E3SM) by developing a predictive understanding of Arctic tundra ecosystems underlain by permafrost and to quantify feedbacks from the Arctic tundra to the Earth system. NGEE Arctic is supported by the Department of Energy's Office of Biological and Environmental Research. Over Phases 1\u20133, observations made by the NGEE Arctic team across a gradient of permafrost landscapes in Arctic Alaska improved the representation of tundra processes in the land surface component of E3SM (the E3SM Land Model, ELM). Model improvements emphasized unique aspects of permafrost environments and explored reductions in model complexity while retaining predictive power. The Arctic-informed ELM developed by NGEE Arctic has been used to make novel predictions on processes ranging from permafrost thaw to soil biogeochemical cycling to Earth system feedbacks associated with the unique characteristics of tundra plants. In Phase 4, the NGEE Arctic team is evaluating our new predictive understanding under novel conditions across the Arctic domain. In collaboration with partners at long-term pan-Arctic research sites we are examining whether an Arctic-informed ELM can faithfully simulate interactions among surface and subsurface processes at site, regional, and pan-Arctic scales. In turn, we are using variety of tools to dynamically extend and evaluate ELM inference, with an emphasis on data synthesis and pan-Arctic model evaluation, reintegration of code with an evolving E3SM, scaling across heterogeneous Arctic landscapes, and the appropriate representation of the impacts of increasingly frequent Arctic disturbances.",
        "project": null,
        "creators": [],
        "funders": [],
        "keywords": [],
        "places": [],
        "temporal_coverage": {},
        "date_published": "2026",
        "date_uploaded": "2026-08-17T15:19:19.031Z",
        "date_modified": "2026-08-17T15:19:19.186Z",
        "view_url": "https://data.ess-dive.lbl.gov/view/doi:10.15485/3023308"
      },
      {
        "package_id": "ess-dive-387aca9b8ac0fa9-20260717T202253310452",
        "doi": "doi:10.5440/1832016",
        "name": "National Center for Airborne Laser Mapping (NCALM) LiDAR, Imagery, and DEM data from five NGEE Arctic Sites, Seward Peninsula, Alaska, August 2021",
        "description": "From August 8 through August 16 of 2021, airborne remote sensing data was collected by the National Center for Airborne Laser Mapping (NCALM) in collaboration with NGEE Arctic scientists. Data was collected around five NGEE Arctic study sites on the Seward Peninsula of Alaska: Teller mm 27, Teller mm 47, Kougarok mm 64, Kougarok mm 86, and Council mm 71. A Robinson R44 II helicopter with a RIEGL VQ-580 II airborne laser scanner was used to collect the LiDAR point cloud data for each study site. A Phase One iXM-RS100F camera was integrated with the Riegl sensor to collect RGB imagery. This data package contains LiDAR point clouds (.las), RGB imagery (tif), 1 m or 50 cm Digital Elevation Models (.tif) generated from the LiDAR data, and shapefiles of the .las tiling system for each site (.shp). Two supplemental documents are also included in the package: 1) a report describing data collection details, GNSS corrections, and processing steps and 2) a document describing the LiDAR Classification used (.pdf). This survey was conducted towards the end of the summer on the Seward Peninsula, and can be paired with data collected in April of 2022 during the snow-on campaign \"National Center for Airborne Laser Mapping (NCALM) LiDAR and DEM data from two NGEE Arctic Sites, Seward Peninsula, Alaska, Winter 2022\" (Singhania et.al, 2023) (NGA314).  The Next-Generation Ecosystem Experiments: Arctic (NGEE Arctic), was a research effort to reduce uncertainty in Earth System Models by developing a predictive understanding of carbon-rich Arctic ecosystems and feedbacks to climate. NGEE Arctic was supported by the Department of Energy's Office of Biological and Environmental Research. The NGEE Arctic project had two field research sites: 1) located within the Arctic polygonal tundra coastal region on the Barrow Environmental Observatory (BEO) and the North Slope near Utqiagvik (Barrow), Alaska and 2) multiple areas on the discontinuous permafrost region of the Seward Peninsula north of Nome, Alaska. Through observations, experiments, and synthesis with existing datasets, NGEE Arctic provided an enhanced knowledge base for multi-scale modeling and contributed to improved process representation at global pan-Arctic scales within the Department of Energy's Earth system Model (the Energy Exascale Earth System Model, or E3SM), and specifically within the E3SM Land Model component (ELM).",
        "project": null,
        "creators": [],
        "funders": [],
        "keywords": [],
        "places": [],
        "temporal_coverage": {},
        "date_published": "2023",
        "date_uploaded": "2026-07-17T20:22:54.969Z",
        "date_modified": "2026-07-17T20:22:55.053Z",
        "view_url": "https://data.ess-dive.lbl.gov/view/doi:10.5440/1832016"
      },
      {
        "package_id": "ess-dive-b92428d4a59674c-20260717T202221097472",
        "doi": "doi:10.5440/1778212",
        "name": "Landscape-scale Characterization of Arctic Tundra Vegetation Composition, Structure, and Function with a Multi-sensor Unoccupied Aerial System: Supporting Data.",
        "description": "Airborne remote sensing data collected using the Brookhaven National Laboratory's (BNL) heavy-lift unoccupied aerial system (UAS) octocopter platform, the Osprey, operated by the Terrestrial Ecosystem Science and Technology (TEST) group (https://www.bnl.gov/testgroup). This package includes data from three flights flown over the NGEE-Arctic Council, Kougarok and Teller sites in July, 2018. The Osprey is a multi-sensor UAS platform that simultaneously measures very high spatial resolution optical red/green/blue (RGB) and thermal infrared (TIR) surface 'skin' temperature imagery, as well as surface reflectance at 1 nm intervals in the visible to near-infrared spectral range 350 - 1000 nm measured at regular intervals along each flight path. Derived image products include ortho-mosaiced RGB and TIR images, an RGB-based digital surface model (DSM) using the structure from motion (SfM) technique, digital terrain model (DTM), and a canopy height model (CHM). In addition, a VNIR surface reflectance file is provided for the trigger locations collected during each flight campaign. Ancillary aircraft data, flight mission parameters, and general flight conditions provided by the onboard flight and data collection computers are also included. Unprocessed and processed data products are included in this package (processing levels 0-3). Data and metadata are provided as text (*.txt, *.json, *.kml, *hdr, *.enp), tabular (*.dat, *.csv, *.waypoint, ENVI format (no extension)), point cloud (*.laz) and image (*.jpg, *.tif, *png) formats. This metadata document contains flight campaign, instrument and file metadata, along with a description of data processing levels, data products and file naming scheme.The Next-Generation Ecosystem Experiments: Arctic (NGEE Arctic), a research effort to reduce uncertainty in Earth System Models by developing a predictive understanding of carbon-rich Arctic ecosystems and feedbacks to climate. NGEE Arctic was supported by the Department of Energy?s Office of Biological and Environmental Research.The NGEE Arctic project had two field research sites: 1) located within the Arctic polygonal tundra coastal region on the Barrow Environmental Observatory (BEO) and the North Slope near Utqiagvik (Barrow), Alaska and 2) multiple areas on the discontinuous permafrost region of the Seward Peninsula north of Nome, Alaska.Through observations, experiments, and synthesis with existing datasets, NGEE Arctic provided an enhanced knowledge base for multi-scale modeling and contributed to improved process representation at global pan-Arctic scales within the Department of Energy's Earth system Model (the Energy Exascale Earth System Model, or E3SM), and specifically within the E3SM Land Model component (ELM).",
        "project": null,
        "creators": [],
        "funders": [],
        "keywords": [],
        "places": [],
        "temporal_coverage": {},
        "date_published": "2021",
        "date_uploaded": "2026-07-17T20:22:24.225Z",
        "date_modified": "2026-07-17T20:22:24.350Z",
        "view_url": "https://data.ess-dive.lbl.gov/view/doi:10.5440/1778212"
      }
    ],
    "record_count": 5,
    "total_matches": 329,
    "offset": 0,
    "searched": {
      "isPublic": true,
      "text": "permafrost",
      "sort": "dateUploaded:desc"
    },
    "note": "Package-level metadata from DOE's environmental system science repository. Each record points at files held in the repository rather than carrying them; earth.get_dataset returns one record in full. The search runs over metadata, so a variable measured but never named in a record's keywords or description is not findable here."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "ess-dive",
      "steward": "Lawrence Berkeley National Laboratory",
      "funder": "Biological and Environmental Research",
      "system": "ESS-DIVE (Environmental System Science Data Infrastructure)",
      "dataset": "ESS-DIVE (Environmental System Science Data Infrastructure)",
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      "transformations": [],
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      "source_ref": "source_01",
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      "locator": "https://data.ess-dive.lbl.gov/view/doi:10.3334/CDIAC/SPRUCE.042",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-08-21T19:08:47.405Z",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
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      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "ess-dive-9b961ab3bdda867-20260817T151917925",
      "locator": "https://data.ess-dive.lbl.gov/view/doi:10.15485/3023308",
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      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
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    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "ess-dive-387aca9b8ac0fa9-20260717T202253310452",
      "locator": "https://data.ess-dive.lbl.gov/view/doi:10.5440/1832016",
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      "effective_at": "2026-07-17T20:22:54.969Z",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
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    {
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      "source_ref": "source_01",
      "record_id": "ess-dive-b92428d4a59674c-20260717T202221097472",
      "locator": "https://data.ess-dive.lbl.gov/view/doi:10.5440/1778212",
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2026-07-17T20:22:24.225Z",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
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  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "partial",
    "result": "hit",
    "sources_searched": [
      "ess-dive"
    ],
    "known_limitations": [
      "A repository, so coverage is what investigators deposited. Absence reflects deposit practice, not the absence of research.",
      "Package-level metadata is well structured; the files inside a package are heterogeneous scientific formats reached by pointer.",
      "The search is over metadata, not over the data files. A variable measured but not named in the record's keywords or description is not findable here.",
      "Paging counts rows from one, not from zero. The service refuses rowStart=0 outright, which makes it the one paging mistake on this source that cannot pass silently."
    ]
  },
  "warnings": [],
  "access_recipes": [
    {
      "kind": "landing_page",
      "uri": "https://data.ess-dive.lbl.gov/view/doi:10.5440/1575068",
      "label": "Leaf Carbon and Nitrogen Content, Seward Peninsula, Alaska, 2014",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
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    {
      "kind": "landing_page",
      "uri": "https://data.ess-dive.lbl.gov/view/doi:10.3334/CDIAC/SPRUCE.042",
      "label": "SPRUCE Geochemical Changes in Porewater from Northern Peatlands at Multiple\u2026",
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      "requires_account": false,
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      "uri": "https://data.ess-dive.lbl.gov/view/doi:10.15485/3023308",
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      "label": "Landscape-scale Characterization of Arctic Tundra Vegetation Composition\u2026",
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  "_execution": {
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    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
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}

earth.get_daymet_point {"end": "2023-06-05", "latitude": 35.9313, "longitude": -84.3104, "start": "2023-06-01", "variables": "prcp,tmax,tmin"}

Searched: ornl-daac

• Values are modelled estimates for the 1 km cell containing the point, interpolated from ground stations. They are not a station observation and the service reports no cell centre, so a value here is the model's account of that kilometre rather than a measurement at the coordinates given.

• tile:11208@35.9313,-84.3104
  ORNL DAAC (Daymet, MODIS/VIIRS subsets) · record tile:11208@35.9313,-84.3104
  No publisher locator supplied
  Record date: 2023-06-01

{
  "data": {
    "latitude": 35.9313,
    "longitude": -84.3104,
    "elevation_meters": 261.0,
    "tile": "11208",
    "projected_coordinates": "1352953.24 -569846.6",
    "software_version": "All years; all variables; Daymet Software Version 4.0",
    "publisher_citation": "Thornton; M.M.; R. Shrestha; Y. Wei; P.E. Thornton; S-C. Kao; and B.E. Wilson. 2022. Daymet: Daily Surface Weather Data on a 1-km Grid for North America; Version 4 R1. ORNL DAAC; Oak Ridge; Tennessee; USA. https://doi.org/10.3334/ORNLDAAC/2129",
    "columns": [
      {
        "name": "prcp",
        "units": "mm/day",
        "description": "Daily total precipitation, millimetres per day"
      },
      {
        "name": "tmax",
        "units": "deg c",
        "description": "Daily maximum 2-metre air temperature, degrees Celsius"
      },
      {
        "name": "tmin",
        "units": "deg c",
        "description": "Daily minimum 2-metre air temperature, degrees Celsius"
      }
    ],
    "days": [
      {
        "date": "2023-06-01",
        "yday": 152,
        "values": {
          "prcp": 0.0,
          "tmax": 28.62,
          "tmin": 16.9
        }
      },
      {
        "date": "2023-06-02",
        "yday": 153,
        "values": {
          "prcp": 0.0,
          "tmax": 31.43,
          "tmin": 16.08
        }
      },
      {
        "date": "2023-06-03",
        "yday": 154,
        "values": {
          "prcp": 0.0,
          "tmax": 32.28,
          "tmin": 14.76
        }
      },
      {
        "date": "2023-06-04",
        "yday": 155,
        "values": {
          "prcp": 0.0,
          "tmax": 31.05,
          "tmin": 16.8
        }
      },
      {
        "date": "2023-06-05",
        "yday": 156,
        "values": {
          "prcp": 2.12,
          "tmax": 29.2,
          "tmin": 16.24
        }
      }
    ],
    "record_count": 5,
    "requested_range": {
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    "returned_range": {
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    },
    "calendar": "Daymet's year is always 365 days. 29 February is present and 31 December is dropped in leap years, so an annual total from a leap year is a 365-day total and the missing date is named on any answer whose range covers it.",
    "note": "Daily modelled surface weather for the 1 km cell holding this point. Precipitation is a daily total; tmax and tmin are daily extremes, so a daily mean has to be computed and is not published. For observations at a station rather than a modelled grid cell, this is the wrong source."
  },
  "provenance": [
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      "steward": "Oak Ridge National Laboratory",
      "funder": "National Aeronautics and Space Administration",
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      "dataset": "Daymet single-pixel extraction",
      "dataset_version": "Daymet V4 R1",
      "authority_level": "official_secondary",
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      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
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  "evidence": [
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      "locator": null,
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      "effective_at": "2023-06-01",
      "transformations": [
        "day-of-year converted to calendar date"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
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    "time_range": {
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      "to": "2023-06-05"
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  },
  "warnings": [
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      "code": "derived_layer",
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      "source_id": "ornl-daac"
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  ],
  "_execution": {
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    "tool": "earth.get_daymet_point",
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    "adapters": {
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      "postgrest": "1",
      "federal_register": "1",
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      "essdive": "1",
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      "none": "1",
      "self_registry": "1"
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    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
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}

climate.search_cmip {"experiment": "historical", "model": "CanESM5", "rows": 5, "variable": "tas"}

Searched: esgf-search

• CMIP6.CMIP.CCCma.CanESM5.historical.r12i1p2f1.Amon.tas.gn.v20190429
  ESGF search (CMIP6) · record CMIP6.CMIP.CCCma.CanESM5.historical.r12i1p2f1.Amon.tas.gn.v20190429
  Publisher record
  Record date: 1850-01-16T12:00:00Z
• CMIP6.CMIP.CCCma.CanESM5.historical.r12i1p2f1.day.tas.gn.v20190429
  ESGF search (CMIP6) · record CMIP6.CMIP.CCCma.CanESM5.historical.r12i1p2f1.day.tas.gn.v20190429
  Publisher record
  Record date: 1850-01-01T12:00:00Z
• CMIP6.CMIP.CCCma.CanESM5.historical.r13i1p2f1.day.tas.gn.v20190429
  ESGF search (CMIP6) · record CMIP6.CMIP.CCCma.CanESM5.historical.r13i1p2f1.day.tas.gn.v20190429
  Publisher record
  Record date: 1850-01-01T12:00:00Z
• CMIP6.CMIP.CCCma.CanESM5.historical.r14i1p1f1.Amon.tas.gn.v20190429
  ESGF search (CMIP6) · record CMIP6.CMIP.CCCma.CanESM5.historical.r14i1p1f1.Amon.tas.gn.v20190429
  Publisher record
  Record date: 1850-01-16T12:00:00Z
• CMIP6.CMIP.CCCma.CanESM5.historical.r19i1p1f1.day.tas.gn.v20190429
  ESGF search (CMIP6) · record CMIP6.CMIP.CCCma.CanESM5.historical.r19i1p1f1.day.tas.gn.v20190429
  Publisher record
  Record date: 1850-01-01T12:00:00Z

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      "esgf-search"
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    "known_limitations": [
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      "Vintage identity is the whole game: CMIP5, CMIP6 and CMIP7 are different archives, and a comparison across them without saying so is the mixed-vintage error the envelope exists to catch.",
      "The index names one fact two ways. A dataset's last covered timestamp is datetime_stop on some records and datetime_end on others, in the same index on the same day. Both are read; a client reading one would report the end of the covered period as unknown for a large share of the archive."
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      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

materials.search_structures {"elements": "Ga,N", "rows": 5}

Searched: lbnl-mp-optimade

• These are computed structures, not measured ones: each is a calculation's output under a stated functional. Reporting one as an experimentally determined crystal structure is a category error.

{
  "data": {
    "structures": [
      {
        "id": "mp-1244984",
        "formula": "GaN",
        "formula_descriptive": "GaN",
        "formula_hill": "Ga50N50",
        "elements": [
          "Ga",
          "N"
        ],
        "element_ratios": [
          0.5,
          0.5
        ],
        "element_count": 2,
        "sites": 100,
        "space_group_number": null,
        "space_group_symbol": null,
        "periodic_dimensions": 3,
        "last_modified": "2019-07-02T00:29:18.792000",
        "provider_fields": {
          "_mp_chemical_system": "Ga-N",
          "_mp_stability": {
            "gga_gga+u_r2scan": {
              "thermo_id": "mp-1244984_GGA_GGA+U_R2SCAN",
              "energy_above_hull": 0.7416738018000011,
              "formation_energy_per_atom": 0.07162439492499971,
              "last_updated_thermo": "2023-04-27T01:24:08.875000"
            },
            "gga_gga+u": {
              "thermo_id": "mp-1244984_GGA_GGA+U",
              "energy_above_hull": 0.7416738018000002,
              "formation_energy_per_atom": 0.0848569330500004,
              "last_updated_thermo": "2023-04-27T01:24:20.078000"
            }
          }
        }
      },
      {
        "id": "mp-1223660",
        "formula": "GaInN2",
        "formula_descriptive": "GaInN2",
        "formula_hill": "GaInN2",
        "elements": [
          "Ga",
          "In",
          "N"
        ],
        "element_ratios": [
          0.25,
          0.25,
          0.5
        ],
        "element_count": 3,
        "sites": 4,
        "space_group_number": null,
        "space_group_symbol": null,
        "periodic_dimensions": 3,
        "last_modified": "2022-06-10T06:23:20.905000",
        "provider_fields": {
          "_mp_chemical_system": "Ga-In-N",
          "_mp_stability": {
            "gga_gga+u_r2scan": {
              "thermo_id": "mp-1223660_GGA_GGA+U_R2SCAN",
              "energy_above_hull": 0.07719281500000008,
              "formation_energy_per_atom": -0.3166822218750003,
              "last_updated_thermo": "2023-04-27T01:30:31.450000"
            },
            "gga_gga+u": {
              "thermo_id": "mp-1223660_GGA_GGA+U",
              "energy_above_hull": 0.07719281500000008,
              "formation_energy_per_atom": -0.2906402068750005,
              "last_updated_thermo": "2023-04-27T01:30:39.045000"
            }
          }
        }
      },
      {
        "id": "mp-1199250",
        "formula": "F6GaN3",
        "formula_descriptive": "F24Ga4N12",
        "formula_hill": "F24Ga4N12",
        "elements": [
          "F",
          "Ga",
          "N"
        ],
        "element_ratios": [
          0.1,
          0.3,
          0.6
        ],
        "element_count": 3,
        "sites": 40,
        "space_group_number": null,
        "space_group_symbol": null,
        "periodic_dimensions": 3,
        "last_modified": "2021-03-09T23:05:01.374000",
        "provider_fields": {
          "_mp_chemical_system": "F-Ga-N",
          "_mp_stability": {
            "gga_gga+u_r2scan": {
              "thermo_id": "mp-1199250_GGA_GGA+U_R2SCAN",
              "energy_above_hull": 1.3350707470000014,
              "formation_energy_per_atom": 0.19073120524999893,
              "last_updated_thermo": "2023-04-27T01:29:59.276000"
            },
            "gga_gga+u": {
              "thermo_id": "mp-1199250_GGA_GGA+U",
              "energy_above_hull": 1.3350707470000014,
              "formation_energy_per_atom": 0.16329291549999994,
              "last_updated_thermo": "2023-04-27T01:30:03.644000"
            }
          }
        }
      },
      {
        "id": "mp-1245997",
        "formula": "Cd3Ga3N5",
        "formula_descriptive": "Cd6Ga6N10",
        "formula_hill": "Cd6Ga6N10",
        "elements": [
          "Cd",
          "Ga",
          "N"
        ],
        "element_ratios": [
          0.2727272727272727,
          0.2727272727272727,
          0.45454545454545453
        ],
        "element_count": 3,
        "sites": 22,
        "space_group_number": null,
        "space_group_symbol": null,
        "periodic_dimensions": 3,
        "last_modified": "2021-02-04T20:40:18.753000",
        "provider_fields": {
          "_mp_chemical_system": "Cd-Ga-N",
          "_mp_stability": {
            "gga_gga+u_r2scan": {
              "thermo_id": "mp-1245997_GGA_GGA+U_R2SCAN",
              "energy_above_hull": 0.36648617227272595,
              "formation_energy_per_atom": 0.0010046776136350259,
              "last_updated_thermo": "2023-04-27T01:14:17.472000"
            },
            "gga_gga+u": {
              "thermo_id": "mp-1245997_GGA_GGA+U",
              "energy_above_hull": 0.36648617227272773,
              "formation_energy_per_atom": 0.008222425681818312,
              "last_updated_thermo": "2023-04-27T01:14:22.121000"
            }
          }
        }
      },
      {
        "id": "mp-1198425",
        "formula": "BGaH5NO9P2",
        "formula_descriptive": "B4Ga4H20N4O36P8",
        "formula_hill": "B4Ga4H20N4O36P8",
        "elements": [
          "B",
          "Ga",
          "H",
          "N",
          "O",
          "P"
        ],
        "element_ratios": [
          0.05263157894736842,
          0.05263157894736842,
          0.10526315789473684,
          0.2631578947368421,
          0.05263157894736842,
          0.47368421052631576
        ],
        "element_count": 6,
        "sites": 76,
        "space_group_number": null,
        "space_group_symbol": null,
        "periodic_dimensions": 3,
        "last_modified": "2021-03-10T07:53:43.904000",
        "provider_fields": {
          "_mp_chemical_system": "B-Ga-H-N-O-P",
          "_mp_stability": {
            "gga_gga+u_r2scan": {
              "thermo_id": "mp-1198425_GGA_GGA+U_R2SCAN",
              "energy_above_hull": 0.005111285844309421,
              "formation_energy_per_atom": -2.0148944074843356,
              "last_updated_thermo": "2023-04-27T04:27:33.583000"
            },
            "gga_gga+u": {
              "thermo_id": "mp-1198425_GGA_GGA+U",
              "energy_above_hull": 0.002660023563606728,
              "formation_energy_per_atom": -2.018499772083334,
              "last_updated_thermo": "2023-04-27T04:27:34.891000"
            }
          }
        }
      }
    ],
    "record_count": 5,
    "total_matches": 264,
    "entries_in_database": 154387,
    "offset": 0,
    "filter_sent": "elements HAS ALL \"Ga\",\"N\"",
    "provider": "Materials Project - OPTIMADE",
    "coverage_note": "This keyless route serves structures and formulas. The Materials Project's electronic structure, phase diagrams, elastic tensors and the rest are behind its own keyed API and the mp-api library, which is a separate source in this registry. A caller reading \"Materials Project\" will assume the whole database; this route is one part of it.\n",
    "federation_note": "This is one provider in the OPTIMADE federation, and the DOE member of it. A material absent here may exist at another provider; that is a different answer from its not existing.",
    "note": "Crystal structures matching the filter. `filter` takes the OPTIMADE grammar directly through filter_expression, and the named arguments build one for the common cases; call materials.describe_structure_fields for the properties this provider allows and for its own extension fields."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "lbnl-mp-optimade",
      "steward": "Lawrence Berkeley National Laboratory",
      "funder": "Office of Science",
      "system": "Materials Project OPTIMADE endpoint",
      "dataset": "Materials Project OPTIMADE endpoint",
      "dataset_version": "1.2.0",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "mp-1244984",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2019-07-02T00:29:18.792000",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_02",
      "source_ref": "source_01",
      "record_id": "mp-1223660",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2022-06-10T06:23:20.905000",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_03",
      "source_ref": "source_01",
      "record_id": "mp-1199250",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2021-03-09T23:05:01.374000",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_04",
      "source_ref": "source_01",
      "record_id": "mp-1245997",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2021-02-04T20:40:18.753000",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    },
    {
      "id": "evidence_05",
      "source_ref": "source_01",
      "record_id": "mp-1198425",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2021-03-10T07:53:43.904000",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "truncated",
    "source_claim": "partial",
    "result": "hit",
    "sources_searched": [
      "lbnl-mp-optimade"
    ],
    "known_limitations": [
      "Computed, not measured. A Materials Project structure is a calculation's output under a stated functional, and treating it as an experimental crystal structure is a category error.",
      "This route is narrower than the publisher's own API. Structures and formulas are here; energetics beyond the stability block, electronic structure, and phase diagrams are behind the keyed route.",
      "OPTIMADE is a federation standard with 29 providers, of which this is the DOE member. A structure absent here may well exist at another provider, and that is a different answer from its not existing.",
      "The provider extension fields are not portable. `_mp_stability` means what the Materials Project says it means and has no counterpart at another provider."
    ]
  },
  "warnings": [
    {
      "code": "derived_layer",
      "message": "These are computed structures, not measured ones: each is a calculation's output under a stated functional. Reporting one as an experimentally determined crystal structure is a category error.",
      "source_id": "lbnl-mp-optimade"
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  ],
  "_execution": {
    "server": "doe-mcp",
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    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

materials.get_structure {"structure_id": "mp-1244984"}

Searched: lbnl-mp-optimade

• A computed structure under a stated functional, not a measured one.

{
  "data": {
    "id": "mp-1244984",
    "formula": "GaN",
    "formula_descriptive": "GaN",
    "formula_hill": "Ga50N50",
    "elements": [
      "Ga",
      "N"
    ],
    "element_ratios": [
      0.5,
      0.5
    ],
    "element_count": 2,
    "sites": 100,
    "space_group_number": null,
    "space_group_symbol": null,
    "periodic_dimensions": 3,
    "last_modified": "2019-07-02T00:29:18.792000",
    "provider_fields": {
      "_mp_chemical_system": "Ga-N",
      "_mp_stability": {
        "gga_gga+u_r2scan": {
          "thermo_id": "mp-1244984_GGA_GGA+U_R2SCAN",
          "energy_above_hull": 0.7416738018000011,
          "formation_energy_per_atom": 0.07162439492499971,
          "last_updated_thermo": "2023-04-27T01:24:08.875000"
        },
        "gga_gga+u": {
          "thermo_id": "mp-1244984_GGA_GGA+U",
          "energy_above_hull": 0.7416738018000002,
          "formation_energy_per_atom": 0.0848569330500004,
          "last_updated_thermo": "2023-04-27T01:24:20.078000"
        }
      }
    },
    "lattice_vectors": [
      [
        13.01620829,
        0.74325844,
        0.67698607
      ],
      [
        0.78279776,
        13.27587227,
        1.26189026
      ],
      [
        0.66583054,
        1.25062875,
        13.2247994
      ]
    ],
    "structure_features": [],
    "immutable_id": "645d2b75bcd30f748b474a14",
    "coverage_note": "This keyless route serves structures and formulas. The Materials Project's electronic structure, phase diagrams, elastic tensors and the rest are behind its own keyed API and the mp-api library, which is a separate source in this registry. A caller reading \"Materials Project\" will assume the whole database; this route is one part of it.\n",
    "note": "One structure in full. Fields under provider_fields are this database's own additions to the OPTIMADE standard and have no counterpart at another provider."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "lbnl-mp-optimade",
      "steward": "Lawrence Berkeley National Laboratory",
      "funder": "Office of Science",
      "system": "Materials Project OPTIMADE endpoint",
      "dataset": "Materials Project OPTIMADE endpoint",
      "dataset_version": "OPTIMADE 1.2.0",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "mp-1244984",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": "2019-07-02T00:29:18.792000",
      "transformations": [],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "partial",
    "result": "hit",
    "sources_searched": [
      "lbnl-mp-optimade"
    ]
  },
  "warnings": [
    {
      "code": "derived_layer",
      "message": "A computed structure under a stated functional, not a measured one.",
      "source_id": "lbnl-mp-optimade"
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "materials.get_structure",
    "tool_contract_version": "1",
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      "daymet": "1",
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      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}

chemistry.get_basis_set {"elements": "H,C,O", "name": "6-31g", "output_format": "nwchem"}

Searched: basis-set-exchange

• This publisher requires citation as a condition of use. Cite: Pritchard, B.P., Altarawy, D., Didier, B., Gibson, T.D., and Windus, T.L. 2019. New Basis Set Exchange: An Open, Up-to-Date Resource for the Molecular Sciences Community. Journal of Chemical Information and Modeling 59(11):4814-4820. https://doi.org/10.1021/acs.jcim.9b00725 — and, in addition, the references the service returns for the particular set used.

{
  "data": {
    "key": "6-31g",
    "name": "6-31G",
    "family": "pople",
    "role": "orbital",
    "description": "6-31G valence double-zeta",
    "version": "1",
    "output_format": "nwchem",
    "format_name": "NWChem",
    "elements_requested": [
      "H",
      "C",
      "O"
    ],
    "elements_available": [
      "H",
      "He",
      "Li",
      "Be",
      "B",
      "C",
      "N",
      "O",
      "F",
      "Ne",
      "Na",
      "Mg",
      "Al",
      "Si",
      "P",
      "S",
      "Cl",
      "Ar",
      "K",
      "Ca",
      "Sc",
      "Ti",
      "V",
      "Cr",
      "Mn",
      "Fe",
      "Co",
      "Ni",
      "Cu",
      "Zn",
      "Ga",
      "Ge",
      "As",
      "Se",
      "Br",
      "Kr"
    ],
    "data": "#----------------------------------------------------------------------\n# Basis Set Exchange\n# Version 0.12\n# https://www.basissetexchange.org\n#----------------------------------------------------------------------\n#   Basis set: 6-31G\n# Description: 6-31G valence double-zeta\n#        Role: orbital\n#     Version: 1  (Data from Gaussian 09/GAMESS)\n#----------------------------------------------------------------------\n\n\nBASIS \"ao basis\" SPHERICAL PRINT\n#BASIS SET: (4s) -> [2s]\nH    S\n      0.1873113696E+02       0.3349460434E-01\n      0.2825394365E+01       0.2347269535E+00\n      0.6401216923E+00       0.8137573261E+00\nH    S\n      0.1612777588E+00       1.0000000\n#BASIS SET: (10s,4p) -> [3s,2p]\nC    S\n      0.3047524880E+04       0.1834737132E-02\n      0.4573695180E+03       0.1403732281E-01\n      0.1039486850E+03       0.6884262226E-01\n      0.2921015530E+02       0.2321844432E+00\n      0.9286662960E+01       0.4679413484E+00\n      0.3163926960E+01       0.3623119853E+00\nC    SP\n      0.7868272350E+01      -0.1193324198E+00       0.6899906659E-01\n      0.1881288540E+01      -0.1608541517E+00       0.3164239610E+00\n      0.5442492580E+00       0.1143456438E+01       0.7443082909E+00\nC    SP\n      0.1687144782E+00       0.1000000000E+01       0.1000000000E+01\n#BASIS SET: (10s,4p) -> [3s,2p]\nO    S\n      0.5484671660E+04       0.1831074430E-02\n      0.8252349460E+03       0.1395017220E-01\n      0.1880469580E+03       0.6844507810E-01\n      0.5296450000E+02       0.2327143360E+00\n      0.1689757040E+02       0.4701928980E+00\n      0.5799635340E+01       0.3585208530E+00\nO    SP\n      0.1553961625E+02      -0.1107775495E+00       0.7087426823E-01\n      0.3599933586E+01      -0.1480262627E+00       0.3397528391E+00\n      0.1013761750E+01       0.1130767015E+01       0.7271585773E+00\nO    SP\n      0.2700058226E+00       0.1000000000E+01       0.1000000000E+01\nEND\n",
    "references": "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n% If you downloaded data from the basis set\n% exchange or used the basis set exchange python library, please cite:\n%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n@article{pritchard2019a,\n    author = {Pritchard, Benjamin P. and Altarawy, Doaa and Didier, Brett and Gibsom, Tara D. and Windus, Theresa L.},\n    title = {A New Basis Set Exchange: An Open, Up-to-date Resource for the Molecular Sciences Community},\n    journal = {J. Chem. Inf. Model.},\n    volume = {59},\n    pages = {4814-4820},\n    year = {2019},\n    doi = {10.1021/acs.jcim.9b00725}\n}\n\n@article{feller1996a,\n    author = {Feller, David},\n    title = {The role of databases in support of computational chemistry calculations},\n    journal = {J. Comput. Chem.},\n    volume = {17},\n    pages = {1571-1586},\n    year = {1996},\n    doi = {10.1002/(SICI)1096-987X(199610)17:13<1571::AID-JCC9>3.0.CO;2-P}\n}\n\n@article{schuchardt2007a,\n    author = {Schuchardt, Karen L. and Didier, Brett T. and Elsethagen, Todd and Sun, Lisong and Gurumoorthi, Vidhya and Chase, Jared and Li, Jun and Windus, Theresa L.},\n    title = {Basis Set Exchange: A Community Database for Computational Sciences},\n    journal = {J. Chem. Inf. Model.},\n    volume = {47},\n    pages = {1045-1052},\n    year = {2007},\n    doi = {10.1021/ci600510j}\n}\n\n%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n% References for the basis set\n%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n% H\n%     31G Split-valence basis set for H,He\n%         ditchfield1971a\n%\n% C,O\n%     6-31G Split-valence basis set\n%         hehre1972a\n%\n\n\n@article{ditchfield1971a,\n    author = {Ditchfield, R. and Hehre, W. J. and Pople, J. A.},\n    title = {Self-Consistent Molecular-Orbital Methods. IX. An Extended Gaussian-Type Basis for Molecular-Orbital Studies of Organic Molecules},\n    journal = {J. Chem. Phys.},\n    volume = {54},\n    pages = {724-728},\n    year = {1971},\n    doi = {10.1063/1.1674902}\n}\n\n@article{hehre1972a,\n    author = {Hehre, W. J. and Ditchfield, R. and Pople, J. A.},\n    title = {Self-Consistent Molecular Orbital Methods. XII. Further Extensions of Gaussian-Type Basis Sets for Use in Molecular Orbital Studies of Organic Molecules},\n    journal = {J. Chem. Phys.},\n    volume = {56},\n    pages = {2257-2261},\n    year = {1972},\n    doi = {10.1063/1.1677527}\n}\n\n",
    "note": "The basis set as this program's own input text, ready to paste into a calculation. `references` holds the citations for the set itself, which are separate from the citation for the service and are what the publisher asks be cited alongside it."
  },
  "provenance": [
    {
      "id": "source_01",
      "source_id": "basis-set-exchange",
      "steward": "Molecular Sciences Software Institute",
      "system": "Basis Set Exchange",
      "dataset": "6-31G (NWChem)",
      "dataset_version": "1",
      "authority_level": "primary",
      "access_path": "live",
      "source_updated_at": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "cache_age_seconds": 0,
      "citation": {
        "doi": null,
        "recommended": "Pritchard, B.P., Altarawy, D., Didier, B., Gibson, T.D., and Windus, T.L. 2019. New Basis Set Exchange: An Open, Up-to-Date Resource for the Molecular Sciences Community. Journal of Chemical Information and Modeling 59(11):4814-4820. https://doi.org/10.1021/acs.jcim.9b00725 \u2014 and, in addition, the references the service returns for the particular set used.",
        "required": true
      }
    }
  ],
  "evidence": [
    {
      "id": "evidence_01",
      "source_ref": "source_01",
      "record_id": "6-31g",
      "locator": null,
      "retrieved_at": "2026-11-09T00:00:00Z",
      "effective_at": null,
      "transformations": [
        "rendered into nwchem format"
      ],
      "payload_hash": null,
      "raw_recovery": "available"
    }
  ],
  "coverage": {
    "registry": "covered",
    "execution": "complete",
    "pagination": "complete",
    "source_claim": "complete",
    "result": "hit",
    "sources_searched": [
      "basis-set-exchange"
    ]
  },
  "warnings": [
    {
      "code": "citation_required",
      "message": "This publisher requires citation as a condition of use. Cite: Pritchard, B.P., Altarawy, D., Didier, B., Gibson, T.D., and Windus, T.L. 2019. New Basis Set Exchange: An Open, Up-to-Date Resource for the Molecular Sciences Community. Journal of Chemical Information and Modeling 59(11):4814-4820. https://doi.org/10.1021/acs.jcim.9b00725 \u2014 and, in addition, the references the service returns for the particular set used.",
      "source_id": "basis-set-exchange"
    }
  ],
  "access_recipes": [
    {
      "kind": "landing_page",
      "uri": "https://www.basissetexchange.org/basis/6-31g/",
      "label": "6-31G at the Basis Set Exchange",
      "instructions": null,
      "requires_account": false,
      "approximate_size": null
    }
  ],
  "_execution": {
    "server": "doe-mcp",
    "server_version": "0.1.0.dev0",
    "tool": "chemistry.get_basis_set",
    "tool_contract_version": "1",
    "envelope_version": "1",
    "adapters": {
      "osti_family": "1",
      "opendatasoft": "1",
      "json_document": "1",
      "curated": "1",
      "eia_v2": "1",
      "fueleconomy": "1",
      "text_feed": "1",
      "postgrest": "1",
      "federal_register": "1",
      "vips": "1",
      "daymet": "1",
      "essdive": "1",
      "esgf": "1",
      "sage": "1",
      "optimade": "1",
      "basis_sets": "1",
      "facility_status": "1",
      "gcam_csv": "1",
      "nmdc": "1",
      "none": "1",
      "self_registry": "1"
    },
    "registry_revision": "2026-11-09",
    "request_id": "recorded-workflow"
  }
}