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EPW/DDY weather files - TMY/AMY/CMIP6 morphing, UHI, events, smoke. 3 of 4 tools anon-free.

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Unhealthy
Uptime
91.1% over 74 days
Last Tested
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Streamable HTTP
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Server Listing
epwforge-mcp

TDQS

A4.4/5.0

Scored across 6 tools

Disambiguation5/5

Each tool targets a distinct purpose: analysis, charting, interactive exploration, station search, file generation, and bundle preview. Overlap is explicitly addressed (e.g., explore vs. analyze), so an agent can reliably choose the right tool.

Naming Consistency5/5

All six tools follow a consistent verb_noun pattern (analyze_weather, chart_weather, explore_design_conditions, find_station, generate_weather_file, preview_forge_bundle). No mixed conventions or vague verbs.

Tool Count5/5

With exactly 6 tools, the server is well-scoped for its domain: discovery, analysis, visualization, generation, and purchase preview. Each tool earns its place without redundancy or bloat.

Completeness5/5

The tool surface covers the full workflow: finding stations, analyzing data, generating files, creating charts, and previewing purchases. There are no obvious gaps—users can go from station discovery to final file acquisition and analysis without dead ends.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Changedfind_station1 field changed
      • addedInput schema / properties / site_elevation_m
        Added value: +{
        +  "description": "Site elevation in metres. Strongly recommended when lat/lon are set: elevation difference predicts whether a station is representative about 3x better than distance does, and supplying it turns the recommendation from a distance guess into a measured call.",
        +  "type": "number"
        +}
  2. 1 tool update
    • Addedpreview_forge_bundle
  3. 5 tool updates
    • Changedanalyze_weather2 fields changed
      • changedInput schema / properties / config / properties / ssp / description
        Previous value: -"CMIP6 emission scenario. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."New value: +"CMIP6 emission scenario. ssp370 is the recommended high-end for design; ssp585 (SSP5-8.5) is an opt-in extreme stress-test pathway (~4.4°C, low likelihood per IPCC AR6 / CMIP7) for worst-case analysis."
      • changedInput schema / properties / config / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370",
        +  "ssp585"
        +]
    • Changedchart_weather2 fields changed
      • changedInput schema / properties / config / properties / ssp / description
        Previous value: -"CMIP6 emission scenario. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."New value: +"CMIP6 emission scenario. ssp370 is the recommended high-end for design; ssp585 (SSP5-8.5) is an opt-in extreme stress-test pathway (~4.4°C, low likelihood per IPCC AR6 / CMIP7) for worst-case analysis."
      • changedInput schema / properties / config / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370",
        +  "ssp585"
        +]
    • Changedexplore_design_conditions2 fields changed
      • changedInput schema / properties / ssp / description
        Previous value: -"CMIP6 emission scenario. Omit for present-day TMY. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."New value: +"CMIP6 emission scenario. Omit for present-day TMY. ssp370 is the recommended high-end; ssp585 (SSP5-8.5) is an opt-in extreme stress-test pathway for worst-case analysis."
      • changedInput schema / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370",
        +  "ssp585"
        +]
    • Changedfind_station2 fields changed
      • changedInput schema / properties / ssp / description
        Previous value: -"SSP scenario (only used with include_climate_deltas). ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."New value: +"SSP scenario (only used with include_climate_deltas). ssp370 is the recommended high-end; ssp585 (SSP5-8.5) is an opt-in extreme stress-test pathway for worst-case analysis."
      • changedInput schema / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370",
        +  "ssp585"
        +]
    • Changedgenerate_weather_file4 fields changed
      • changedInput schema / properties / scenarios / items / properties / ssp / description
        Previous value: -"CMIP6 emission scenario. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."New value: +"CMIP6 emission scenario. ssp370 is the recommended high-end for design; ssp585 (SSP5-8.5) is an opt-in extreme stress-test pathway (~4.4°C, low likelihood per IPCC AR6 / CMIP7) for worst-case analysis."
      • changedInput schema / properties / scenarios / items / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370",
        +  "ssp585"
        +]
      • changedInput schema / properties / ssp / description
        Previous value: -"CMIP6 emission scenario. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."New value: +"CMIP6 emission scenario. ssp370 is the recommended high-end for design; ssp585 (SSP5-8.5) is an opt-in extreme stress-test pathway (~4.4°C, low likelihood per IPCC AR6 / CMIP7) for worst-case analysis."
      • changedInput schema / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370",
        +  "ssp585"
        +]
  4. 1 tool update
    • Changedchart_weather7 fields changed
      • changedInput schema / properties / chart_type / enum
        Previous value: -[
        -  "diurnal",
        -  "temp_carpet",
        -  "wind_rose",
        -  "monthly_boxplot",
        -  "comparison"
        -]New value: +[
        +  "diurnal",
        +  "temp_carpet",
        +  "wind_rose",
        +  "monthly_boxplot",
        +  "utci_carpet",
        +  "economizer_carpet",
        +  "pv_tilt_azimuth",
        +  "solar_under_events",
        +  "comparison"
        +]
      • addedInput schema / properties / econ_high_limit_f
        Added value: +{
        +  "description": "economizer_carpet only. ASHRAE 90.1 high-limit shutoff. Defaults: 75°F (drybulb mode) or 28 BTU/lb (enthalpy mode).",
        +  "type": "number"
        +}
      • addedInput schema / properties / econ_mode
        Added value: +{
        +  "description": "economizer_carpet only. 'drybulb' (default) limits OA by Tdb; 'enthalpy' limits by moist-air enthalpy — more honest in humid climates (captures latent load).",
        +  "enum": [
        +    "drybulb",
        +    "enthalpy"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / econ_supply_air_f
        Added value: +{
        +  "description": "economizer_carpet only. Supply-air temperature setpoint (°F). Default 55.",
        +  "type": "number"
        +}
      • addedInput schema / properties / pv_azimuth
        Added value: +{
        +  "description": "pv_tilt_azimuth only. Optional — marks the user's planned compass azimuth (deg, 0=N, 180=S) on the heatmap.",
        +  "type": "number"
        +}
      • addedInput schema / properties / pv_tilt
        Added value: +{
        +  "description": "pv_tilt_azimuth only. Optional — marks the user's planned tilt (deg, 0=horizontal) on the heatmap alongside the optimum.",
        +  "type": "number"
        +}
      • changedInput schema / properties / url / description
        Previous value: -"EPW URL (single-EPW charts: diurnal, temp_carpet, wind_rose, monthly_boxplot)"New value: +"EPW URL (single-EPW charts: diurnal, temp_carpet, wind_rose, monthly_boxplot, utci_carpet, economizer_carpet, pv_tilt_azimuth)"
  5. 5 tool updates
    • Changedanalyze_weather1 field changed
      • changedInput schema / properties / config / properties / year / enum
        Previous value: -[
        -  2030,
        -  2050,
        -  2070,
        -  2090
        -]New value: +[
        +  2030,
        +  2035,
        +  2040,
        +  2045,
        +  2050,
        +  2060,
        +  2070,
        +  2080,
        +  2090,
        +  2100
        +]
    • Changedchart_weather1 field changed
      • changedInput schema / properties / config / properties / year / enum
        Previous value: -[
        -  2030,
        -  2050,
        -  2070,
        -  2090
        -]New value: +[
        +  2030,
        +  2035,
        +  2040,
        +  2045,
        +  2050,
        +  2060,
        +  2070,
        +  2080,
        +  2090,
        +  2100
        +]
    • Changedexplore_design_conditions1 field changed
      • changedInput schema / properties / year / enum
        Previous value: -[
        -  2030,
        -  2050,
        -  2070,
        -  2090
        -]New value: +[
        +  2030,
        +  2035,
        +  2040,
        +  2045,
        +  2050,
        +  2060,
        +  2070,
        +  2080,
        +  2090,
        +  2100
        +]
    • Changedfind_station1 field changed
      • changedInput schema / properties / year / enum
        Previous value: -[
        -  2030,
        -  2050,
        -  2070,
        -  2090
        -]New value: +[
        +  2030,
        +  2035,
        +  2040,
        +  2045,
        +  2050,
        +  2060,
        +  2070,
        +  2080,
        +  2090,
        +  2100
        +]
    • Changedgenerate_weather_file2 fields changed
      • changedInput schema / properties / scenarios / items / properties / year / enum
        Previous value: -[
        -  2030,
        -  2050,
        -  2070,
        -  2090
        -]New value: +[
        +  2030,
        +  2035,
        +  2040,
        +  2045,
        +  2050,
        +  2060,
        +  2070,
        +  2080,
        +  2090,
        +  2100
        +]
      • changedInput schema / properties / year / enum
        Previous value: -[
        -  2030,
        -  2050,
        -  2070,
        -  2090
        -]New value: +[
        +  2030,
        +  2035,
        +  2040,
        +  2045,
        +  2050,
        +  2060,
        +  2070,
        +  2080,
        +  2090,
        +  2100
        +]
  6. 1 tool update
    • Changedanalyze_weather3 fields changed
      • addedInput schema / properties / compact
        Added value: +{
        +  "description": "Return a ~10-field headline-only response (~100 tokens) instead of the full ~800-token payload. Drops monthly arrays, peak days, n_hours, weather_basis blob. Good for sanity checks, dashboards, batched chained calls. Set to false (default) when you need the full payload.",
        +  "type": "boolean"
        +}
      • changedInput schema / properties / include_full_ashrae / description
        Previous value: -"Add ASHRAE 0.4%/1%/2% cooling DB + 99.6%/99% heating DB design conditions to the response. Free."New value: +"Add ASHRAE 0.4%/1%/2% cooling DB + 99.6%/99% heating DB design conditions to the response. Free. Ignored when compact=true."
      • changedInput schema / properties / include_idf / description
        Previous value: -"Add ready-to-paste EnergyPlus SizingPeriod:DesignDay IDF objects to the response. AEC-facing."New value: +"Add ready-to-paste EnergyPlus SizingPeriod:DesignDay IDF objects to the response. AEC-facing. Ignored when compact=true."
  7. 5 tool updates
    • Changedanalyze_weather2 fields changed
      • changedInput schema / properties / config / properties / ssp / description
        Previous value: -"CMIP6 emission scenario"New value: +"CMIP6 emission scenario. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."
      • changedInput schema / properties / config / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370",
        -  "ssp585"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370"
        +]
    • Changedchart_weather2 fields changed
      • changedInput schema / properties / config / properties / ssp / description
        Previous value: -"CMIP6 emission scenario"New value: +"CMIP6 emission scenario. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."
      • changedInput schema / properties / config / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370",
        -  "ssp585"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370"
        +]
    • Addedexplore_design_conditions
    • Changedfind_station2 fields changed
      • changedInput schema / properties / ssp / description
        Previous value: -"SSP scenario (only used with include_climate_deltas)"New value: +"SSP scenario (only used with include_climate_deltas). ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."
      • changedInput schema / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370",
        -  "ssp585"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370"
        +]
    • Changedgenerate_weather_file4 fields changed
      • changedInput schema / properties / scenarios / items / properties / ssp / description
        Previous value: -"CMIP6 emission scenario"New value: +"CMIP6 emission scenario. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."
      • changedInput schema / properties / scenarios / items / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370",
        -  "ssp585"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370"
        +]
      • changedInput schema / properties / ssp / description
        Previous value: -"CMIP6 emission scenario"New value: +"CMIP6 emission scenario. ssp585 was deprecated per CMIP7 (deemed implausible); use ssp370 as the high-end scenario."
      • changedInput schema / properties / ssp / enum
        Previous value: -[
        -  "ssp126",
        -  "ssp245",
        -  "ssp370",
        -  "ssp585"
        -]New value: +[
        +  "ssp126",
        +  "ssp245",
        +  "ssp370"
        +]
  8. 3 tool updates
    • Changedanalyze_weather1 field changed
      • changedInput schema / properties / config / properties / event_duration / description
        Previous value: -"Event length in days (default: 14)"New value: +"Event length in days (3-30, default 14). **For stress-test scenarios use 14-21 days** — shorter durations don't capture sustained operational impact (charging schedules, occupancy patterns, equipment cycling). 7 days is too short for any design or resilience analysis. Use 7-10 only for transient short-duration events."
    • Changedchart_weather1 field changed
      • changedInput schema / properties / config / properties / event_duration / description
        Previous value: -"Event length in days (default: 14)"New value: +"Event length in days (3-30, default 14). **For stress-test scenarios use 14-21 days** — shorter durations don't capture sustained operational impact (charging schedules, occupancy patterns, equipment cycling). 7 days is too short for any design or resilience analysis. Use 7-10 only for transient short-duration events."
    • Changedgenerate_weather_file2 fields changed
      • changedInput schema / properties / event_duration / description
        Previous value: -"Event length in days (default: 14)"New value: +"Event length in days (3-30, default 14). **For stress-test scenarios use 14-21 days** — shorter durations don't capture sustained operational impact (charging schedules, occupancy patterns, equipment cycling). 7 days is too short for any design or resilience analysis. Use 7-10 only for transient short-duration events."
      • changedInput schema / properties / scenarios / items / properties / event_duration / description
        Previous value: -"Event length in days (default: 14)"New value: +"Event length in days (3-30, default 14). **For stress-test scenarios use 14-21 days** — shorter durations don't capture sustained operational impact (charging schedules, occupancy patterns, equipment cycling). 7 days is too short for any design or resilience analysis. Use 7-10 only for transient short-duration events."
  9. 1 tool update
    • Changedanalyze_weather1 field changed
      • addedInput schema / properties / units
        Added value: +{
        +  "description": "Output units (default: imperial). When 'metric', temperatures are °C, wind m/s, precip mm, distance km/m.",
        +  "enum": [
        +    "imperial",
        +    "metric"
        +  ],
        +  "type": "string"
        +}
  10. 3 tool updates
    • Changedanalyze_weather3 fields changed
      • addedInput schema / properties / include_full_ashrae
        Added value: +{
        +  "description": "Add ASHRAE 0.4%/1%/2% cooling DB + 99.6%/99% heating DB design conditions to the response. Free.",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / include_idf
        Added value: +{
        +  "description": "Add ready-to-paste EnergyPlus SizingPeriod:DesignDay IDF objects to the response. AEC-facing.",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / include_improbability
        Added value: +{
        +  "description": "Add EPWForge's stress-test improbability score (config mode only). Indicates how extreme the synthesized scenario is vs historical baselines.",
        +  "type": "boolean"
        +}
    • Changedchart_weather4 fields changed
      • changedInput schema / properties / chart_type / enum
        Previous value: -[
        -  "diurnal",
        -  "comparison"
        -]New value: +[
        +  "diurnal",
        +  "temp_carpet",
        +  "wind_rose",
        +  "monthly_boxplot",
        +  "comparison"
        +]
      • changedInput schema / properties / config / description
        Previous value: -"Synthesize an EPW and chart it. Same params as generate_weather_file. Stats/SVG only — no file delivery."New value: +"Synthesize an EPW and chart it. Same params as generate_weather_file. SVG only — no file delivery."
      • addedInput schema / properties / resolution
        Added value: +{
        +  "description": "temp_carpet only. 'preview' (default) ~30 KB with 32 color buckets — visually identical at typical render sizes. 'full' ~150 KB with per-cell rgb() — use only when saving to file or when you specifically need exact color fidelity.",
        +  "enum": [
        +    "preview",
        +    "full"
        +  ],
        +  "type": "string"
        +}
      • changedInput schema / properties / url / description
        Previous value: -"EPW URL (use for chart_type=diurnal)"New value: +"EPW URL (single-EPW charts: diurnal, temp_carpet, wind_rose, monthly_boxplot)"
    • Changedfind_station5 fields changed
      • addedInput schema / properties / include_amy_extremes
        Added value: +{
        +  "description": "When true and lat+lon are set, also returns the hottest / coldest / most-humid years on record (per ERA5, 1950–present). Useful for picking AMY basis years.",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / include_climate_deltas
        Added value: +{
        +  "description": "When true with lat+lon+ssp+year, also returns the monthly CMIP6 delta-T per month and per variable. Lets agents reason about specific shifts before generating files.",
        +  "type": "boolean"
        +}
      • addedInput schema / properties / percentile
        Added value: +{
        +  "description": "Warming percentile (only used with include_climate_deltas, default 50)",
        +  "enum": [
        +    5,
        +    10,
        +    25,
        +    50,
        +    75,
        +    90,
        +    95
        +  ],
        +  "type": "integer"
        +}
      • addedInput schema / properties / ssp
        Added value: +{
        +  "description": "SSP scenario (only used with include_climate_deltas)",
        +  "enum": [
        +    "ssp126",
        +    "ssp245",
        +    "ssp370",
        +    "ssp585"
        +  ],
        +  "type": "string"
        +}
      • addedInput schema / properties / year
        Added value: +{
        +  "description": "Future horizon (only used with include_climate_deltas)",
        +  "enum": [
        +    2030,
        +    2050,
        +    2070,
        +    2090
        +  ],
        +  "type": "integer"
        +}
  11. 4 tool updates
    • First observedanalyze_weather
    • First observedchart_weather
    • First observedfind_station
    • First observedgenerate_weather_file

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