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io.github.haomingkoo/japan-seasons

REMOTE · SEASONS.KOOEXPERIENCE.COM · 2 COMPONENTS · SCANNED AUG 3

Live Japan seasonal travel MCP: sakura, autumn leaves, flowers, festivals, fruit farms, weather.

+5 this week 72 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security66
  • The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
  • Authorisation not fully verified: no authorisation is required to call this server, and 17 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe. See how to fix → View diagnostics → Unverified
  • HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
  • The HSTS (Strict-Transport-Security) header is present. View diagnostics → Pass
  • DNSSEC is configured correctly; the domain's records validate against the full chain to the root. View diagnostics → Pass
Transport & Reachability100
Schema Quality & AI Usability81
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 3858 tokens (~175/item across 22 items; 17 tools + 5 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · seasons.kooexperience.com

# add to Claude Code
claude mcp add --transport http haomingkoo-japan-seasons https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage}
# ~/.codex/config.toml
[mcp_servers.haomingkoo-japan-seasons]
url = "https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage}"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "haomingkoo-japan-seasons": {
      "type": "remote",
      "url": "https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage}",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add haomingkoo-japan-seasons --url https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage} --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  haomingkoo-japan-seasons:
    url: "https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage}"
// mcp.json
{
  "mcpServers": {
    "haomingkoo-japan-seasons": {
      "type": "http",
      "url": "https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage}"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 3 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

  • 1 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

  • 31 Jul 26 +1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 29 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

  • 28 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

  • 27 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 26 Jul 26 67

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Probed https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage}

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=kooexperience.com CN=YE1,O=Let's Encrypt,C=US 26 Jun 2026 24 Sept 2026 ECDSA 256 ECDSA-SHA384 5c8af5a58d5eebbd74a9cdfaeff04d1eba9
SANs: *.kooexperience.com, kooexperience.com
CN=YE1,O=Let's Encrypt,C=US (CA) CN=Root YE,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 ECDSA 384 ECDSA-SHA384 5ddd70dd31f801c85c186a7a04b80afe
CN=Root YE,O=ISRG,C=US (CA) CN=ISRG Root X2,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 ECDSA-SHA384 872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 SHA256-RSA 6c8f1dc727c7117f7baf853ac980f9cd
DNSSEC secure

Validation of seasons.kooexperience.com. Secure

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
kooexperience.com. present 2371 13 Verified
seasons.kooexperience.com. Verified address RRset verified with the apex keys
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=31536000; includeSubDomains; preload
content-security-policy default-src 'self'; script-src 'self' 'unsafe-inline' https://unpkg.com https://static.cloudflareinsights.com; style-src 'self' 'unsafe-inline' https://unpkg.com; img-src 'self' data: https:; connect-src 'self' https:; frame-ancestors 'none'
x-content-type-options nosniff
x-frame-options SAMEORIGIN
referrer-policy strict-origin-when-cross-origin
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage} Verified 200
http (plaintext) http://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage} HTTPS enforced 301 https://seasons.kooexperience.com/mcp?dateStyle={dateStyle}&temperatureUnit={temperatureUnit}&includeCoordinates={includeCoordinates}&mapLanguage={mapLanguage}
MCP tools — 17 exposed · ~3,070 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
festivals_list ~195

Use this when the user wants recurring Japan events to plan around, such as fireworks, matsuri, or winter festivals. Returns curated events with typical dates, attendance, official URLs, notes, and GPS coordinates. Do not use this for bloom timing, one-off concerts, or weather forecasts.

NameTypeReqDescription
monthintegerOptional month number from 1 to 12. Useful examples: 7 or 8 for fireworks season, 10 or 11 for autumn matsuri, and 1 or 2 for winter events.
prefecturestringOptional prefecture filter such as 'Tokyo', 'Kyoto', 'Osaka', or 'Hokkaido'. Partial case-insensitive matches are supported.
typestringOptional event type filter. Allowed values: 'all', 'fireworks', 'matsuri', or 'winter'. Omit or use 'all' to return every event type.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

fetch ~81

Use this after search to retrieve a full Japan in Seasons result with citation URL and text. For live sakura or autumn leaves result IDs, this fetches the current forecast answer from live JMC data.

NameTypeReqDescription
idstringyesResult ID returned by search, such as sakura-now, koyo-now, flowers, festivals, fruit, or mcp-install.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

flowers_spots ~223

Use this for non-sakura flower trips such as plum, wisteria, hydrangea, lavender, sunflower, or cosmos. Returns curated flower spots with peak windows, official URLs, notes, and GPS coordinates. Do not use this for cherry blossom or autumn leaves timing; use the sakura or koyo tools for those live forecasts.

NameTypeReqDescription
monthintegerOptional month number from 1 to 12. Returns only flower types whose curated season includes that month, for example 4 for wisteria or 6 for hydrangea.
prefecturestringOptional prefecture filter such as 'Kanagawa', 'Kyoto', 'Tokyo', or 'Hokkaido'. Partial case-insensitive matches are supported.
typestringOptional flower type filter. Allowed values: 'all', 'plum', 'nanohana', 'wisteria', 'iris', 'hydrangea', 'lavender', 'sunflower', or 'cosmos'. Omit or use 'all' to return every flower type.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

fruit_farms ~227

Use this when the user needs actual fruit-picking farms, booking links, and map coordinates. Returns farms from the local dataset, and month filtering automatically narrows results to fruits that are in season. If the user only asks which fruit is in season, call fruit_seasons first.

NameTypeReqDescription
fruitstringOptional fruit name such as 'Strawberry', 'Apple', 'Grape', 'Peach', 'Cherry', or 'Mikan'. Matching is case-insensitive. Use with or instead of month.
limitintegerOptional maximum number of farms to return. Default is 30 and the hard maximum is 100.
monthintegerOptional travel month from 1 to 12. Filters to farms with at least one fruit in season during that month, for example 5 for May strawberry farms.
regionstringOptional prefecture, city, or region substring such as 'Yamanashi', 'Nagano', 'Aomori', or 'Tokyo'. Partial case-insensitive matching is supported against farm names and addresses.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

fruit_seasons ~121

Use this when the user asks what fruit is in season in a given month or which month is best for strawberries, grapes, peaches, apples, and similar picking trips. Returns the fruit season calendar, peak months, best regions, and notes for 14 fruits. Call fruit_farms next if the user needs actual farm listings, map coordinates, or booking links.

NameTypeReqDescription
monthintegerOptional month number from 1 to 12. Returns fruits in season during that month plus fruits starting the following month. Omit to return the full year calendar.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

japan_seasonal_answer ~264

Use this first when the user asks a broad Japan seasonal travel question, including cherry blossom forecasts, autumn leaves, flowers, festivals, fruit picking, or what is good during travel dates. This is the best entry point for natural traveler prompts because it routes to the right live dataset and returns a ready-to-use recommendation. Do not use this for hotels, flights, trains, visas, restaurants, or generic itinerary planning unrelated to seasonal timing.

NameTypeReqDescription
end_datestringOptional trip end date in YYYY-MM-DD format. Provide this when the user gives travel dates.
locationstringOptional city, prefecture, or region such as Tokyo, Kyoto, Hokkaido, Kansai, Tohoku.
questionstringThe user's natural-language question, for example 'How is the sakura forecast?', 'Where should I see autumn leaves in late November?', or 'What seasonal things are good in Japan in June?'
seasonstringOptional explicit season/topic. Use auto unless the user clearly asks for one topic. Use overview for broad questions about what seasonal activities are good in a month.
start_datestringOptional trip start date in YYYY-MM-DD format. Provide this when the user gives travel dates.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

kawazu_forecast ~186

Use this for January-February cherry blossom requests or when the user specifically asks about Kawazu-zakura, early blossoms, or the Izu Peninsula. Returns the Japan Meteorological Corporation forecast comment, forecast map links, and Kawazu cherry spots with bloom percentages, full-bloom percentages, forecast dates, and coordinates. Do not use this for standard Somei-Yoshino sakura elsewhere in Japan.

NameTypeReqDescription
include_spotsbooleanWhether to include the full list of Kawazu viewing spots. Defaults to true. Set false when the user only needs the overall forecast summary and map.
spot_namestringOptional case-insensitive substring filter for a specific Kawazu landmark or area, such as '原木', '駅前', 'iZoo', or '七滝'. Use this when the user asks about one named spot instead of the full list.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

koyo_best_dates ~149

Use this when the user gives autumn travel dates and wants the best cities during that window. Returns cities whose maple or ginkgo viewing windows overlap the trip, based on forecast peak dates. Do not use this for general climate questions or for exact park recommendations without dates; use koyo_spots when the prefecture is already known.

NameTypeReqDescription
end_datestringyesTrip end date in YYYY-MM-DD format, for example '2026-11-27'. Must be on or after start_date.
start_datestringyesTrip start date in YYYY-MM-DD format, for example '2026-11-20'. The tool checks whether each city's koyo window overlaps this date.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

koyo_forecast ~186

Use this when the user asks when autumn leaves peak, whether one city colors earlier than another, or wants a national overview for October-December. Returns city-level maple and ginkgo forecast dates, forecast maps, and regional commentary from Japan Meteorological Corporation. Do not use this for specific temples, gardens, or GPS-tagged locations; call koyo_spots next for those.

NameTypeReqDescription
regionstringOptional case-insensitive filter for a region, prefecture, or city such as 'Kyoto', 'Tokyo', 'Hokkaido', 'Kansai'. Use this when the user only cares about one part of Japan instead of the full nation…
tree_typestringOptional tree filter. Use 'maple' for momiji-only dates, 'ginkgo' for ginkgo-only dates, or omit/use 'all' to return both.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

koyo_now ~188

Use this first for broad autumn leaves prompts such as 'How are autumn leaves looking?', 'Where is koyo good now?', 'Kyoto autumn leaves forecast', or 'Where should I see fall foliage in Japan?'. Returns a concise current answer from live Japan Meteorological Corporation maple and ginkgo forecast data. Do not use this for cherry blossoms, fruit picking, hotels, trains, or generic itinerary planning.

NameTypeReqDescription
end_datestringOptional trip end date in YYYY-MM-DD format. Use with start_date when the user gives travel dates.
regionstringOptional city, prefecture, or region filter such as Kyoto, Tokyo, Hokkaido, Kansai, Nikko, Tohoku. Omit for nationwide status.
start_datestringOptional trip start date in YYYY-MM-DD format. Use with end_date when the user gives travel dates.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

koyo_spots ~146

Use this when the user already knows the prefecture and needs exact autumn leaves viewing spots. Returns Japan Meteorological Corporation koyo spots for one prefecture with best start, peak, and end dates, leaf type, popularity rating, and GPS coordinates. Omit prefecture to get a top-destinations guide. Do not use this for cross-city date matching; use koyo_forecast or koyo_best_dates first.

NameTypeReqDescription
prefecturestringPrefecture filter. Accepts English name or numeric code such as 'Kyoto', 'Tokyo', 'Hokkaido', or '26'. Omit to receive a curated list of top koyo destinations across Japan.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

sakura_best_dates ~150

Use this when the user provides travel dates and wants to know where sakura is likely to be best during that trip. Returns cities whose viewing window overlaps the requested date range, based on observed or forecast full-bloom dates. Do not use this for January-February early-bloom Kawazu requests; use kawazu_forecast for those.

NameTypeReqDescription
end_datestringyesTrip end date in YYYY-MM-DD format, for example '2026-04-14'. Must be on or after start_date.
start_datestringyesTrip start date in YYYY-MM-DD format, for example '2026-04-08'. The tool compares this against each city's sakura viewing window.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

sakura_forecast ~150

Use this when the user asks about cherry blossom timing, peak bloom, whether sakura has started, or how cities compare across Japan. Returns Japan Meteorological Corporation forecast bloom dates, full-bloom dates, observed dates when available, historical averages, and status for 48 observation cities. Do not use this for specific parks or temples; call sakura_spots next for prefecture-level viewing spots.

NameTypeReqDescription
citystringOptional city, prefecture, or region filter such as 'Tokyo', 'Kyoto', 'Hokkaido', or 'Tohoku'. Partial case-insensitive matches are supported across city, prefecture, and region names. Omit to return…
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

sakura_now ~219

Use this first for broad cherry blossom prompts such as 'How is the sakura forecast?', 'Is sakura blooming now?', 'Where should I view sakura today?', 'Where should I see cherry blossoms this week?', or 'How is Kyoto sakura looking?'. Returns a concise current answer from live Japan Meteorological Corporation forecast and observation data, including specific viewing spot suggestions when current spot data is available, plus next-step guidance for the full park list and weather. Do not use this for autumn leaves, non-sakura flowers, hotels, trains, or generic itinerary planning.

NameTypeReqDescription
citystringOptional city, prefecture, or region filter such as Tokyo, Kyoto, Hokkaido, Kansai, Tohoku. Omit for nationwide status.
end_datestringOptional trip end date in YYYY-MM-DD format. Use with start_date when the user gives travel dates.
start_datestringOptional trip start date in YYYY-MM-DD format. Use with end_date when the user gives travel dates.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

sakura_spots ~173

Use this when the user already knows the prefecture and needs exact cherry blossom viewing spots with current status and GPS coordinates. Each spot uses JMC reporter observations as the primary status when filed within the last 48 hours (states: pre-bloom through hazakura/green leaves); falls back to the JMC bloom-meter estimate otherwise, with any stale observation shown as secondary context. Also returns the prefecture's JMA reference station summary. Do not use this for nationwide timing comparisons or date matching; use sakura_forecast or sakura_best_dates first.

NameTypeReqDescription
prefecturestringyesRequired prefecture filter. Accepts English prefecture name or numeric prefecture code such as 'Tokyo', 'Kyoto', 'Hokkaido', or '13'. This tool returns one prefecture at a time.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

search ~114

Use this for ChatGPT/deep-research style retrieval over Japan in Seasons. Searches live seasonal-travel dataset guides and returns result IDs for fetch. Use for questions about Japan cherry blossom forecasts, autumn leaves, seasonal flowers, festivals, fruit picking, weather, or the MCP server itself. Do not use for hotels, flights, trains, visas, or restaurants.

NameTypeReqDescription
querystringyesNatural-language search query, for example 'Japan cherry blossom forecast', 'Kyoto autumn leaves', or 'fruit picking in Japan in September'.
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.

weather_forecast ~298

Use this when short-range weather could change the recommendation, especially for sakura petal fall, rain risk, or packing advice. Returns the next 3 days of Japan Meteorological Agency forecast text, temperatures, and 6-hour rain probabilities for one supported city. Do not use this for seasonal bloom timing months in advance; use the sakura or koyo forecast tools for that.

NameTypeReqDescription
citystringyesSupported city name such as 'Tokyo', 'Kyoto', 'Osaka', or 'Sapporo'. Partial case-insensitive matching is accepted. Full supported list: Sapporo, Hakodate, Asahikawa, Kushiro, Obihiro, Aomori, Moriok…
NameTypeReqDescription
answerstringyesThe tool's user-facing answer as Markdown or JSON text.

No examples provided.