{"name":"io.github.nicglazkov/commutescout","slug":"nicglazkov-commutescout","title":null,"description":"Trip planning and best time to leave, with live road data from 37 US states, traffic, weather.","url":"https://mcp.market/server/nicglazkov-commutescout","rating":null,"grade":"A","score":88,"certified":false,"status":"active","category":"maps","tags":["maps"],"presence":{"score":30,"stars":5,"forks":1,"downloads_week":null,"last_push_at":"2026-10-30T19:15:56.000Z","license":"MIT"},"uptime":{"percent":100,"checks":28,"ok":28,"last_checked_at":"2026-11-02T11:45:45.830Z","last_ok_at":"2026-11-02T11:45:45.830Z","latency_ms":212},"claimed":false,"transport":"remote","callable_via_gateway":true,"default_price_micros":0,"repository":"https://github.com/nicglazkov/commutescout","website":"https://commutescout.com/mcp","version":"2.133.2","remotes":[{"type":"streamable-http","url":"https://mcp.commutescout.com/mcp","headers":[{"description":"Optional CommuteScout API key as 'Bearer cs_live_...', from Settings on commutescout.com/map. Enables saved places (home, work) and per-key limits.","isSecret":true,"name":"Authorization"}]}],"packages":[],"tools":[{"name":"best_time_to_go","description":"When to leave (or visit) to beat traffic and weather, for any US\n    trip.\n\n    Answers \"what's a good time to visit X\", \"when should I leave for\n    the airport\", \"is 5 PM bad\". It checks up to 16 departures across\n    the window and returns, for each: drive minutes for that weekday and\n    hour (TomTom historical traffic; live too within the hour), arrival\n    time, the NWS forecast for the arrival hour with driving hazards\n    flagged (snow, ice, fog, thunder), and how many incidents usually\n    start on the route that hour (CommuteScout history since July 2026).\n\n    `recommended` is the pick: quickest without severe weather, or with\n    arrive_by, the latest departure that still arrives on time.\n    `summary` states it in one or two sentences; `departures` has the\n    whole curve if the user wants options. Times are in the origin's\n    local time zone (`time_zone`).\n\n    Pair with plan_trip for what is on the road right now.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"origin":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"An address, landmark or place anywhere in the US, e.g. '1600 Pennsylvania Ave, Washington DC' or 'Pike Place Market'. Include city and state when you have them. 'home', 'work' or a saved place's name use the user's saved places (see get_my_places). Leave origin out to start from the user's Home.","title":"Origin"},"destination":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"An address, landmark or place anywhere in the US, e.g. '1600 Pennsylvania Ave, Washington DC' or 'Pike Place Market'. Include city and state when you have them. 'home', 'work' or a saved place's name use the user's saved places (see get_my_places). Leave origin out to start from the user's Home.","title":"Destination"},"origin_coords":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Exact 'lat,lon' instead of a place name, e.g. '47.6097,-122.3421'. Wins over the place name.","title":"Origin Coords"},"destination_coords":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Exact 'lat,lon' instead of a place name, e.g. '47.6097,-122.3421'. Wins over the place name.","title":"Destination Coords"},"day":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"'today' (default), 'tomorrow', a weekday name, or YYYY-MM-DD, up to 60 days out.","title":"Day"},"earliest":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Earliest departure to consider, local time, e.g. '7am' or '07:00'. Default 6:00 AM.","title":"Earliest"},"latest":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Latest departure to consider, e.g. '8pm'. Default 9:00 PM.","title":"Latest"},"arrive_by":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Instead of a window: the time the user must arrive, destination local time ('9am', 'tomorrow 9:00'). Returns the latest safe departure.","title":"Arrive By"},"step_minutes":{"anyOf":[{"maximum":180,"minimum":10,"type":"integer"},{"type":"null"}],"default":null,"description":"Spacing between departures checked. Default fits the window into 16.","title":"Step Minutes"}},"title":"best_time_to_goArguments"}},{"name":"check_region","description":"Full current-conditions report for a California region.\n\n    Use this for area-scale questions (\"how is the Bay Area?\", \"what's\n    happening in SoCal?\") instead of stitching together point queries. It\n    sweeps every source over the whole region at once: CHP incidents\n    (severity-sorted, worst first), lane closures in place (full closures\n    called out), chain controls, and wildfires inside the region.\n\n    Regions: Bay Area, Sacramento metro, Tahoe/Sierra, Central Valley,\n    Southern California, San Diego, Central Coast, North State. An\n    unrecognized region name returns the list.\n\n    Large regions are capped to the most severe items; the counts are\n    always exact and the response says when a list was truncated.\n    Freshness: CHP ~1/min fetched live, everything else 5-minute cache.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"region":{"title":"Region","type":"string"}},"required":["region"],"title":"check_regionArguments"}},{"name":"check_route","description":"Check current conditions along a major California highway corridor.\n\n    The flagship trip-check tool: give it a start and end place and it\n    returns everything active along that stretch right now - CHP incidents,\n    lane closures physically in place, chain controls, and wildfires within\n    ~10 miles - ordered by miles from the start, plus a summary.\n\n    ALWAYS pass from_coords and to_coords (\"lat,lon\") when you know where\n    the places are - for landmarks, small towns, or anything not a major\n    city they are required for a good answer. Coordinates do two things:\n    they let unlisted places resolve to the nearest corridor (e.g. \"Alice's\n    Restaurant\" snaps to I-280 on the Peninsula), and they CLIP the route to\n    the span actually being driven, so a trip to a mid-corridor destination\n    doesn't report events beyond it.\n\n    Corridors covered: I-80 Sacramento-Reno, US-50 to South Lake Tahoe, I-5,\n    US-101, SR-17, SR-99, SR-1, I-15 to Vegas, Bay Area freeways, Tahoe-area\n    routes. This is NOT a general router: if nothing matches (even with\n    coordinates), the response lists the covered corridors; fall back to the\n    filtered tools with center= for anything else.\n\n    Freshness: CHP incidents refresh about once a minute; closures, chain\n    controls, and fires are on a 5-minute cache. Current conditions only -\n    this cannot forecast tomorrow's weather or closures.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"from_place":{"title":"From Place","type":"string"},"to_place":{"title":"To Place","type":"string"},"from_coords":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"From Coords"},"to_coords":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"To Coords"}},"required":["from_place","to_place"],"title":"check_routeArguments"}},{"name":"find_place","description":"Look up a US address or place and get its coordinates.\n\n    Use it to confirm which place the user means before planning, or\n    when a trip tool answers needs_clarification. Returns up to `limit`\n    matches with a ready-to-pass `coords` string for the *_coords\n    arguments of the trip tools.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"query":{"description":"What to look up: an address, business, landmark or town.","title":"Query","type":"string"},"near":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Optional 'lat,lon' to prefer matches near.","title":"Near"},"limit":{"default":5,"maximum":8,"minimum":1,"title":"Limit","type":"integer"}},"required":["query"],"title":"find_placeArguments"}},{"name":"get_area_history","description":"What usually happens around a place: incidents and closures that\n    started within the radius, by local hour and weekday, the common\n    incident types and how long they typically last.\n\n    Use it for \"is this intersection bad at rush hour\" or \"when is it\n    quietest around the stadium\". These are counts CommuteScout saw in\n    official feeds, not a crash database.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"place":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"An address, landmark or place anywhere in the US, e.g. '1600 Pennsylvania Ave, Washington DC' or 'Pike Place Market'. Include city and state when you have them. 'home', 'work' or a saved place's name use the user's saved places (see get_my_places). Leave origin out to start from the user's Home.","title":"Place"},"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Exact 'lat,lon' instead of a place name, e.g. '47.6097,-122.3421'. Wins over the place name.","title":"Center"},"radius_km":{"default":3,"maximum":25,"minimum":0.2,"title":"Radius Km","type":"number"},"days":{"default":90,"description":"Look-back window. History began 2026-07-12.","maximum":365,"minimum":7,"title":"Days","type":"integer"}},"title":"get_area_historyArguments"}},{"name":"get_cameras","description":"Live Caltrans roadside camera snapshots near a point or on a route.\n\n    Data: ~3,000 in-service Caltrans cameras statewide. Every returned\n    image_url was verified live moments ago (offline cameras that serve a\n    placeholder frame are filtered out), so images can be shown directly.\n    Snapshots refresh roughly every minute; stream_url (when present) is\n    an HLS video stream.\n\n    Filters: center \"lat,lon\" (required unless route is given) with\n    radius_km; route (e.g. \"I-80\", \"50\") narrows to that highway. Results\n    sort nearest-first when a center is given. Use a camera to let the\n    user SEE conditions: fog on the pass, snow on the pavement, traffic\n    density at an interchange.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Center"},"route":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Route"},"radius_km":{"default":30,"title":"Radius Km","type":"number"},"limit":{"default":6,"title":"Limit","type":"integer"}},"title":"get_camerasArguments"}},{"name":"get_chain_controls","description":"Current chain-control requirements on California mountain highways.\n\n    Data: Caltrans chain-control status for fixed checkpoints on mountain\n    routes (I-80 Donner, US-50 Echo Summit, SR-88, SR-89, and others).\n    Levels: R-1 = chains OR snow tires required; R-2 = chains required\n    except 4WD/AWD with snow tires on all four; R-3 = chains on ALL vehicles\n    (rare, usually precedes closure). Refresh: 5-minute cache.\n\n    Filters: route (e.g. \"80\", \"US-50\", \"SR-88\"); center \"lat,lon\" with\n    radius_km for all checkpoints around a place (e.g. around Truckee),\n    whatever highway they are on.\n\n    Off-season (roughly May-October) there are usually no controls anywhere;\n    the response says so explicitly rather than returning an empty list.\n    Chain requirements can change hour to hour in storms - tell the user the\n    data_as_of time and to carry chains anyway when snow is possible.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"route":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Route"},"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Center"},"radius_km":{"default":40,"title":"Radius Km","type":"number"}},"title":"get_chain_controlsArguments"}},{"name":"get_coverage","description":"Which states and sources CommuteScout covers right now, with each\n    feed's freshness. Check it when an answer is unexpectedly empty.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{},"title":"get_coverageArguments"}},{"name":"get_incidents","description":"Live CHP traffic incidents statewide, optionally filtered.\n\n    Data: the California Highway Patrol statewide computer-aided dispatch\n    feed - collisions, traffic hazards, disabled vehicles, closures as CHP\n    logs them. Refreshes about once a minute; incidents disappear when CHP\n    closes the log. Fetched live on every call.\n\n    Filters (combinable):\n    - highway: a route like \"I-80\", \"US 50\", \"17\", \"Hwy 99\". Matches\n      incidents whose location text mentions that route.\n    - center: \"lat,lon\" with radius_km - incidents within that circle. THIS\n      IS THE RIGHT FILTER FOR A TOWN OR PLACE NAME: use your knowledge of\n      where the place is (e.g. Coyote, CA -> \"37.22,-121.74\") with radius_km\n      15-30. A circle catches every road around the place, not just one\n      highway.\n    - area: substring match on the CHP dispatch-area name. These are CHP\n      communication-center names (\"Hollister Gilroy\", \"East Sac\", \"Golden\n      Gate\"), NOT town names - do not pass a town here. There is no county\n      filter because CHP's feed carries no county field; for a county, use\n      center on the county seat with a radius covering the county.\n\n    Limits: locations are free-text from dispatchers; a few incidents lack\n    usable coordinates and are omitted. No history - current logs only.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"highway":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Highway"},"area":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Area"},"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Center"},"radius_km":{"default":40,"title":"Radius Km","type":"number"}},"title":"get_incidentsArguments"}},{"name":"get_lane_closures","description":"Caltrans lane and road closures physically in place RIGHT NOW.\n\n    Data: the Caltrans Lane Closure System (LCS). Only closures that crews\n    have actually established (CHP code 1097) and not yet picked up are\n    returned - scheduled-but-not-started closures are excluded, so this is\n    \"what is blocking lanes now\", not a construction calendar.\n    Refresh: 5-minute cache over per-district Caltrans feeds.\n\n    Filters: route (e.g. \"I-80\", \"US 101\", \"1\"); district (Caltrans district\n    1-12, e.g. 3 = Sacramento/Tahoe, 4 = Bay Area, 7 = Los Angeles);\n    center \"lat,lon\" with radius_km - closures whose begin or end point is\n    inside the circle. For a town or place, center is the filter that\n    catches work on EVERY road around it, including small state routes.\n\n    Read closure_class on each record, it is what the closure means for\n    through traffic:\n    - \"full-roadway\": the road itself is closed in that direction. The only\n      class that means \"you can't drive through\".\n    - \"ramp\": a ramp or connector is closed (even when the raw record says\n      \"Full\", that means the ramp is fully closed, not the highway).\n    - \"one-way-traffic\": alternating single lane with flagging; passable\n      with delays. Common on two-lane mountain roads.\n    - \"alternating-lanes\", \"moving\", \"traffic-break\": rolling or brief work;\n      minor delays.\n    - \"lane\": some lanes closed; the lanes field says how many of how many.\n    estimated_delay_minutes is present when crews reported one.\n    Shoulder-only work is excluded entirely.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"route":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Route"},"district":{"anyOf":[{"type":"integer"},{"type":"null"}],"default":null,"title":"District"},"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Center"},"radius_km":{"default":40,"title":"Radius Km","type":"number"}},"title":"get_lane_closuresArguments"}},{"name":"get_my_places","description":"The user's saved places: Home, Work, favorites and recent\n    destinations, synced from the CommuteScout site and apps.\n\n    Available when this server is connected with the user's CommuteScout\n    API key; otherwise `connected` is false and `message` says how to\n    connect. The trip tools already accept 'home', 'work' or a place's\n    name directly, so call this only to show or choose among them.\n\n    These belong to the user who connected: never repeat them to anyone\n    else.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{},"title":"get_my_placesArguments"}},{"name":"get_nearby_events","description":"Live road events near a point anywhere CommuteScout covers, not\n    just California: 37 states today (get_coverage lists them).\n\n    Data: the same multi-state feeds the live map shows, normalized -\n    state DOT incidents, roadwork and closures, chain and traction\n    advisories, and nationwide wildfires. Every event names its\n    publishing agency in the source field. Coverage varies by state\n    (some publish roadwork only; docs/state-coverage.md has the\n    matrix); states added later appear here automatically.\n\n    For CALIFORNIA questions prefer the dedicated tools above (richer\n    detail: dispatch logs, lane counts, chain levels). Use THIS tool\n    for any location outside California, near a state border, or as a\n    supplement when a California tool comes back empty.\n\n    center is \"lat,lon\"; or pass place (an address or place name)\n    instead. kinds is a comma list from: incident, closure, chain, fire,\n    sign, rwis, camera, toll (toll adds live and fixed toll prices where\n    agencies publish them), enforcement (speed and red-light cameras\n    from OpenStreetMap). radius_km caps at 160.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Center"},"radius_km":{"default":40,"title":"Radius Km","type":"number"},"kinds":{"default":"incident,closure,chain,fire","title":"Kinds","type":"string"},"place":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Place"}},"title":"get_nearby_eventsArguments"}},{"name":"get_road_signs","description":"What Caltrans changeable message signs are displaying right now.\n\n    Data: statewide CMS sign text, blank and out-of-service signs already\n    filtered - every record is a message a driver is physically seeing.\n    Signs carry the road's operational truth (\"CHAINS REQUIRED 10 MI\n    AHEAD\", \"FULL CLOSURE HWY 96 DUE TO FIRE\", \"PREPARE TO STOP\"), often\n    before the event shows up in any other feed. Refresh: ~2-minute cache.\n\n    Filters: route (e.g. \"I-80\") and/or center \"lat,lon\" with radius_km.\n    Quote sign text verbatim to the user - it is the most current and\n    most local signal this server has.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"route":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Route"},"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Center"},"radius_km":{"default":80,"title":"Radius Km","type":"number"}},"title":"get_road_signsArguments"}},{"name":"get_traffic","description":"Live traffic speed against free-flow speed on the road nearest\n    each point, anywhere in the US (TomTom). Use it for \"is the bridge\n    backed up right now\"; for a whole drive, plan_trip is better.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"points":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Up to 10 points as 'lat,lon|lat,lon'.","title":"Points"},"place":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"An address, landmark or place anywhere in the US, e.g. '1600 Pennsylvania Ave, Washington DC' or 'Pike Place Market'. Include city and state when you have them. 'home', 'work' or a saved place's name use the user's saved places (see get_my_places). Leave origin out to start from the user's Home.","title":"Place"},"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Exact 'lat,lon' instead of a place name, e.g. '47.6097,-122.3421'. Wins over the place name.","title":"Center"}},"title":"get_trafficArguments"}},{"name":"get_weather","description":"Hourly NWS forecast, active alerts and nearby road-weather\n    stations for any US place, with driving hazards flagged by hour.\n\n    Road-weather stations are state DOT sensors: pavement and air\n    temperature, wind gusts and visibility, where a state publishes them.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"place":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"An address, landmark or place anywhere in the US, e.g. '1600 Pennsylvania Ave, Washington DC' or 'Pike Place Market'. Include city and state when you have them. 'home', 'work' or a saved place's name use the user's saved places (see get_my_places). Leave origin out to start from the user's Home.","title":"Place"},"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Exact 'lat,lon' instead of a place name, e.g. '47.6097,-122.3421'. Wins over the place name.","title":"Center"},"hours":{"default":24,"description":"Hours of hourly forecast.","maximum":156,"minimum":1,"title":"Hours","type":"integer"}},"title":"get_weatherArguments"}},{"name":"get_wildfires","description":"Active California wildfires, flagged when close to a major highway.\n\n    Data: the interagency WFIGS current-wildfire feed (NIFC) - name, size in\n    acres, percent contained, discovery date. Points are each fire's ORIGIN,\n    not its perimeter: a large fire can affect roads far from this point.\n    Refresh: 5-minute cache; size/containment typically update once or twice\n    a day. Small, fast-moving local fires may appear in CHP incident logs\n    (get_incidents, type \"FIRE-Report of Fire\") before this feed has them.\n\n    Filters:\n    - near_route (e.g. \"I-5\", \"101\") - only fires within ~10 miles of that\n      highway's corridor line.\n    - center \"lat,lon\" with radius_km - fires around a place, regardless of\n      highway.\n    Without either, every active CA fire is returned, each carrying a\n    `near_highways` list of major corridors within ~10 miles (empty = not\n    near a covered major highway; it may still affect local roads).\n\n    This tool does NOT know about road closures caused by fires - cross-check\n    get_incidents and get_lane_closures for the affected area.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"near_route":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Near Route"},"center":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"title":"Center"},"radius_km":{"default":50,"title":"Radius Km","type":"number"}},"title":"get_wildfiresArguments"}},{"name":"plan_trip","description":"Everything about one drive between any two US places, in one call.\n\n    Use this for \"how's the drive to X\", \"how long to get to Y at 5\",\n    \"anything on the way to Z\". It returns:\n\n    - the route (miles, main roads, alternatives) from the closure-aware\n      planner the CommuteScout map uses: fully closed roads are avoided\n      and routes are ranked by what is on them;\n    - drive time for that departure: with traffic, typical for that\n      weekday and hour, and with no traffic (TomTom historical speed\n      profiles; live traffic too when leaving within the hour);\n    - every live event ON the route, ordered by mile: incidents,\n      closures, chain controls, message signs, cameras (with image URLs),\n      road-weather stations, tolls, speed and red-light cameras, and\n      wildfires near it;\n    - NWS weather alerts along the route and the forecast at the\n      destination for the arrival hour;\n    - a one-paragraph `summary` to lead the answer with, and `notes`\n      for anything missing or degraded.\n\n    Lead with `summary`, then the items that change the user's plan.\n    For WHEN to leave, call best_time_to_go instead. If the answer has\n    needs_clarification, ask the user which option they meant.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"origin":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"An address, landmark or place anywhere in the US, e.g. '1600 Pennsylvania Ave, Washington DC' or 'Pike Place Market'. Include city and state when you have them. 'home', 'work' or a saved place's name use the user's saved places (see get_my_places). Leave origin out to start from the user's Home.","title":"Origin"},"destination":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"An address, landmark or place anywhere in the US, e.g. '1600 Pennsylvania Ave, Washington DC' or 'Pike Place Market'. Include city and state when you have them. 'home', 'work' or a saved place's name use the user's saved places (see get_my_places). Leave origin out to start from the user's Home.","title":"Destination"},"origin_coords":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Exact 'lat,lon' instead of a place name, e.g. '47.6097,-122.3421'. Wins over the place name.","title":"Origin Coords"},"destination_coords":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"Exact 'lat,lon' instead of a place name, e.g. '47.6097,-122.3421'. Wins over the place name.","title":"Destination Coords"},"depart_at":{"anyOf":[{"type":"string"},{"type":"null"}],"default":null,"description":"When the user leaves, in the origin's local time: 'now' (default), 'tomorrow 8am', '17:30', 'friday 7:15am' or ISO '2026-11-02T08:00'.","title":"Depart At"},"preference":{"default":"fastest","description":"Route preference.","enum":["fastest","shortest","no_highways","no_tolls","avoid_chains"],"title":"Preference","type":"string"}},"title":"plan_tripArguments"}},{"name":"rank_routes","description":"Which major corridors have the most going on right now.\n\n    Answers broad questions like \"what are the busiest routes\", \"where is\n    traffic worst\", or \"which highways should I avoid today\" across all 17\n    tracked corridors. by=\"activity\" ranks on live events (full closures\n    weigh most, then incidents, lane closures, chain controls);\n    by=\"congestion\" ranks on measured speed vs free-flow at each\n    corridor's midpoint and needs the traffic feed to be configured -\n    if it is not, the ranking silently falls back to activity.\n\n    Each entry carries the counts and a one-line reason, so the answer\n    can say WHY a corridor ranks where it does, not just list names.\n    ","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"by":{"default":"activity","title":"By","type":"string"},"limit":{"default":5,"title":"Limit","type":"integer"}},"title":"rank_routesArguments"}}],"scan":{"score":88,"grade":"A","scanned_at":"2026-10-31T05:55:01.899Z","report":{"scannerVersion":"0.1.10","scannedAt":"2026-10-31T05:55:01.828Z","components":{"code":{"score":-1,"max":25,"notes":["remote-only server, no package to scan"]},"reliability":{"score":20,"max":20,"notes":["remote reachable in 309ms"]},"poisoning":{"score":15,"max":15,"notes":["18 tool descriptions checked"]},"auth":{"score":8,"max":15,"notes":["API key sent as a header"]},"maintenance":{"score":15,"max":15,"notes":["last push 0 days ago"]},"identity":{"score":8,"max":10,"notes":["registry namespace matches repository owner","GitHub account older than a year"]}},"findings":[],"inputs":{"probes":[{"url":"https://mcp.commutescout.com/mcp","reachable":true,"authRequired":false,"latencyMs":309,"serverInfo":{"name":"CommuteScout","version":"2.133.2"}}],"packages":[],"repo":{"found":true,"owner":"nicglazkov","repo":"commutescout","archived":false,"pushedAt":"2026-10-30T19:15:56Z","stars":5,"forks":1,"openIssues":9,"ownerType":"User","ownerAvatarUrl":"https://avatars.githubusercontent.com/u/82780940?v=4","ownerCreatedAt":"2021-04-18T21:06:32Z","license":"MIT"},"icon":{"url":"https://avatars.githubusercontent.com/u/82780940?v=4&s=128","source":"registry"},"presence":{"stars":5,"forks":1,"downloadsWeek":null,"license":"MIT","lastPushAt":"2026-10-30T19:15:56.000Z","score":30}}}},"grade_history":[{"kind":"restore","fromGrade":"B","toGrade":"A","reason":"score 88","createdAt":"2026-10-31T05:55:04.911Z"}],"reviews":[]}