Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Trip planning and best time to leave, with live road data from 37 US states, traffic, weather.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
Authorization비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
터미널에서 이 명령어를 실행하세요
claude mcp add --transport http commutescout https://mcp.commutescout.com/mcp --header 'Authorization: your-value'실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"commutescout": {
"url": "https://mcp.commutescout.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"commutescout": {
"type": "http",
"url": "https://mcp.commutescout.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
Authorization 비밀 HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 7일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
check_routeCheck current conditions along a major California highway corridor. The flagship trip-check tool: give it a start and end place and it returns everything active along that stretch right now - CHP incidents, lane closures physically in place, chain controls, and wildfires within ~
check_regionFull current-conditions report for a California region. Use this for area-scale questions ("how is the Bay Area?", "what's happening in SoCal?") instead of stitching together point queries. It sweeps every source over the whole region at once: CHP incidents (severity-sorted, wors
get_incidentsLive CHP traffic incidents statewide, optionally filtered. Data: the California Highway Patrol statewide computer-aided dispatch feed - collisions, traffic hazards, disabled vehicles, closures as CHP logs them. Refreshes about once a minute; incidents disappear when CHP closes th
get_lane_closuresCaltrans lane and road closures physically in place RIGHT NOW. Data: the Caltrans Lane Closure System (LCS). Only closures that crews have actually established (CHP code 1097) and not yet picked up are returned - scheduled-but-not-started closures are excluded, so this is "what i
get_chain_controlsCurrent chain-control requirements on California mountain highways. Data: Caltrans chain-control status for fixed checkpoints on mountain routes (I-80 Donner, US-50 Echo Summit, SR-88, SR-89, and others). Levels: R-1 = chains OR snow tires required; R-2 = chains required except 4
get_wildfiresActive California wildfires, flagged when close to a major highway. Data: the interagency WFIGS current-wildfire feed (NIFC) - name, size in acres, percent contained, discovery date. Points are each fire's ORIGIN, not its perimeter: a large fire can affect roads far from this poi
rank_routesWhich major corridors have the most going on right now. Answers broad questions like "what are the busiest routes", "where is traffic worst", or "which highways should I avoid today" across all 17 tracked corridors. by="activity" ranks on live events (full closures weigh most, th
get_camerasLive Caltrans roadside camera snapshots near a point or on a route. Data: ~3,000 in-service Caltrans cameras statewide. Every returned image_url was verified live moments ago (offline cameras that serve a placeholder frame are filtered out), so images can be shown directly. Snaps
get_road_signsWhat Caltrans changeable message signs are displaying right now. Data: statewide CMS sign text, blank and out-of-service signs already filtered - every record is a message a driver is physically seeing. Signs carry the road's operational truth ("CHAINS REQUIRED 10 MI AHEAD", "FUL
get_nearby_eventsLive road events near a point anywhere CommuteScout covers, not just California: 37 states today (get_coverage lists them). Data: the same multi-state feeds the live map shows, normalized - state DOT incidents, roadwork and closures, chain and traction advisories, and nationwide
get_my_placesThe user's saved places: Home, Work, favorites and recent destinations, synced from the CommuteScout site and apps. Available when this server is connected with the user's CommuteScout API key; otherwise `connected` is false and `message` says how to connect. The trip tools alrea
find_placeLook up a US address or place and get its coordinates. Use it to confirm which place the user means before planning, or when a trip tool answers needs_clarification. Returns up to `limit` matches with a ready-to-pass `coords` string for the *_coords arguments of the trip tools.
plan_tripEverything about one drive between any two US places, in one call. Use this for "how's the drive to X", "how long to get to Y at 5", "anything on the way to Z". It returns: - the route (miles, main roads, alternatives) from the closure-aware planner the CommuteScout map uses: ful
best_time_to_goWhen to leave (or visit) to beat traffic and weather, for any US trip. Answers "what's a good time to visit X", "when should I leave for the airport", "is 5 PM bad". It checks up to 16 departures across the window and returns, for each: drive minutes for that weekday and hour (To
get_weatherHourly NWS forecast, active alerts and nearby road-weather stations for any US place, with driving hazards flagged by hour. Road-weather stations are state DOT sensors: pavement and air temperature, wind gusts and visibility, where a state publishes them.
get_trafficLive traffic speed against free-flow speed on the road nearest each point, anywhere in the US (TomTom). Use it for "is the bridge backed up right now"; for a whole drive, plan_trip is better.
get_area_historyWhat usually happens around a place: incidents and closures that started within the radius, by local hour and weekday, the common incident types and how long they typically last. Use it for "is this intersection bad at rush hour" or "when is it quietest around the stadium". These
get_coverageWhich states and sources CommuteScout covers right now, with each feed's freshness. Check it when an answer is unexpectedly empty.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 nicglazkov 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
199ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 18개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: Authorization
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(2.134.0)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Verbaly
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
i18n for coding agents: extract, check and translate an app's text, with drafts a person approves
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
CommuteScout Live road intelligence for 37 US states.
A live map, trip planning with the best time to leave, mobile apps, and a public MCP server and REST API for AI assistants.
Website · Live map · MCP server · API docs · Data sources · Mobile apps
CommuteScout reads 53 official agency feeds across 37 states (state DOT and 511 closures and incidents, CHP dispatch, chain controls, cameras, message signs, wildfire perimeters, road weather, NWS alerts and toll prices) and turns them into one live picture of the road. Every answer carries per-source timestamps, and a failing feed is flagged as stale rather than hidden.
| Product | What it does |
|---|---|
| [Live map](https://commutescout.com/map) | Incidents, closures, chain controls, wildfires, about 18,000 traffic cameras, message signs and toll prices, updated continuously. |
| [Trip planning](https://commutescout.com/map) | Closure-aware routes, drive time for any departure, the best time to leave, and an assistant that answers from the live feeds. |
| [Watch areas](https://commutescout.com/watch) | Push and email alerts when something appears inside a drawn area or along a commute. |
| [Mobile apps](https://commutescout.com/app) | Turn-by-turn navigation for iOS and Android that announces what is ahead in your direction of travel. |
| [MCP server](https://commutescout.com/mcp) | 18 tools for Claude, ChatGPT, Cursor, VS Code and any MCP client. No key required. |
| [REST API](https://commutescout.com/developers) | Every tool as a plain HTTP GET, with an OpenAPI document, one error envelope and published rate limits. |
| [Plugins](https://commutescout.com/plugins) | Flare, an open protocol for adding third-party alerts to the map and the apps, with a marketplace. |
The hosted MCP server is public and works without a key:
https://mcp.commutescout.com/mcp
For example, in Claude Code:
claude mcp add --transport http --scope user commutescout https://mcp.commutescout.com/mcp
Setup for every other client is at [commutescout.com/mcp](https://commutescout.com/mcp#connect). Agents can read the same steps as plain text at commutescout.com/llms.txt.
curl "https://mcp.commutescout.com/v1/tools/best_time_to_go?origin=Union%20Station%20Denver&destination=Red%20Rocks%20Amphitheatre&day=tomorrow"
Keys, limits, errors and the full parameter reference are at [commutescout.com/developers](https://commutescout.com/developers).
| Topic | Where |
|---|---|
| MCP setup and tools | commutescout.com/mcp · docs/mcp.md |
| REST API, keys and rate limits | commutescout.com/developers · OpenAPI |
| Data sources and state coverage | commutescout.com/data-sources · docs/state-coverage.md |
| Plugins and the Flare protocol | commutescout.com/plugins · docs/flare.md |
| Architecture, deployment and adding a feed | docs/ |
| Answer quality | EVALS.md |
| Pricing, privacy and terms | Pricing · Privacy · Terms |
| Path | Contents |
|---|---|
src/ca_roads | Feed layer: parsers, caches and normalization for every source |
src/ca_roads_mcp | MCP server, REST bridge and trip planning |
src/ca_roads_demo | Web app, assistant, watch areas and map publishing |
site | Marketing and documentation site (Next.js static export) |
examples/flare-plugin | Reference Flare plugin |
evals | Recorded fixtures, golden questions and the eval runner |
tests | Fixture-based test suite; runs without network access |
The mobile apps live in commutescout-app, and community plugins in commutescout-plugins.
Contributions are welcome. Start with CONTRIBUTING.md, and see adding a data source to wire up a new feed. Report security issues privately as described in SECURITY.md.
MIT, including the map, the planner, the MCP server and every data parser.
CommuteScout is not affiliated with any government agency. Conditions change faster than any feed, so verify before you drive with 511 or your state DOT. What each third-party service sees is described in the privacy policy.