Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
What's flying above you: live aircraft, identity, routes, and your own sighting history.
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.
SKYGLANCE_HOME_LAT, SKYGLANCE_HOME_LON, SKYGLANCE_POLL필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"skyglance": {
"command": "uvx",
"args": [
"skyglance"
],
"env": {
"SKYGLANCE_HOME_LAT": "your-value",
"SKYGLANCE_HOME_LON": "your-value",
"SKYGLANCE_POLL": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add skyglance --env SKYGLANCE_HOME_LAT=your-value --env SKYGLANCE_HOME_LON=your-value --env SKYGLANCE_POLL=your-value -- uvx skyglance실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"skyglance": {
"command": "uvx",
"args": [
"skyglance"
],
"env": {
"SKYGLANCE_HOME_LAT": "your-value",
"SKYGLANCE_HOME_LON": "your-value",
"SKYGLANCE_POLL": "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": {
"skyglance": {
"type": "stdio",
"command": "uvx",
"args": [
"skyglance"
],
"env": {
"SKYGLANCE_HOME_LAT": "your-value",
"SKYGLANCE_HOME_LON": "your-value",
"SKYGLANCE_POLL": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
SKYGLANCE_HOME_LAT envSKYGLANCE_HOME_LON envSKYGLANCE_POLL env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 darshjoshi 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.2.1)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Recta
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.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
SkyGlance
Ask Claude what's flying above you.
Live positions, real aircraft identities, routes, photographs — and a memory of everything that's passed over.
claude mcp add skyglance -- uvx --from skyglance skyglance
Then ask Claude: *"What's flying over me right now?"*
Needs uv. Its installation guide covers every platform. No API keys — every data source here is free.
Set your location so you can stop repeating it, and so SkyGlance can build a sighting history:
claude mcp add skyglance \
-e SKYGLANCE_HOME_LAT=40.71 -e SKYGLANCE_HOME_LON=-74.01 \ -- uvx --from skyglance skyglance
Ships the server together with the sky skill, which teaches Claude how to read elevation angles and how to talk about aircraft to someone who has never spotted one.
/plugin marketplace add darshjoshi/skyglance-mcp
/plugin install skyglance@skyglance
The repository root is also a plugin, SkyGlance Spotter (skyglance-spotter), built for Anthropic's Claude plugin directory. It runs the same server from this repository's source and differs in four ways:
military_aircraft and privacy_blocked_aircraft aren't included, and search_aircraft has no military filter. Those features exist to follow aircraft whose operators or owners would rather not be followed.uv builds on first start sits in the plugin folder and is rebuilt after each update./plugin marketplace add darshjoshi/skyglance-mcp
/plugin install skyglance-spotter@skyglance
It needs uv. On first start, uv run --locked installs the exact dependency versions in uv.lock (the MCP SDK, httpx and their dependencies) from PyPI, which takes a few seconds. SkyGlance Spotter works in Claude Code and Cowork. It runs locally, so it isn't available in claude.ai chat.
"What's flying over me right now?" → ranked by what you'd actually notice
"What's about to pass overhead?" → but only 90 seconds ahead, honestly "What is that plane?" → type, operator, route, photograph "Where is flight UAL123?" → anywhere in the world "Any A380s airborne?" → 44 of them, right now "Any military aircraft near me?" → and any emergencies, worldwide "Have I ever seen this plane before?" → your own history says "What's the closest one ever?" → your personal records "Can I even see anything tonight?" → cloud, visibility, daylight
"Over you" is an angle, not a distance. A radius filter returns an airliner at 38,000 ft that is 19 km away — sitting 32° above the horizon, a speck near the treeline — and gives it the same weight as a helicopter at 800 ft, at 0.7°, invisible behind buildings. SkyGlance computes the elevation angle, the compass bearing to look, and the slant range, so an answer tells you *where to point your face*.
It won't predict further than it can. Straight-line extrapolation from track and ground speed is accurate to about 0.11 km at 30 seconds. At four minutes the median miss is 6 km and 77% of aircraft are more than 2 km off, because aircraft on approach turn constantly. So countdowns stop at 90 seconds and anything beyond is reported as "inbound" with no number attached.
It knows when it can't see. Free ADS-B coverage comes from volunteers with receivers on their roofs. Dense Europe, US and East Asia get 90–95% of what a commercial feed shows. Oceans, Africa and central Asia get near zero. When results are thin, SkyGlance says so rather than implying an empty sky.
Your coordinates are rounded before they leave. Feed queries are coarsened to two decimal places (~1.1 km) so no volunteer feed operator gets a rooftop-accurate log of where you are and when you're awake. Bearing and elevation are still computed locally from your exact position, so what you're told to look at stays precise. There's a test that fails if an uncoarsened coordinate ever reaches a feed.
| Group | Tools |
|---|---|
| Overhead | whats_overhead · coming_overhead · nearest_aircraft |
| Identify | identify_aircraft · track_flight · track_history · airline_info |
| Airports | airport_activity · busiest_airports |
| Search the world | fleet_view · search_aircraft · global_stats |
| Spotting | military_aircraft · emergencies · find_by_type · interesting_nearby · privacy_blocked_aircraft |
| Context | viewing_conditions · feed_health |
| Your history | sighting_history · is_this_new · my_records · spotting_stats · poller_status |
SkyGlance is a question-answering tool, not a map, so the comparison is about *what you can find out* rather than what you can look at.
| SkyGlance | FR24 | |
|---|---|---|
| Live positions, type, registration, operator, photos | ✅ | Free |
| Squawk, vertical speed, aircraft age | ✅ | Silver |
| Filters by airline, type, altitude, speed | ✅ | Silver |
| Fleet view — every flight one airline has up | ✅ | Business |
| Airport activity, busiest airports | ✅ observed | Business |
| Flight path history | ✅ ~24 h | 90 days – 3 years |
| Global stats | ✅ | — |
| Schedules, delays, gates, ETAs vs timetable | ❌ | Free |
| Ocean coverage (satellite ADS-B), MLAT, radar | ❌ | All tiers |
| Aeronautical charts, oceanic tracks, ATC boundaries | ❌ | Gold |
The honest summary: for spotting and identification — *what's above me, what is that, where has it been, how many 747s are up* — SkyGlance covers what FR24 charges Silver and Business for, at $0. For travel logistics — *is my flight delayed, what gate* — it cannot compete, because that's licensed schedule data rather than ADS-B. And FR24's satellite network sees oceanic traffic that volunteer receivers simply cannot hear.
So: a strong replacement for the enthusiast half, not for the passenger half.
Free ADS-B carries positions, not schedules. So there are no delays, no ETAs against a timetable, no gates or terminals, and no way to search "flights from JFK to London today" — route lookup only runs the other way, from a callsign you already have. track_history is a rolling ~24-hour window, not an archive.
These aren't on a roadmap. They're a different data product (Cirium, OAG, FlightAware), and buying one would end the no-API-keys story. The tools refuse these questions explicitly rather than estimating, and the bundled skill tells Claude to do the same.
With SKYGLANCE_HOME_LAT/LON set, SkyGlance polls your sky once a minute in the background and records every pass. That's what makes the questions no live feed can answer possible: *have I seen this tail before, is this type new here, what's the lowest anything has ever come over.*
~/.skyglance/sky.db. Nothing is uploaded anywhere.SKYGLANCE_POLL=0.poller_status tells you the interval.| Variable | Default | Purpose |
|---|---|---|
SKYGLANCE_HOME_LAT / SKYGLANCE_HOME_LON | unset | Your location. Enables history recording. |
SKYGLANCE_POLL | 1 | Background recording. 1/true/yes/on enable it; anything else disables it. |
SKYGLANCE_POLL_INTERVAL | 60 | Seconds between polls (minimum 30). |
SKYGLANCE_HOME_DIR | ~/.skyglance | Where the database and lock live. |
SKYGLANCE_EDITION | unset | directory gives the SkyGlance Spotter behaviour described above. The plugin sets it. |
Seven free services, no API keys, $0/month. Full terms in NOTICE.md.
| Layer | Services |
|---|---|
| Positions | adsb.lol · adsb.fi |
| Identity | adsbdb.com → hexdb.io fallback |
| Photos | planespotters.net |
| Conditions | Open-Meteo |
Both position feeds are queried in parallel and merged, not failed over. Measured over Newark on 2026-08-02, when a third feed (airplanes.live) was still in the mix: 52 aircraft from the best single source, 61 from the union — 17% more. Merging buys coverage as well as redundancy. airplanes.live has since closed its API to anyone who hasn't contacted them first, so SkyGlance no longer queries it.
Each source sits behind a circuit breaker (three strikes, 30-second cooldown). These are volunteers paying for their own bandwidth, with no SLA and no obligation to anyone. If both fail, the last good snapshot is served flagged stale rather than an error — a 40-second-old aircraft beats a spinner.
Not suitable for anything operational. Dispatch, safety, ATC-adjacent — buy a commercial feed. The upstream terms say the same.
SkyGlance only makes outbound requests to fetch public aviation data. It sends each service only what the lookup needs: a location rounded to two decimal places (about 1.1 km), or an aircraft identifier, airline code or airport code. It never sends your conversation, files or any account details, and it uses no API keys.
| Host | Why |
|---|---|
api.adsb.lol, globe.adsb.lol (and adsb.lol) | Live positions near a location, worldwide lookups by type, callsign or registration, and ~24-hour flight paths |
opendata.adsb.fi | Live positions near a location, merged with adsb.lol |
api.adsbdb.com | Aircraft identity and flight routes |
hexdb.io | Aircraft identity, when adsbdb has no record |
api.planespotters.net | Aircraft photographs, with photographer credit |
api.open-meteo.com | Cloud, visibility and daylight for viewing conditions |
pypi.org, files.pythonhosted.org | Plugin only: uv installs the locked dependencies on first start |
github.com | Plugin only, and only if no Python 3.10+ is installed: uv downloads a standalone Python |
Each service has its own terms. NOTICE.md lists them and explains how SkyGlance meets them.
Two development-only files in this repository also make network requests. Neither the server nor the plugin ever runs them:
tools/build_airports.py downloads the public-domain OurAirports CSV from davidmegginson.github.io앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요