Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
What's flying above you: live aircraft, identity, routes, and your own sighting history.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
SKYGLANCE_HOME_LAT, SKYGLANCE_HOME_LON, SKYGLANCE_POLLYou need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"skyglance": {
"command": "uvx",
"args": [
"skyglance"
],
"env": {
"SKYGLANCE_HOME_LAT": "your-value",
"SKYGLANCE_HOME_LON": "your-value",
"SKYGLANCE_POLL": "your-value"
}
}
}
}Run this in your terminal
claude mcp add skyglance --env SKYGLANCE_HOME_LAT=your-value --env SKYGLANCE_HOME_LON=your-value --env SKYGLANCE_POLL=your-value -- uvx skyglanceFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"skyglance": {
"command": "uvx",
"args": [
"skyglance"
],
"env": {
"SKYGLANCE_HOME_LAT": "your-value",
"SKYGLANCE_HOME_LON": "your-value",
"SKYGLANCE_POLL": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"skyglance": {
"type": "stdio",
"command": "uvx",
"args": [
"skyglance"
],
"env": {
"SKYGLANCE_HOME_LAT": "your-value",
"SKYGLANCE_HOME_LON": "your-value",
"SKYGLANCE_POLL": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
SKYGLANCE_HOME_LAT envSKYGLANCE_HOME_LON envSKYGLANCE_POLL envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account darshjoshi, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.2.1) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, topo^alpin
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.ioOnly the beginning is shown; read the rest in the repo