Track Planes And Ships logo

Track Planes And Ships

Organization
UseOSINT
track-planes-and-ships

Track aircraft and vessels from public ADS-B and AIS broadcasts using ADS-B Exchange, Flightradar24, FlightAware, MarineTraffic, VesselFinder and Equasis. Use when following a tail number or flight, looking up an ICAO 24-bit hex code, registration or callsign, tracing a ship by IMO number or MMSI, checking a flag of convenience or port-call history, finding who owns a private jet or vessel, or analysing AIS gaps and dark-fleet behaviour. Applies to sanctions-evasion detection, trade and supply-chain compliance, asset tracing and recovery, and investigative journalism. Reference at useosint.com/skills/track-planes-and-ships.

Overview

PublisherUseOSINT
RepositorySkills
Skill nametrack-planes-and-ships
Stars
49
Forks
5
Bundled files
2
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 2 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by UseOSINT on GitHub. Read the source before you install it.

Installation

Install the Track Planes And Ships AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/UseOSINT/Skills/tree/main/skills/track-planes-and-ships
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/UseOSINT/Skills.git /tmp/Skills
mkdir -p .claude/skills
cp -r /tmp/Skills/skills/track-planes-and-ships .claude/skills/track-planes-and-ships
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Track Planes And Ships in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Track Planes And Ships on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Track Planes And Ships is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Track Planes and Ships

Aircraft and ships announce themselves over the air, and volunteers with cheap receivers write it all down. That gives you movement history for most civil traffic and, through registries, a path to ownership. The cost: the data is self-reported by the vehicle, so it is exactly as truthful as its operator chooses. The beginner error is chasing the wrong identifier — tail numbers, callsigns, vessel names and MMSIs all change, while ICAO hex codes and IMO numbers largely don't. Resolve to the durable identifier first and everything downstream survives a rename.

Triage: which identifier do you have?

You haveResolve toWhy
Tail number / registration (N…, G-…, D-…)ICAO 24-bit hexRegistration is reassigned when the aircraft is sold or re-registered; hex follows the current registration but is what the trackers key on
Flight number or callsignThe specific airframe for that legCallsigns are per-flight and get reused daily by different aircraft
ICAO hexNothing — you're already thereThe durable aircraft selector, as broadcast
Vessel nameIMO numberNames change with sale and with evasion; the hull doesn't
MMSIIMO numberMMSI is a radio identity issued by the flag state and is reissued on reflag
IMO numberNothing — you're already therePermanent for the life of the hull
A photo of the vehicleThe visible identifier, then the aboveSpotter photo archives index by registration and by name

Full breakdown of which identifiers are permanent and which aren't is in the identifier reference.

Aircraft: how ADS-B actually works

Aircraft equipped with ADS-B Out broadcast their own GNSS-derived position about once a second, unencrypted. Anyone with a receiver hears it. The aggregators are networks of volunteer receivers, so coverage is a map of where hobbyists live, not where aircraft fly.

Three fields matter and are commonly confused:

  • ICAO 24-bit address — six hex characters, assigned by the state of registry from a country-allocated block. It's the address in the protocol, and it changes only on re-registration. This is your selector.
  • Registration (tail number) — painted on the airframe, assigned by the national registry, changes with ownership or country. Trackers derive it from the hex via lookup tables, which is why a newly re-registered aircraft shows the old registration on some sites and the new one on others.
  • Callsign — what's transmitted for this flight. An airline flight number for commercial traffic, usually the registration for general aviation, and sometimes an operator's own designator. Per-flight and meaningless as a long-term selector.

Aircraft that transmit Mode S but not ADS-B position can still be located by multilateration, where several receivers compare signal arrival times. That needs several receivers hearing the aircraft at once, so it degrades badly at low altitude and vanishes outside dense coverage.

The gaps that matter

  • Oceans, polar routes and sparsely populated regions have no terrestrial receivers. Coverage there needs satellite-based ADS-B, which not every aggregator has and which is usually a paid product. A transatlantic flight disappearing mid-ocean is normal, not a finding.
  • Military and state aircraft frequently don't broadcast, broadcast intermittently, or use identifiers that don't resolve to a registry entry. Absence proves nothing about their activity.
  • Privacy programmes. The FAA's Limiting Aircraft Data Displayed programme lets an owner request their aircraft be withheld from the feed aggregators receive. Privacy-address schemes separately allow eligible aircraft to broadcast a temporary alternate ICAO address instead of the assigned one, breaking the hex-to-registration link for its duration. Mechanisms also exist for withholding owner details from public registry search.
  • Aggregators honour blocking differently. Suppression works by filtering at the data-distribution layer, so a network built on independent volunteer feeds can show an aircraft another network hides — and policies change, including when a site changes ownership. Check more than one, and record which you used and when.

Ownership, and the trust problem

National registries map a registration to a registered owner: the FAA registry for N numbers, the UK CAA register for G-, equivalents elsewhere. The data-source catalogue lists the ones worth knowing.

Expect a legal entity, not a person. Registered owners are routinely trusts, single-purpose LLCs, leasing companies, or bank trustees. In the US this is structural: registration requires US citizenship or qualification, so foreign owners commonly use an owner trust with a domestic trustee. Offshore registries — the Isle of Man, Aruba, Bermuda, the Cayman Islands, San Marino — largely serve this market, and their prefixes are a signal in themselves. A corporate shell isn't a dead end; it's a handoff to who-really-owns-it.

Registrations are also recycled. A freed tail number can be reissued to a different airframe, so an old track or photo tied to that registration may be a different aircraft. Check the registry's history for the mark and date every claim.

Vessels: how AIS differs, and why that matters

AIS looks like the maritime ADS-B and differs in the one way that counts: the transponder is crew-operated. Position is GNSS-derived, but switching it off is a switch on the bridge, and much of the payload is typed by hand.

  • Class A transponders are mandatory for larger commercial and passenger vessels under international convention, transmit at higher power and update frequently. Class B is voluntary and lower-power — small craft and fishing boats are patchily covered at best.
  • Static data (name, IMO, callsign, dimensions, ship type) is configured at installation and is usually reliable.
  • Voyage data (destination, ETA, draught, navigational status) is typed by the crew each voyage and is wrong constantly: stale destinations, joke entries, blank fields, wrong port codes. Treat it as a hint — except draught, where a reported change between two positions with no port call in between is evidence of a ship-to-ship transfer.

Going dark is the finding. A vessel that switches off its transponder, or transmits a position contradicted by imagery, is doing something it doesn't want attributed — behaviour central to sanctions-evasion and dark-fleet work. Before you call it, exclude the benign causes: no receiver in range, satellite revisit gaps, VHF collisions in congested water, and equipment failure all produce identical-looking holes.

AIS is also spoofable — there's no authentication in the protocol, so positions can be fabricated wholesale, and vessels have been observed apparently sailing overland or appearing in two places. GNSS jamming near certain coastlines corrupts the positions of ships behaving honestly. A track is a claim about a position, not an observation of one.

Terrestrial reception is line-of-sight VHF, so coastal only. Satellite AIS fills the open ocean but samples on orbital revisit rather than continuously, struggles where many transmissions collide in one footprint, and is generally a paid tier.

Vessel identity and ownership

IMO number is the permanent hull identifier and survives sale, rename and reflag — precisely why evasive operators rename and reflag but can't shed it. MMSI is issued by the flag state and changes on reflag, so a new MMSI against the same IMO is a reflag event with a date. Names change freely.

Flag choice is analytic information. Open registries — flags of convenience — sell registration to owners with no national connection, and a hull moving through a succession of small open registries with weak enforcement reputations is a pattern. Port state control inspection databases record detentions and deficiencies by IMO number and are one of the few independent checks on a vessel's real condition.

Ownership records distinguish registered owner, beneficial owner, commercial manager, technical manager and charterer — frequently different entities in different jurisdictions, with the registered owner often a one-ship company. Take it to who-really-owns-it and x-ray-a-company.

Where this lies to you

  • Coverage is not truth. No data means no receiver heard it; over most of the planet's surface a gap is the default state.
  • The vehicle is the source. Position comes from the aircraft's or ship's own navigation system. Both can be wrong, and AIS can be deliberately false.
  • Aggregator disagreement is informative. Different receiver networks, blocking policies and registry snapshots. When two sites disagree about an aircraft's identity, that usually points at a recent re-registration or a suppression.
  • Registry data is a snapshot. Registries update on paperwork, not on sale, and lag. A current extract doesn't prove who controlled the vehicle last year.
  • Identifier collisions. Registrations get reissued; MMSIs are reused, duplicated and fabricated; vessel names aren't unique at all.
  • Historical tracks are a paid feature. Free tiers show a short window. If a track matters, capture it now.
  • An airframe is not a passenger. Aircraft fly empty, fly staff, and get chartered out. Placing the vehicle says nothing about who was aboard.

Grading a finding

  • Confirmed — the position is corroborated by an independent source of a different type: imagery showing the vehicle there and then, a port call in an authority record, a photograph geolocated via geolocate-from-pixels, a filing or notice. For identity, a dated authoritative registry entry.
  • Probable — a consistent multi-receiver track from a reputable aggregator with nothing contradicting it, or ownership from one registry that agrees with a secondary commercial database.
  • Unconfirmed — a single-receiver or single-aggregator track, any position from a vehicle already suspected of spoofing, voyage-data fields, an inferred destination, or a gap called intentional without excluding coverage and equipment causes.

Never grade an AIS gap as "went dark" unless you can show coverage existed there at the time — for instance, that other vessels were reported nearby throughout the gap. That check separates the finding from the guess.

Worked example

Objective: test a claim that a company jet flew executives to a jurisdiction they said they'd never visited.

Start with the registration from a press photo. It resolves to an ICAO hex, but the first tracker shows no history at all — an instructive dead end: the aircraft is on a privacy programme and that site honours the suppression. A community aggregator built on unfiltered volunteer feeds has the same hex with two years of tracks.

Those show a repeated home base and four trips into the region in question. Two have a clean position log; the other two drop out over water for hours, which is coverage, not evasion. The registry lists a Delaware LLC as owner, so ownership proves nothing about who flew — that goes to who-really-owns-it.

Graded: presence at the destination airport on two dates is probable on tracking data alone, and becomes confirmed for one date when a spotter photograph of the aircraft there, geolocated, turns up. Who was aboard remains unknown, and is reported as unknown.

Pivots

You now haveTake it to
Registered owner entity, trust, or one-ship companywho-really-owns-it, x-ray-a-company
A named individual owner or directorfind-anyone
Operator's website or domainrecon-a-domain-passively, who-owns-this-domain
A photo of the aircraft or vesselgeolocate-from-pixels, find-the-original-image, secrets-in-file-metadata
Removed registry page or deleted operator siteread-deleted-pages
Registration, hex, IMO or MMSI as a search stringgoogle-like-a-spy
Movements tied to a person's postspattern-of-life-from-socials
Fleet, owner and charterer relationshipsgraph-the-network
Sanctions or shipping chatter in forums and channelsfind-leaks-in-the-wild

Legal and ToS

Receiving these broadcasts is passive and lawful in most jurisdictions — they are unencrypted transmissions intended for public reception — though radio regulation varies, so check locally before building a receiver. The tracking sites are a different matter: scraping them generally breaches their terms, and their historical archives are licensed products. Use the APIs and free tiers as offered.

Registry data often carries reuse restrictions and sometimes includes an individual owner's home address. That remains personal data under GDPR and comparable regimes — don't republish it because a registry printed it. Authorities have moved toward letting owners withhold personal details; treat that as a legitimate choice, not an obstacle to route around.

Sanctions work has hard edges: vessels are designated by IMO number, and dealings with a designated vessel or its operators carry strict liability in many jurisdictions, so check current designations rather than memory. Tracking a private individual's aircraft, as opposed to a company's or a public figure's in their public capacity, sits close to the line — have a defensible objective before you start.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Track Planes And Ships AI skill do?

Track aircraft and vessels from public ADS-B and AIS broadcasts using ADS-B Exchange, Flightradar24, FlightAware, MarineTraffic, VesselFinder and Equasis. Use when following a tail number or flight, looking up an ICAO 24-bit hex code, registration or callsign, tracing a ship by IMO number or MMSI, checking a flag of convenience or port-call history, finding who owns a private jet or vessel, or analysing AIS gaps and dark-fleet behaviour. Applies to sanctions-evasion detection, trade and supply-chain compliance, asset tracing and recovery, and investigative journalism. Reference at useosint....

Why use Track Planes And Ships on TypingMind?

Because you install it once and use it with any model. Track Planes And Ships is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Track Planes And Ships in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/UseOSINT/Skills/tree/main/skills/track-planes-and-ships. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Track Planes And Ships?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Track Planes And Ships?

As many as you like. As long as a model supports skills, you can use Track Planes And Ships with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Track Planes And Ships AI skill free?

Yes. It is published on GitHub by UseOSINT under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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