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explore-gps-denied-navigation

Installation

Adds this website's skill for your agents

 

Summary

Render the Vecros React SPA to extract a structured overview of its GPS-denied navigation tech, the Athera/Jasper drones, the JETPIX autonomy stack, Vecros Cloud, and the Jetcore hardware modules (via the store.vecros.com Shopify JSON API). Read-only.

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SKILL.md
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Explore Vecros GPS-Denied Navigation, Drones, Autonomy & Modules

Purpose

Produce a structured overview of Vecros' GPS-denied (a.k.a. GPS-independent / "jamming-proof") navigation offering: the drones that use it (Athera, Jasper), the JETPIX autonomy stack that powers it, the Vecros Cloud (VCS) platform, and the hardware compute/flight-control modules sold on the separate store.vecros.com Shopify store. Read-only — this skill only navigates and extracts; it never submits forms, requests demos, or adds anything to a cart.

When to Use

  • Building a competitive/landscape brief on GPS-denied or "Level-4 autonomy" drone vendors.
  • Extracting Athera / Jasper drone specs (flight time, range, onboard compute, payloads, position accuracy) and feature lists.
  • Cataloging the JETPIX autonomy capabilities (vision-aided navigation, obstacle avoidance, tracking modes, onboard CV).
  • Enumerating Vecros' purchasable hardware modules/boards (Jetcore flight controller, carrier boards, accessories) and prices.
  • Any task that would otherwise scrape Vecros marketing pages — render the SPA, but get the module catalog from the Shopify JSON API.

Workflow

vecros.com is a client-rendered React SPA: a plain curl / browse cloud fetch returns only the empty <div id="root"> shell with zero content. You must render it in a real browser. The hardware modules, however, live on a separate Shopify store (store.vecros.com) that exposes a clean, auth-free JSON API — use that instead of scraping product HTML. This is the recommended hybrid path; the all-browser fallback for modules is at the end.

No stealth is required: the pre-run probe reported no anti-bot, and a plain remote session (no --verified, no --proxies) renders every page and returns the Shopify JSON in two independent runs.

  1. Start a remote session.

    browse stop
browse open https://vecros.com/ --remote
browse wait timeout 2000
browse get text body

    The homepage nav confirms the product set: Athera, Jasper, Jetcore, Jetcore-FC. Always browse wait timeout 2000 (2–3s) after every browse open — the SPA hydrates asynchronously and get text body returns empty if you read too early.

  2. Athera — outdoor GPS-denied flagship drone.

    browse open https://vecros.com/products/athera --remote
browse wait timeout 2000
browse get text body

    Extract the description ("India's 1st Spatial AI Drone … mission-grade autonomy deployment system"), feature bullets, and the spec block: max flight time 35 min, position accuracy 5 cm (no GPS), transmission/BVLOS range 10 km, onboard compute NVIDIA Xavier NX (40 TOPS), 4G BVLOS comms, 360° obstacle avoidance, configurable payloads (10× optical-zoom, RGB+thermal, RGB AI cameras).

  3. JETPIX — the autonomy stack.

    browse open https://vecros.com/JETPIX-autonomy --remote
browse wait timeout 2000
browse get text body

    Note the non-standard path: it is /JETPIX-autonomy (capitalized, no /products/ prefix). Extract the "Perception Made Simple" positioning and capabilities: vision-aided (GPS-independent) navigation, 4-direction obstacle avoidance, Active Track, Point of Interest, Return to Home, and onboard computer vision (Object Detection, Semantic Segmentation, Object Recognition, Landmark Detection).

  4. Jasper — indoor GPS-denied drone (optional). Linked from the homepage nav. Navigate to /products/jasper the same way for the warehouse/enclosed-space platform if indoor coverage is needed. (Not listed in sitemap.xml — see gotchas.)

  5. Vecros Cloud (VCS).

    browse open https://vecros.com/products/vecros-cloud --remote
browse wait timeout 2000
browse get text body

    Capture the platform summary (VCS Drive, VCS Fleet, VCS Inspect / 3D digital twin, VCS wPilot web piloting).

  6. Hardware modules — Shopify JSON API (no scraping).

    browse open https://store.vecros.com/products.json?limit=50 --remote
browse wait timeout 1000
browse get text body

    Returns the full product catalog as JSON — products[].handle, .title, .variants[].price, .variants[].title. ~14 products today. The flagship compute/flight-control modules are jetcore-flight-controller-board (JETCORE-FC, flight control + edge AI on one board, Xavier NX / Orin NX options) and jetcore-carrier-board (JETCORE, "Made in India" Jetson carrier board); the rest are expansion boards, cables, cooling, and storage accessories. products.json is the canonical machine-readable source — limit accepts up to 250; paginate with &page=N if the catalog grows.

  7. Synthesize the structured JSON in Expected Output. Stop here — read-only.

Browser fallback (modules)

If store.vecros.com/products.json is ever blocked or rate-limited (not observed — it was open and fast in testing), render https://store.vecros.com/collections/all --remote, wait, and read the product cards (title + price) from browse get text body, then open individual /products/<handle> pages for full descriptions/variants.

Site-Specific Gotchas

  • vecros.com is a React SPA — curl / browse cloud fetch return an empty shell. The response is <!doctype html>…<div id="root"></div> + a main.<hash>.js bundle and nothing else. You must render in a real browser (browse open --remote). This is the single most important thing to know about this site.
  • Always wait after browse open. browse wait timeout 2000 (2–3s) before get text body/snapshot; the SPA hydrates async and reads too-early come back empty.
  • No anti-bot. Pre-run probe: none detected (HTTP 200, Fastly-cached). A plain remote session — no --verified, no --proxies — renders every page and returns the Shopify JSON cleanly across two runs. Don't waste budget on stealth here.
  • get text body includes inline CSS noise. The SPA injects @keyframes … style blocks into the rendered text; ignore the CSS and read the marketing copy that follows it.
  • JETPIX lives at a non-standard URL: /JETPIX-autonomy — capitalized, and NOT under /products/. Guessing /products/jetpix will 404 to the SPA's catch-all.
  • Hardware modules are on a SEPARATE domain. store.vecros.com is a Shopify storefront, distinct from the vecros.com marketing SPA. Don't look for a /store or /shop route on vecros.com — go straight to store.vecros.com/products.json.
  • sitemap.xml is incomplete. https://vecros.com/sitemap.xml lists /, /products/athera, /products/vecros-cloud, /JETPIX-autonomy, the /solution/*, /resources/*, /support/* and /about-us/team pages — but not Jasper or the Jetcore product pages, which are only reachable via the homepage nav. Don't treat the sitemap as the full page inventory.
  • A cookie-consent banner ("We value your privacy" / I accept · I decline) overlays the bottom of every page. It does NOT block get text body extraction and can be ignored for read-only work; it may obscure the bottom of full-page screenshots.
  • Shopify products.json is the canonical module catalog — auth-free, fast, structured. limit up to 250, ?page=N for pagination. Prefer it over rendering store HTML.

Expected Output

{
  "success": true,
  "company": "Vecros",
  "gps_denied_navigation": {
    "summary": "Vecros builds GPS-denied / 'jamming-proof' autonomous drones and autonomy modules that fuse LiDAR + RGB + thermal + IMU with onboard Spatial AI and vision-aided navigation to fly, map, and avoid obstacles without GPS or radio-nav — marketed as India's first Level-4 autonomy drone system, in indoor and outdoor environments.",
    "enabling_tech": [
      "Spatial AI (onboard real-time inference)",
      "Multi-sensor fusion: LiDAR + RGB + thermal + IMU",
      "JETPIX vision-aided / visual-inertial navigation",
      "Edge AI — no cloud dependency",
      "Live spatial mapping (SLAM-style)",
      "360° / 4-direction obstacle avoidance",
      "5 cm position accuracy without GPS",
      "4G BVLOS link"
    ]
  },
  "drones": [
    {
      "name": "Athera",
      "url": "https://vecros.com/products/athera",
      "environment": "outdoor",
      "description": "India's 1st Spatial AI Drone — mission-grade outdoor autonomy deployment system for ports, construction zones, perimeters and defense.",
      "key_features": [
        "GPS-denied operation",
        "360° obstacle avoidance",
        "Waypoint flying, auto take-off & landing, intelligent following",
        "40 TOPS onboard AI (NVIDIA Xavier NX)",
        "AI on edge (no cloud)",
        "AI high-speed tracking, terrain follow, quick mission"
      ],
      "specs": {
        "flight_time": "35 min max",
        "position_accuracy": "5 cm",
        "range": "10 km (BVLOS transmission)",
        "onboard_compute": "NVIDIA Xavier NX — 40 TOPS",
        "comms": "4G BVLOS",
        "payload": "Configurable: 10x optical zoom (20 MP/4K), RGB+thermal (uncooled VOx, 160x120), or RGB AI (8 MP)"
      }
    },
    {
      "name": "Jasper",
      "url": "https://vecros.com/products/jasper",
      "environment": "indoor",
      "description": "Indoor GPS-denied autonomy platform that self-navigates enclosed, cluttered spaces (warehouses) to map and monitor without disrupting operations.",
      "key_features": [
        "Indoor GPS-denied autonomous flight",
        "Self-navigation through enclosed/cluttered spaces",
        "Autonomous mapping & monitoring"
      ],
      "specs": {"flight_time": null, "payload": null, "range": null}
    }
  ],
  "autonomy": {
    "name": "JETPIX",
    "url": "https://vecros.com/JETPIX-autonomy",
    "description": "Vecros's autonomy stack ('Perception Made Simple') with vision-aided navigation enabling GPS-independent, fail-safe path planning for drones and other robots.",
    "capabilities": [
      "Vision-aided (GPS-independent) navigation",
      "4-direction obstacle avoidance (front/back/left/right)",
      "Active Track", "Point of Interest", "Return to Home",
      "Onboard computer vision: Object Detection, Semantic Segmentation, Object Recognition, Landmark Detection"
    ]
  },
  "cloud": {
    "name": "Vecros Cloud (VCS)",
    "url": "https://vecros.com/products/vecros-cloud",
    "description": "Connected-device cloud platform unifying fleet management, flight media storage, real-time inspection (3D digital twin) and web-based piloting: VCS Drive, VCS Fleet, VCS Inspect, VCS wPilot."
  },
  "modules": [
    {"handle": "jetcore-flight-controller-board", "title": "JETCORE-FC Flight Controller Board", "highlight": true, "type": "flight controller + edge AI compute"},
    {"handle": "jetcore-carrier-board", "title": "JETCORE carrier board", "highlight": true, "type": "Jetson carrier board"},
    {"handle": "jetcore-nvidia-nano-essential-pack", "title": "Jetcore + Nvidia Nano Dev Kit", "highlight": false, "type": "bundle"},
    {"handle": "vecros-bms-board-copy", "title": "VECROS Daughter Board", "highlight": false, "type": "expansion module"}
  ],
  "source": {
    "marketing_pages": "https://vecros.com (React SPA, rendered)",
    "module_catalog": "https://store.vecros.com/products.json"
  },
  "error_reasoning": null
}

On partial failure (e.g. a page didn't hydrate, or products.json was unreachable), still return the fields that succeeded and set success: false with error_reasoning naming the page/endpoint that failed.

Explore Vecros GPS-Denied Navigation, Drones & Modules · browse.sh