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CANSAT-GCS
GCS for CanSat missions with local AI telemetry analysis
CanSat GCS — Real-time ground control for small satellites. Built for CanSat competition: ESP32 + LoRa transmits telemetry a Python bridge validates every packet, InfluxDB stores it, Grafana renders it live — altitude, orientation, GPS trail, link quality, battery, all in one dashboard. Auto detects launch, parachute deploy, and landing. Generates a post-flight report automatically. Full stack. Open source. Built by a student, for students.
The thing I'd pin down is what the local AI does with a gap. LoRa drops packets, and a model that reads a dropout as sensor failure hands you a confident wrong call in the middle of a two minute descent, which is worse than saying nothing. If the Python bridge already marks a packet as missing rather than just absent, pass that flag into the analysis and let it abstain. Also 1 star and 0 forks is well under what a working ESP32 to Grafana pipeline is worth.
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About CANSAT-GCS on Product Hunt
“GCS for CanSat missions with local AI telemetry analysis”
CANSAT-GCS was submitted on Product Hunt and earned 4 upvotes and 2 comments, placing #71 on the daily leaderboard. CanSat GCS — Real-time ground control for small satellites. Built for CanSat competition: ESP32 + LoRa transmits telemetry a Python bridge validates every packet, InfluxDB stores it, Grafana renders it live — altitude, orientation, GPS trail, link quality, battery, all in one dashboard. Auto detects launch, parachute deploy, and landing. Generates a post-flight report automatically. Full stack. Open source. Built by a student, for students.
CANSAT-GCS was featured in Hardware (11.4k followers), GitHub (41.4k followers), Data & Analytics (5.8k followers) and Sensors (362 followers) on Product Hunt. Together, these topics include over 33.9k products, making this a competitive space to launch in.
Who hunted CANSAT-GCS?
CANSAT-GCS was hunted by Diyorbek Komilov. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Diyorbek Komilov
The thing I'd pin down is what the local AI does with a gap. LoRa drops packets, and a model that reads a dropout as sensor failure hands you a confident wrong call in the middle of a two minute descent, which is worse than saying nothing. If the Python bridge already marks a packet as missing rather than just absent, pass that flag into the analysis and let it abstain. Also 1 star and 0 forks is well under what a working ESP32 to Grafana pipeline is worth.