farmos-observationsQuery and create field observations and AI-processed captures. Photos, voice notes, and text notes from the field.
Install via ClawdBot CLI:
clawdbot install brianppetty/farmos-observationsGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → http://100.102.77.110:8008/api/observationsCalls external URL not in known-safe list
http://100.102.77.110:8008AI Analysis
The skill interacts with a specific, documented internal API (FarmOS) for its stated purpose of managing field observations. While the endpoint is external to the AI system, it appears to be a legitimate backend service for the farm management platform, not an unauthorized data sink. No credential harvesting, hidden instructions, or obfuscation are present.
Audited Apr 17, 2026 · audit v1.0
Generated Mar 1, 2026
Farmers or agronomists use the skill to report pest sightings like western corn rootworm in specific fields. The AI processes photos and voice notes to classify the pest type and urgency, enabling quick response decisions. This helps in early intervention and reduces crop damage.
During routine field checks, users log observations of crop stress, such as discoloration or stunted growth, using text notes and images. The skill analyzes these inputs to identify potential diseases like tar spot and suggests follow-up actions, improving yield management.
Field operators report equipment problems, such as a malfunctioning header, through voice notes or photos while on-site. The skill captures details like equipment ID and severity, creating maintenance records and tasks to minimize downtime and prevent further damage.
After storms or extreme weather, users document damage like hail impact or flooding in fields using the skill. It processes observations to assess severity and urgency, aiding in insurance claims and recovery planning for affected crops.
Crew members identify and report weed outbreaks, such as waterhemp, in specific field areas with photos and descriptions. The skill logs these observations, tracks recurring issues, and helps plan targeted herbicide applications to control spread.
Offer the skill as part of a paid subscription service for farms, providing AI-powered observation analysis and integration with other farm management tools. Revenue comes from monthly or annual fees per user or field, scaled by farm size and feature access.
Provide basic observation logging for free to attract small farms, while charging for advanced features like AI analysis, priority support, and integration with equipment or task systems. Revenue is generated through upgrades and add-on services.
License the skill to large agricultural corporations or cooperatives for use across multiple farms, with custom integrations and dedicated support. Revenue is based on enterprise contracts, including setup fees and ongoing maintenance costs.
💬 Integration Tip
Ensure JWT tokens are refreshed every 15 minutes to avoid authentication failures, and monitor service stability as the observations backend may experience restart loops.
Scored Apr 19, 2026
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