BikeScout

The AI Engine that turns raw geodata into Predictive Intel.
Plan with certainty and scout the terrain before you ride: analyze soil drainage, wind vectors, and technical grade before you drop in.

View on GitHub
pip install bikescout
User Guide
Elevation Intel
CLIMB-SCAN

Precision vertical gain filtering with technical slope categorization for Road & MTB.

Surface Analysis
S0-S5 STS

AI-driven technical grade parsing from raw OSM metadata and texture tags.

Live Telemetry
WIND-V

Real-time wind vector cross-referencing with route exposure and terrain shielding.

Predictive Mud
72H-RAIN

Proprietary logic mapping soil permeability against recent local precipitation.

Performance Sync
TRACK-X

Post-ride telemetry fusion. Cross-referencing real effort with historical mud & weather truth.

Spatial Engine
GEO-NOM

Natural language location parsing powered by Nominatim for instant global deployment.

Hardware Setup
PSI-OPT

Algorithmic tire pressure calculation based on rider weight, rim width, and terrain density.

Mission Support
POI-SCAN

Autonomous scanning for hydration points, repair stations, and emergency shelters within the AO.

Intelligence
Dashboard

World-Scale Operations: Road, Gravel, Enduro

Protocol Architecture

Bridging LLMs to Physical Terrain Reality

01. Data Ingestion

The AI engine hooks into OpenStreetMap,OpenMeteo and other data sources. It doesn't just read maps; it extracts for example ground roughness, vegetation density, and historical drainage patterns.

  • GeoJSON Stream Parsing
  • Satellite Moisture Index
02. AI Reasoning

Via Model Context Protocol, LLMs like Claude or GPT query the BikeScout server to calculate for example if an S3-grade trail is rideable after 15mm of rain based on soil composition.

  • Predictive Mud Logic
  • Battery Range Prediction
03. Tactical Output

Get a full tactical briefing: recommended tire pressure, wind exposure vectors, and a "Go/No-Go" status tailored to your specific gear and real-time weather.

  • Tire Pressure Calc
  • Exposure Risk Map

The AI Advantage

100% Local execution
Zero Hallucinations
OSM Deep Integration
REAL Time Context

"BikeScout isn't just a map provider. It's a tactical analyst that explains to AI exactly what's happening under your tires in any given second."