AI骑行路线规划器

BikeScout 是一款开源的 AI 骑行路线规划引擎,面向山地车、砾石车、公路车和电动自行车骑行者,能将原始地图数据转化为战术情报,预测地形状况与骑行风险,并提供装备设置建议,帮助骑手在出发前做好充分准备。

  • by hifly81
  • Python
  • 本地部署
  • 22 星标
  • 更新于
在 GitHub 查看 hifly81/bikescout

使用说明

BikeScout

Open-source AI cycling route planner for MTB, gravel, road and e-bike riders


BikeScout is a specialized AI engine for MTB, Road, E-Bike, and Gravel mission planning. It transforms raw map data into Tactical Intelligence, predicting terrain conditions and trail hazards. The system provides precise setup advice, tailoring your equipment to the demands of the specific route, identifying technical challenges and environmental risks before you even leave the garage.


Quickstart

How to use BikeScout

🎥 Click to watch BikeScout GUI


🎥 Click to watch a Demo



Explore BikeScout

  • User Guide Detailed API references and step-by-step guides to deploy the BikeScout.

  • Website Explore the visual breakdown of Mud Logic, S-Scale terrain grading, and how we transform raw OSM data into mission-ready intel. Check the latest race analysis reports from the legendary routes.

Love BikeScout? ⭐ Star this repo to support the development of the first open-source tactical cycling engine.

Found a bug? Open an Issue. Want to add a local skill? PRs are welcome!


Example Queries

You can ask BikeScout complex, multi-step requests. It combines real-time data with technical cycling intelligence to provide expert-level answers.

🗺️ Advanced Planning (Multi-Tool)

  • "I'm at Monte Cavo with my MTB bike (29 tires). Plan a 25km loop for me. Check if the terrain is compatible with my bike, verify the afternoon rain probability, and suggest a 'Fraschetta' for the finish. Use the Castelli Romani guide."

⚙️ Bike Setup & Surface Intelligence

  • "Check this route from Barcelona city center to El Prat. I'm on a Road Bike with 25mm tires. Is it compatible? Give me the exact percentage of gravel vs asphalt."

📈 Visual Elevation & Gradient Analysis

  • "Plan a 40km route starting from Bormio. I need the Visual Elevation Profile to see the exact gradients of the Stelvio climb. Highlight sections over 12% so I can manage my pacing."

🏔️ Local Expertise

  • "Use the Derby local guide to plan a road cycling route starting from Derby. I need at least 800m of elevation gain. Also, recommend the correct tire pressure for high-altitude descents."

🛠️ Quick Tech Checks

  • "Give me the safety checklist and calculate the tire pressure for a 90kg rider on 2.3" tubeless tires for a muddy ride."

🏁 Post-Ride Analysis & Terrain Truth

  • "Analyze my ride from 2026-04-12. Compare my average speed with the Mud Risk at that time and tell me if the terrain conditions were the reason for my slow pace."

Why BikeScout?

While others products focus on where to go, BikeScout focuses on how you can thrive on that specific ride, right now.

Platform What they provide Why BikeScout is superior
Komoot Static maps We add live risk-context
Strava History/Social We add predictive safety
Trailforks Databases We add personalized intelligence
Generic AI Theory We add real-world telemetry

🤝 Contributing

Contributions are what make the open-source community such an amazing place to learn, inspire, and create. Any contributions you make to BikeScout are greatly appreciated.

How to Contribute

  1. Report Bugs: Found a glitch? Open an Issue with a detailed description and steps to reproduce.
  2. Feature Requests: Have an idea to make BikeScout better? Open an issue to discuss it!
  3. Pull Requests:
    • Fork the Project.
    • Create your Feature Branch (git checkout -b feature/AmazingFeature).
    • Commit your changes (git commit -m 'Add some AmazingFeature').
    • Push to the Branch (git checkout origin feature/AmazingFeature).
    • Open a Pull Request.

Coding Standards

  • Please follow PEP 8 for Python code.
  • Ensure all new tools are documented in the README.md.
  • Keep comments in English for international collaboration.

By contributing, you agree that your contributions will be licensed under the project's AGPLv3 License.


License & Data Attributions

Software License

This project is licensed under the GNU Affero General Public License v3.0 (AGPL-3.0) - see the LICENSE file for details.

Why AGPLv3?

BikeScout contains proprietary-grade tactical logic (such as the TAEL® Mud Reservoir Model). The AGPLv3 ensures that:

  • Transparency: Any modified version of BikeScout used to provide a service over a network (SaaS/Cloud) must make its full source code available to the community.
  • Integrity: The core tactical intelligence remains open and collaborative, preventing "closed-source" commercial hijacking of the platform's unique algorithms.

Data Sources & Credits

BikeScout aggregates data from several open providers. Users of this server must adhere to their respective terms: