Mafengwo

What This Skill Does

The Mafengwo skill, developed by codekungfu, serves as a specialized agent tool for interacting with the Mafengwo travel ecosystem. It is designed to interpret, summarize, and analyze public-facing travel content found on the platform, including destination guides, individual attraction pages, and user-generated travelogues (youji). By leveraging OpenClaw’s browsing capabilities, the skill acts as a digital assistant that helps users extract meaningful insights from vast amounts of travel data, such as attraction ratings, comment volumes, ticket pricing, and itinerary patterns. It is intended for light analysis and personalized travel planning rather than large-scale data harvesting.

Installation

To integrate this skill into your OpenClaw environment, ensure you have the necessary permissions enabled for agent automation. Run the following command in your terminal:

clawhub install openclaw/skills/skills/codekungfu/mafengwo

Once installed, verify the skill is active by checking your agent's loaded modules list.

Use Cases

This skill is highly versatile for travelers and content researchers. Use it to generate summaries of popular destinations, identify top-rated attractions, or gain insights into travel trends. For example, if you are planning a trip to Kyoto, the agent can analyze multiple travelogues to identify common "must-visit" locations, determine the best time of year based on seasonal content trends, or calculate an average budget based on cited costs. It is perfect for turning unstructured, verbose travel diaries into concise, actionable itinerary lists, allowing users to make data-informed decisions without manually scrubbing dozens of pages.

Example Prompts

1. "Look up the top 5 attractions in Dali, Yunnan. For each, give me the current rating, comment count, and any mention of ticket prices."
2. "Search through the latest travelogues for Hokkaido during winter. Create a summary of the most popular activities and estimated trip durations mentioned by travelers."
3. "Plan a 3-day itinerary for Chengdu based on the highest-rated spots on Mafengwo, prioritizing historical sites and including typical opening hours."

Tips & Limitations

To ensure the best experience, keep in mind that Mafengwo pages are dynamically rendered; the agent may require a moment to allow JavaScript content to fully load. Because prices and operating hours change seasonally, always treat the data as a reference point and verify with official channels before finalizing your bookings. This skill does not support bulk scraping or reverse-engineered API access; it is strictly limited to light, user-assisted queries to remain compliant with platform terms of service. For complex multi-city trips, provide the agent with specific time constraints so it can filter the search results more effectively.