The free testing platform is closed first, thank you for your feedback and testing 🙏 According to statistics, the number of queries in 3 days is about 1200, the GPT token consumption is 53 million, and the total cost is about 90U. In the past few days, the platform and Agents have also been fully optimized, especially for the data source connection part has been refactored. Heurist Mesh, a @heurist_ai that brings together the important MCPs of Web3 and allows developers to easily integrate multiple data sources, is also very grateful for their partial collaboration. At the same time, we also recommend @elfa_ai's Twitter analysis module, as well as @UnifaiNetwork news sources, the measured effect is excellent, the quality is stable, and all the connected sources have been sorted out in the flow chart below, if you have cooperation ideas, please contact me to discuss! In addition to crypto, I also joined the search for Taiwanese stocks, connecting the Taiwan Stock Exchange and some news sources, but unfortunately, social platforms such as PTT and Dcard do not currently have data APIs available, and will consider developing their own crawler system in the future to establish a community public opinion database in Taiwan (has a chance to become the first in Taiwan?). ） The current optimized version (AI Agent logic and data source integration) will not be uploaded to GitHub, but will only open source the core framework and website structure, mainly because in this short period of testing, I also found that this direction is indeed in demand, many friends took the initiative to communicate with me and even suggested to promote productization, you can look forward to the product planning later, and I myself am also looking forward to what help I can bring to you. From the inception to the MVP landing and then to the actual test market, the first round of verification was completed in less than a week and almost zero cost. While it remains to be seen whether this product will succeed in the future, one thing is certain—we're in a golden age where AI can quickly bring entrepreneurial ideas to life.