MCITlib mines GitHub for agent skills

MCITlib industrializes the conversion of GitHub repositories into agent capabilities, bridging the gap between static code and dynamic model behavior. It uses dense retrieval and semantic analysis to package procedural skills from open-source repositories and implements over eight continual instruction tuning methods to prevent catastrophic forgetting. The framework reports a 40% efficiency gain in knowledge transfer and provides rigorous benchmarks like UCIT and MLLM-DCL to evaluate learning retention in real-world scenarios.