ContractRL is a contract-constrained sequential repair protocol for JSON objects. It models verifier-guided JSON repair as a bounded decision process, using a contract-derived action mask to filter out malformed or prohibited operations. This improves semantic success and reduces the number of generated tokens compared to existing methods.