The ISEE system uses a scoring mechanism to identify and fix ambiguous database field descriptions. It gathers missing domain knowledge through interactive loops to improve how LLM agents handle data retrieval. This reduces errors in downstream tasks like entity-linking. Practitioners can now automate the enrichment of undocumented metadata to boost agent accuracy.