The ISEE system uses a scoring mechanism to identify ambiguous database field descriptions. It gathers missing domain knowledge through interactive prompts to bridge the gap between raw data and user context. This enrichment directly boosts agent performance in downstream tasks like entity-linking. Practitioners can now automate the curation of undocumented metadata for LLM agents.