OpenGov MCP Companion Skill v9+

To query Socrata open data portals without hallucinating columns, this Skill enforces column-discovery protocols and anti-hallucination rules, guiding the LLM to construct standardized SoQL queries through the OpenGov MCP Server for accurate results.

The best way to standardize SoQL query construction across multiple municipal domains is by using this Skill to enforce consistent query formatting, error handling, and domain-specific nuances when accessing data from NYC, Chicago, SF, Seattle, and LA.

Yes, you can use the OpenGov MCP Server to access civic data from multiple cities simultaneously, as this Skill supports multi-domain data access across NYC, Chicago, SF, Seattle, and LA with standardized output formatting and reproducible analysis code.

You can get started with SoQL queries for common civic data tasks like aggregations and time series by using this Skill's quick-start templates, which guide the LLM through column discovery and transparent output formats via the get_data function.

Yes, this approach to querying open data provides reproducible analysis code and downloadable data exports, ensuring that your LLM-generated SoQL queries and civic data results can be reliably shared and verified.