> For the complete documentation index, see [llms.txt](https://docs.rainbird.ai/rainbird/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.rainbird.ai/rainbird/knowledge-modelling.md). # Knowledge Modelling - [What is knowledge modelling?](https://docs.rainbird.ai/rainbird/knowledge-modelling/overview.md) - [What is a query?](https://docs.rainbird.ai/rainbird/knowledge-modelling/what-is-a-query.md) - [Modelling](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features.md) - [Concepts](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/concepts.md) - [Concept instances](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/concepts/concept-instances.md) - [Relationships](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/relationships.md) - [Question Configuration](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/relationships/question-configuration.md) - [Rules](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/relationships/rules.md) - [Match, Infer, Ask process](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/relationships/rules/match-infer-ask-process.md) - [Expressions List](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/relationships/rules/expressions-list.md) - [regexCount Guide](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/relationships/rules/expressions-list/regexcount-guide.md) - [Facts](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/facts.md) - [Datasources](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/datasources.md) - [Other features](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/other-features.md) - [Markdown](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/other-features/markdown.md) - [Import/Export Knowledge Maps](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/other-features/import-export-knowledge-maps.md) - [Troubleshooting Tips](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/troubleshooting-tips.md) - [Building with Co-author](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/building-with-co-author.md) - [Consult](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/building-with-co-author/consult.md): Automated knowledge elicitation (BETA) - [RBlang reference](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/rblang-reference.md) - [XML structure and namespaces](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/rblang-reference/xml-structure-and-namespaces.md) - [Concepts, relationships, and instances](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/rblang-reference/concepts-relationships-and-instances.md): Define valid data types, relationships, facts, and instances in RBlang. - [Rules and expressions](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/rblang-reference/rules-and-expressions.md): Write valid inference rules, conditions, variables, and expressions in RBlang. - [Functions reference](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/rblang-reference/functions-reference.md): Comparison, string, math, date, list, and logical functions available in RBlang expressions. - [Datasources reference](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/rblang-reference/datasources-reference.md): Define datasource elements, inputs, request bodies, headers, and response mappings in RBlang. - [Validation checklist and examples](https://docs.rainbird.ai/rainbird/knowledge-modelling/modelling-features/rblang-reference/validation-checklist-and-examples.md): Validate RBlang output and use known-good patterns when writing knowledge maps. - [Testing](https://docs.rainbird.ai/rainbird/knowledge-modelling/testing-your-km.md) - [Manual tests](https://docs.rainbird.ai/rainbird/knowledge-modelling/testing-your-km/quick-query.md) - [NL test agent](https://docs.rainbird.ai/rainbird/knowledge-modelling/testing-your-km/nl-test-agent.md) - [Automated tests](https://docs.rainbird.ai/rainbird/knowledge-modelling/testing-your-km/automated-tests.md) - [External User Acceptance Testing (UAT)](https://docs.rainbird.ai/rainbird/knowledge-modelling/testing-your-km/external-user-acceptance-testing-uat.md) - [Versioning](https://docs.rainbird.ai/rainbird/knowledge-modelling/versioning.md) - [Publishing](https://docs.rainbird.ai/rainbird/knowledge-modelling/publishing-your-km.md) - [API Management](https://docs.rainbird.ai/rainbird/knowledge-modelling/publishing-your-km/api-management.md) - [Setting a live version](https://docs.rainbird.ai/rainbird/knowledge-modelling/publishing-your-km/setting-a-live-version.md) - [Publishing an agent](https://docs.rainbird.ai/rainbird/knowledge-modelling/publishing-your-km/publishing-an-agent.md) - [Stats and Reporting](https://docs.rainbird.ai/rainbird/knowledge-modelling/stats-and-reporting.md) - [Managing your data](https://docs.rainbird.ai/rainbird/knowledge-modelling/managing-your-data.md) - [The library](https://docs.rainbird.ai/rainbird/knowledge-modelling/the-library.md) - [How to: update a template](https://docs.rainbird.ai/rainbird/knowledge-modelling/the-library/how-to-update-a-template.md): Learn how to transform a library template to a different use case - [Technical specifications](https://docs.rainbird.ai/rainbird/knowledge-modelling/technical-specifications.md) --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter: ``` GET https://docs.rainbird.ai/rainbird/knowledge-modelling.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.