> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.emtelligent.com/nlp/python/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.emtelligent.com/_mcp/server.

# Python SDK

## Docs

- [Python SDK](https://docs.emtelligent.com/nlp/python/overview.md)
- [Installation](https://docs.emtelligent.com/nlp/python/installation.md)
- [Quickstart](https://docs.emtelligent.com/nlp/python/quickstart.md)
- [Client and Database Upgrade Considerations](https://docs.emtelligent.com/nlp/python/upgrade-considerations.md)
- [Changelog](https://docs.emtelligent.com/nlp/python/changelog.md)
- [New feature notes](https://docs.emtelligent.com/nlp/python/features/overview.md)
- [Concept confidence](https://docs.emtelligent.com/nlp/python/features/concept-confidence.md)
- [Entity heading status](https://docs.emtelligent.com/nlp/python/features/heading-status.md)
- [Page locations](https://docs.emtelligent.com/nlp/python/features/page-location.md)
- [Heading locations](https://docs.emtelligent.com/nlp/python/features/heading-location.md)
- [Relation Confidence](https://docs.emtelligent.com/nlp/python/features/relation-confidence.md)
- [API Keys](https://docs.emtelligent.com/nlp/python/features/api-key.md)
- [Relation Concept Links](https://docs.emtelligent.com/nlp/python/features/relation-concept-links.md)
- [Found Entity Experiencer](https://docs.emtelligent.com/nlp/python/features/found-entity-experiencer.md)
- [Found Entity Factuality](https://docs.emtelligent.com/nlp/python/features/found-entity-factuality.md)
- [Inferring the category](https://docs.emtelligent.com/nlp/python/features/infer-category.md)
- [Multithreaded database client](https://docs.emtelligent.com/nlp/python/features/multithreaded-db-client.md)
- [Pluggable database schemas](https://docs.emtelligent.com/nlp/python/features/pluggable-schemas.md)
- [Migrating to v7](https://docs.emtelligent.com/nlp/python/features/migrating-to-v7.md)
- [Database client usage](https://docs.emtelligent.com/nlp/python/database-client/overview.md)
- [End-to-end Report Processing and Data Extraction Example](https://docs.emtelligent.com/nlp/python/database-client/end-to-end-example.md)
- [Database Client Options](https://docs.emtelligent.com/nlp/python/database-client/options.md)
- [How the legacy schema works](https://docs.emtelligent.com/nlp/python/database-client/legacy-schema.md)
- [Using the Database Client with Snowflake](https://docs.emtelligent.com/nlp/python/database-client/snowflake.md)
- [Using the Database Client with Microsoft SQL Server](https://docs.emtelligent.com/nlp/python/database-client/sql-server.md)
- [Simple client to database client migration](https://docs.emtelligent.com/nlp/python/database-client/migrating-from-simple-client.md)
- [CCD Features](https://docs.emtelligent.com/nlp/python/ccd/overview.md)
- [Document text](https://docs.emtelligent.com/nlp/python/ccd/text.md)
- [Structured entries as metadata](https://docs.emtelligent.com/nlp/python/ccd/metadata.md)
- [Metadata schema](https://docs.emtelligent.com/nlp/python/ccd/metadata-schema.md)
- [C-CDA Section Mapping](https://docs.emtelligent.com/nlp/python/ccd/sections.md)
- [CCD files with references to external files](https://docs.emtelligent.com/nlp/python/ccd/external-files.md)
- [Config file](https://docs.emtelligent.com/nlp/python/ccd/config.md)
- [Quick overview of the SDK](https://docs.emtelligent.com/nlp/python/introduction.md)
- [Building your own client](https://docs.emtelligent.com/nlp/python/building-a-client.md)
- [Input File Formats Supported By The SDK](https://docs.emtelligent.com/nlp/python/input-formats.md)
- [emtellipro](https://docs.emtelligent.com/nlp/python/reference/index.md)
- [auth](https://docs.emtelligent.com/nlp/python/reference/auth.md): emtellipro.auth
- [ccd](https://docs.emtelligent.com/nlp/python/reference/ccd.md): emtellipro.ccd
- [data](https://docs.emtelligent.com/nlp/python/reference/data.md): emtellipro.data
- [db](https://docs.emtelligent.com/nlp/python/reference/db.md): emtellipro.db
- [db.database](https://docs.emtelligent.com/nlp/python/reference/db-database.md): emtellipro.db.database
- [db.schemas](https://docs.emtelligent.com/nlp/python/reference/db-schemas.md): emtellipro.db.schemas
- [db.schemas.insert](https://docs.emtelligent.com/nlp/python/reference/db-schemas-insert.md): emtellipro.db.schemas.insert
- [db.schemas.legacy](https://docs.emtelligent.com/nlp/python/reference/db-schemas-legacy.md): emtellipro.db.schemas.legacy
- [db.schemas.legacy.models](https://docs.emtelligent.com/nlp/python/reference/db-schemas-legacy-models.md): emtellipro.db.schemas.legacy.models
- [db.schemas.legacy.rowtypes](https://docs.emtelligent.com/nlp/python/reference/db-schemas-legacy-rowtypes.md): emtellipro.db.schemas.legacy.rowtypes
- [db.schemas.schema](https://docs.emtelligent.com/nlp/python/reference/db-schemas-schema.md): emtellipro.db.schemas.schema
- [db.schemas.util](https://docs.emtelligent.com/nlp/python/reference/db-schemas-util.md): emtellipro.db.schemas.util
- [db.utils](https://docs.emtelligent.com/nlp/python/reference/db-utils.md): emtellipro.db.utils
- [engine](https://docs.emtelligent.com/nlp/python/reference/engine.md): emtellipro.engine
- [exc](https://docs.emtelligent.com/nlp/python/reference/exc.md): emtellipro.exc
- [flatten](https://docs.emtelligent.com/nlp/python/reference/flatten.md): emtellipro.flatten
- [load](https://docs.emtelligent.com/nlp/python/reference/load.md): emtellipro.load
- [load.data](https://docs.emtelligent.com/nlp/python/reference/load-data.md): emtellipro.load.data
- [load.utils](https://docs.emtelligent.com/nlp/python/reference/load-utils.md): emtellipro.load.utils
- [resources](https://docs.emtelligent.com/nlp/python/reference/resources.md): emtellipro.resources
- [utils](https://docs.emtelligent.com/nlp/python/reference/utils.md): emtellipro.utils
- [version](https://docs.emtelligent.com/nlp/python/reference/version.md): emtellipro.version
- [Flatten JSON](https://docs.emtelligent.com/nlp/python/flatten-json.md)
- [emtellipro-flatten-json](https://docs.emtelligent.com/nlp/python/cli/flatten-json.md)