# Soria ## Docs - [Introduction](https://docs.soriaanalytics.com/introduction.md): Soria is a healthcare data intelligence platform that ingests public data sources, extracts structured data with AI, and serves interactive dashboards and news intelligence. - [Quick Start](https://docs.soriaanalytics.com/quickstart.md): Connect Soria to Claude Code via MCP and run your first pipeline commands. - [Authentication](https://docs.soriaanalytics.com/authentication.md): How to authenticate with Soria — via the web UI login or MCP server connection. - [Pipeline Overview](https://docs.soriaanalytics.com/pipeline/overview.md): How Soria moves data from public sources into your warehouse — two paths depending on file type. - [Scrapers](https://docs.soriaanalytics.com/pipeline/scrapers.md): How to create scrapers that discover and download files from public data sources. - [Extraction](https://docs.soriaanalytics.com/pipeline/extraction.md): How Soria turns PDFs and Excel files into structured CSV data using AI detection, extraction, validation, and value mapping. - [Warehouse](https://docs.soriaanalytics.com/pipeline/warehouse.md): How data is organized and queried in the Soria warehouse — bronze through platinum layers. - [Workspaces](https://docs.soriaanalytics.com/workspaces/overview.md): Isolated sandboxes for data changes that don't affect production until you're ready to promote. - [Creating Workspaces](https://docs.soriaanalytics.com/workspaces/creating.md): Create a workspace before making any data changes, then use the workspace_id to scope all write operations. - [Promoting Workspaces](https://docs.soriaanalytics.com/workspaces/promoting.md): Push validated workspace changes to the production schema. - [Dashboards](https://docs.soriaanalytics.com/dashboards/overview.md): Browse and query your healthcare data through interactive dashboard pages organized by category and pipeline layer. - [SQL Models](https://docs.soriaanalytics.com/dashboards/sql-models.md): Write and manage SQL models that power your Soria dashboard pages across the bronze, silver, gold, and platinum pipeline layers. - [Search](https://docs.soriaanalytics.com/dashboards/search.md): Search across all Soria dashboards and news stories using full-text, conceptual, and entity-based queries. - [News Intelligence](https://docs.soriaanalytics.com/news/overview.md): An automated pipeline that fetches, scores, clusters, and summarizes healthcare news daily — surfaced as structured events and individually scored articles. - [News Pipeline](https://docs.soriaanalytics.com/news/pipeline.md): How to run the news pipeline, manage branches, and query events and articles. - [MCP Overview](https://docs.soriaanalytics.com/mcp/overview.md): Connect AI assistants like Claude Code directly to Soria tools using the Model Context Protocol. - [Connecting](https://docs.soriaanalytics.com/mcp/connecting.md): Connect Claude Code to Soria using the MCP proxy or a direct HTTP connection. - [scraper_manage](https://docs.soriaanalytics.com/mcp/tools/scraper-manage.md): Create, read, and update scraper code for automated data collection. - [scraper_run](https://docs.soriaanalytics.com/mcp/tools/scraper-run.md): Run a scraper to download files, or test scraper code before saving it. - [Manual Upload](https://docs.soriaanalytics.com/mcp/tools/scraper-upload.md): Upload files manually when automated scraping is blocked, then ingest them into Soria. - [Schema](https://docs.soriaanalytics.com/mcp/tools/schema.md): Define what columns to extract from a file group and map source headers to your canonical schema. - [Detection & Extraction](https://docs.soriaanalytics.com/mcp/tools/detection-extraction.md): Use AI to identify relevant pages in PDFs and Excel files, then extract their tabular data into structured CSV records. - [Validation & Values](https://docs.soriaanalytics.com/mcp/tools/validation-values.md): Verify extraction accuracy against source documents and normalize inconsistent values to canonical forms. - [warehouse_query](https://docs.soriaanalytics.com/mcp/tools/warehouse-query.md): Run SQL against the Soria data warehouse to explore and profile healthcare datasets. - [SQL Models](https://docs.soriaanalytics.com/mcp/tools/sql-models.md): Create, retrieve, list, and delete SQL pipeline models in a workspace. - [workspace_manage](https://docs.soriaanalytics.com/mcp/tools/workspace-manage.md): Create, list, delete, and promote isolated data workspaces for safe pipeline development. - [Dashboard Tools](https://docs.soriaanalytics.com/mcp/tools/dashboard-tools.md): List, inspect, and query materialized dashboard data from Soria. - [Search](https://docs.soriaanalytics.com/mcp/tools/search.md): Search across Soria dashboards and news stories, and manage the search index. - [News Tools](https://docs.soriaanalytics.com/mcp/tools/news-tools.md): Run the news pipeline, manage branches, and browse events and articles.