# AirOps Docs ## Docs - [Overview](https://docs.airops.com/getting-started/readme.md): Welcome to AirOps. We're excited you're here! - [Core Concepts](https://docs.airops.com/getting-started/readme/readme.md) - [Building your First Workflow](https://docs.airops.com/getting-started/readme/building-your-first-workflow.md) - [Analytics](https://docs.airops.com/insights/insights.md) - [Overview](https://docs.airops.com/insights/insights/overview.md): Get a snapshot of your AI search performance across key metrics and platforms - [Visibility](https://docs.airops.com/insights/insights/competition.md): Track your visibility metrics over time and analyze performance by topic, platform, and against competitors. - [Citations](https://docs.airops.com/insights/insights/citations.md): Track which domains are being cited in AI responses, understand citation patterns, and identify opportunities. - [Sentiment](https://docs.airops.com/insights/insights/sentiment.md): Understand how AI platforms portray your brand with theme-based sentiment analysis across AI responses. - [Community](https://docs.airops.com/insights/insights/community.md): Track how Reddit and community content is being cited in AI responses. - [Content Updates](https://docs.airops.com/insights/insights/content-updates.md): Track when pages are published or refreshed across your workflows, Grid exports, API, and MCP to measure content activity and identify stale pages. - [Opportunities](https://docs.airops.com/insights/opportunities.md) - [Creation](https://docs.airops.com/insights/opportunities/creation.md): Surface net-new content opportunities: questions your audience is asking that you're not answering at all. - [Refresh](https://docs.airops.com/insights/opportunities/refresh.md): Identify and update existing content to close competitive gaps in AI search visibility - [Outreach](https://docs.airops.com/insights/opportunities/outreach.md): Identify the most commonly cited domains for questions you're losing, revealing partnership and off-site optimization opportunities. - [Community](https://docs.airops.com/insights/opportunities/community.md): Identify Reddit conversations where your brand could authentically engage, leveraging the fact that LLMs heavily cite user-generated content. - [Pages](https://docs.airops.com/insights/pages.md): Marry traditional SEO data with AI search performance in a unified view, enabling sophisticated content prioritization strategies. - [Prompts](https://docs.airops.com/insights/prompts.md): Gain prompt-level intelligence into the specific prompts where your brand appears (or doesn't appear) in AI search results. - [Citations](https://docs.airops.com/insights/citations.md): Discover every URL being cited across AI search responses and filter by brand presence, competitors, domain type, and page type. - [Settings](https://docs.airops.com/insights/settings.md): Configure your Insights instance: prompt tags, personas, competitors, and connected integrations. - [Cloudfront Agent Analytics](https://docs.airops.com/insights/settings/cloudfront-agent-analytics.md): This guide walks you through configuring Amazon CloudFront real-time logs to stream into AirOps via Amazon Kinesis Data Firehose. - [API](https://docs.airops.com/insights/api.md): Access your AI visibility data programmatically — build dashboards, automate reports, and integrate AEO metrics into your data stack. - [Workflows](https://docs.airops.com/actions/workflow-concepts.md) - [Workflow Inputs](https://docs.airops.com/actions/workflow-concepts/application-inputs.md): Define the UI and API input values for your Workflows - [Input Types](https://docs.airops.com/actions/workflow-concepts/application-inputs/input-types.md) - [Workflow Steps](https://docs.airops.com/actions/workflow-concepts/workflow-steps.md) - [AI](https://docs.airops.com/actions/workflow-concepts/workflow-steps/ai-steps.md): Utilize the latest in AI in your Workflows - [Prompt LLM](https://docs.airops.com/actions/workflow-concepts/workflow-steps/ai-steps/llm.md): Test and refine prompts for a Large Language Model - [Model Selection Guide](https://docs.airops.com/actions/workflow-concepts/workflow-steps/ai-steps/llm/choosing-a-model.md): Determine which large language model to use - [Prompting Guide](https://docs.airops.com/actions/workflow-concepts/workflow-steps/ai-steps/llm/prompt-with-gpt.md): How to prompt with GPT - [Transcribe Audio File](https://docs.airops.com/actions/workflow-concepts/workflow-steps/ai-steps/transcription.md): Transcribe audio or video files into text - [Web Research](https://docs.airops.com/actions/workflow-concepts/workflow-steps/web-research.md) - [Google Search](https://docs.airops.com/actions/workflow-concepts/workflow-steps/web-research/google-search.md): Automate research with a Google Search - [Perplexity Deep Research](https://docs.airops.com/actions/workflow-concepts/workflow-steps/web-research/google-search-1.md): Conduct comprehensive AI-powered research with citations - [Web Page Scrape](https://docs.airops.com/actions/workflow-concepts/workflow-steps/web-research/web-page-scrape.md): Scrape text, markdown or HTML from a website - [Code](https://docs.airops.com/actions/workflow-concepts/workflow-steps/logic-steps.md): Apply programmatic and logical functions into your Workflows - [Run Code](https://docs.airops.com/actions/workflow-concepts/workflow-steps/logic-steps/code.md): Add custom logic with Javascript or Python - [Call API](https://docs.airops.com/actions/workflow-concepts/workflow-steps/logic-steps/api.md): Call external API's in your workflow - [Format JSON](https://docs.airops.com/actions/workflow-concepts/workflow-steps/logic-steps/json.md): Format output as JSON - [Run SQL Query](https://docs.airops.com/actions/workflow-concepts/workflow-steps/logic-steps/sql-query.md): Query your database directly from a workflow - [Write Liquid Text](https://docs.airops.com/actions/workflow-concepts/workflow-steps/logic-steps/text.md): Format your output into a string - [Flow](https://docs.airops.com/actions/workflow-concepts/workflow-steps/flow.md) - [Condition](https://docs.airops.com/actions/workflow-concepts/workflow-steps/flow/conditional.md): Branch your workflow logic - [Iteration](https://docs.airops.com/actions/workflow-concepts/workflow-steps/flow/iteration.md): Execute a step multiple times over a list of objects - [Human Review](https://docs.airops.com/actions/workflow-concepts/workflow-steps/flow/human-review.md): Require Human Review of outputs before continuing a workflow - [Content Comparison](https://docs.airops.com/actions/workflow-concepts/workflow-steps/flow/content-comparison.md) - [Error](https://docs.airops.com/actions/workflow-concepts/workflow-steps/flow/error-step.md): Throw custom error messages that terminate the workflow - [Data](https://docs.airops.com/actions/workflow-concepts/workflow-steps/memory-steps.md): Search and Write to your Knowledge Bases - [Read from Grid](https://docs.airops.com/actions/workflow-concepts/workflow-steps/memory-steps/read-from-grid.md) - [Add Rows in Grid](https://docs.airops.com/actions/workflow-concepts/workflow-steps/memory-steps/write-to-grid.md): Add or update rows in a Grid from your workflow - [Search Knowledge Base](https://docs.airops.com/actions/workflow-concepts/workflow-steps/memory-steps/memory-search.md): Semantically search a Knowledge Base - [Write to Knowledge Base](https://docs.airops.com/actions/workflow-concepts/workflow-steps/memory-steps/memory-write.md): Add a document to a Knowledge Base - [Get Knowledge Base File](https://docs.airops.com/actions/workflow-concepts/workflow-steps/memory-steps/knowledge-base-read.md): Read data from your Knowledge Bases by using filters. - [AirOps](https://docs.airops.com/actions/workflow-concepts/workflow-steps/utility-steps.md) - [Workflow](https://docs.airops.com/actions/workflow-concepts/workflow-steps/utility-steps/app.md) - [Agent](https://docs.airops.com/actions/workflow-concepts/workflow-steps/utility-steps/agent.md) - [Image & Video](https://docs.airops.com/actions/workflow-concepts/workflow-steps/image-and-video.md) - [Generate Image with API](https://docs.airops.com/actions/workflow-concepts/workflow-steps/image-and-video/image-generation-step.md): Generate and edit images and variations - [Search Stock Images](https://docs.airops.com/actions/workflow-concepts/workflow-steps/image-and-video/search-stock-images.md) - [Fetch Stock Image with ID](https://docs.airops.com/actions/workflow-concepts/workflow-steps/image-and-video/fetch-stock-image-with-id.md) - [Resize Image](https://docs.airops.com/actions/workflow-concepts/workflow-steps/image-and-video/resize-image.md) - [Screenshot from URL](https://docs.airops.com/actions/workflow-concepts/workflow-steps/image-and-video/screenshot-from-url.md) - [Create OpenGraph Image](https://docs.airops.com/actions/workflow-concepts/workflow-steps/image-and-video/create-opengraph-image.md) - [Create Video Avatar](https://docs.airops.com/actions/workflow-concepts/workflow-steps/image-and-video/create-video-avatar.md) - [Content Quality](https://docs.airops.com/actions/workflow-concepts/workflow-steps/content-quality.md) - [Detect AI Content](https://docs.airops.com/actions/workflow-concepts/workflow-steps/content-quality/detect-ai-content.md) - [Scan Content for Plagiarism](https://docs.airops.com/actions/workflow-concepts/workflow-steps/content-quality/scan-content-for-plagiarism.md) - [Content Processing](https://docs.airops.com/actions/workflow-concepts/workflow-steps/content-processing.md) - [Convert PDF URL to Text](https://docs.airops.com/actions/workflow-concepts/workflow-steps/content-processing/convert-pdf-url-to-text.md) - [Group Keywords into Clusters](https://docs.airops.com/actions/workflow-concepts/workflow-steps/content-processing/group-keywords-into-clusters.md) - [SEO Research](https://docs.airops.com/actions/workflow-concepts/workflow-steps/seo-research.md) - [Moz](https://docs.airops.com/actions/workflow-concepts/workflow-steps/seo-research/moz.md): Access domain authority and SEO metrics from Moz - [DataForSEO](https://docs.airops.com/actions/workflow-concepts/workflow-steps/seo-research/content-+-seo.md): Additional data retrieval to optimize your searches - [Semrush](https://docs.airops.com/actions/workflow-concepts/workflow-steps/seo-research/semrush.md) - [Ahrefs](https://docs.airops.com/actions/workflow-concepts/workflow-steps/seo-research/ahrefs.md): Access backlink data and SEO metrics from Ahrefs - [Google Search Console](https://docs.airops.com/actions/workflow-concepts/workflow-steps/seo-research/google-search-console.md) - [Semrush Replacement for Getting Keywords For a URL](https://docs.airops.com/actions/workflow-concepts/workflow-steps/seo-research/semrush-replacement-for-getting-keywords-for-a-url.md) - [AEO Research](https://docs.airops.com/actions/workflow-concepts/workflow-steps/aeo-research.md): Access your AEO analytics directly in workflows to go from insight to action - [AEO Prompt Data](https://docs.airops.com/actions/workflow-concepts/workflow-steps/aeo-research/aeo-prompt-data.md): Access historical answers, citations, and mentions for the prompts you're tracking across AI answer engines. - [AEO Page Data](https://docs.airops.com/actions/workflow-concepts/workflow-steps/aeo-research/aeo-page-data.md): Access page-level citation and performance data from your tracked pages across AI search and traditional analytics. - [Content Updates](https://docs.airops.com/actions/workflow-concepts/workflow-steps/content-updates.md): Track and record page-level content updates for AEO and SEO Insights - [Track Content Update](https://docs.airops.com/actions/workflow-concepts/workflow-steps/content-updates/track-content-update.md): Track page publish and refresh content updates for AEO and SEO Insights - [B2B Enrichment](https://docs.airops.com/actions/workflow-concepts/workflow-steps/b2b-enrichment.md) - [Brandfetch](https://docs.airops.com/actions/workflow-concepts/workflow-steps/b2b-enrichment/brandfetch.md): Enrich company data with Brandfetch - [G2](https://docs.airops.com/actions/workflow-concepts/workflow-steps/b2b-enrichment/g2.md): Integrate your Workflow with G2 - [Hunter.io](https://docs.airops.com/actions/workflow-concepts/workflow-steps/b2b-enrichment/contact-enrichment.md): Retrieve email and company data - [People Data Labs](https://docs.airops.com/actions/workflow-concepts/workflow-steps/b2b-enrichment/people-data-labs.md) - [Workflow Outputs](https://docs.airops.com/actions/workflow-concepts/workflow-outputs.md): Define how you want to render the output of a Workflow - [Variable Referencing](https://docs.airops.com/actions/workflow-concepts/variable-referencing.md) - [Liquid Templating](https://docs.airops.com/actions/workflow-concepts/liquid-template.md): An introduction to our powerful templating language - [Grid](https://docs.airops.com/actions/grids.md) - [Create a Grid](https://docs.airops.com/actions/grids/create-a-grid.md) - [Start with a Template](https://docs.airops.com/actions/grids/create-a-grid/start-with-a-template.md) - [Import from Webflow](https://docs.airops.com/actions/grids/create-a-grid/import-from-webflow.md) - [Import from Contentful](https://docs.airops.com/actions/grids/create-a-grid/import-from-contentful.md) - [Import from Sanity](https://docs.airops.com/actions/grids/create-a-grid/import-from-sanity.md) - [Import from Wordpress](https://docs.airops.com/actions/grids/create-a-grid/import-from-wordpress.md) - [Import from Semrush](https://docs.airops.com/actions/grids/create-a-grid/import-from-semrush.md) - [Import from Google Search Console](https://docs.airops.com/actions/grids/create-a-grid/import-from-google-search-console.md) - [Add Columns in the Grid](https://docs.airops.com/actions/grids/add-columns-in-the-grid.md) - [Run Workflows in the Grid](https://docs.airops.com/actions/grids/run-workflows-in-grid.md) - [Add Workflow Column](https://docs.airops.com/actions/grids/run-workflows-in-grid/add-workflow-column.md) - [Run Workflow Column](https://docs.airops.com/actions/grids/run-workflows-in-grid/run-workflow-column.md) - [Schedule Workflow Column](https://docs.airops.com/actions/grids/run-workflows-in-grid/run-workflow-column-1.md) - [Map Workflow Outputs](https://docs.airops.com/actions/grids/run-workflows-in-grid/map-workflow-outputs.md) - [Review Workflow Run Metadata](https://docs.airops.com/actions/grids/run-workflows-in-grid/review-workflow-run-metadata.md) - [Review Content in the Grid](https://docs.airops.com/actions/grids/review-content-in-the-grid.md) - [Review Markdown Content](https://docs.airops.com/actions/grids/review-content-in-the-grid/review-markdown-content.md) - [Review HTML Content](https://docs.airops.com/actions/grids/review-content-in-the-grid/review-html-content.md) - [Compare Content Difference](https://docs.airops.com/actions/grids/review-content-in-the-grid/compare-content-difference.md) - [Publish to CMS from Grid](https://docs.airops.com/actions/grids/publish-to-cms-from-grid.md) - [Google Search Console Analytics in Grid](https://docs.airops.com/actions/grids/pull-analytics-in-the-grid.md) - [Searching and Filtering](https://docs.airops.com/actions/grids/searching-and-filtering.md) - [Export as CSV](https://docs.airops.com/actions/grids/export-data.md) - [Run Content Review on your Output](https://docs.airops.com/actions/grids/run-content-review-on-your-output.md) - [Power Agents](https://docs.airops.com/actions/power-agents.md) - [Running Workflows](https://docs.airops.com/actions/run-once.md) - [Run in Bulk (Grid)](https://docs.airops.com/actions/run-once/run-in-bulk-grid.md) - [Run via API](https://docs.airops.com/actions/run-once/api.md): Call your AirOps Workflows via endpoints - [Run via Trigger](https://docs.airops.com/actions/run-once/trigger.md): Utilize more advanced options to execute your applications outside of AirOps - [Incoming Webhook Trigger](https://docs.airops.com/actions/run-once/trigger/incoming-webhook.md): Trigger a workflow with an incoming webhook - [Zapier](https://docs.airops.com/actions/run-once/trigger/zapier.md): Trigger a Workflow with Zapier - [Run on a Schedule](https://docs.airops.com/actions/run-once/schedule.md): Schedule your workflow to run on a recurring basis - [Error Handling](https://docs.airops.com/actions/run-once/error-handling.md): Continue workflow using branched logic if the step returns an error - [Testing and Iteration](https://docs.airops.com/actions/testing-and-iteration.md): Best practices for testing and iterating on your workflow - [Publishing and Versioning](https://docs.airops.com/actions/publishing-and-versioning.md): Track changes and productionize apps with versions - [Logs](https://docs.airops.com/actions/testing-and-iteration-1.md) - [Studio Toolbar](https://docs.airops.com/actions/studio-toolbar.md) - [Copilot](https://docs.airops.com/actions/chat-with-copilot.md) - [Edit Workflows with Copilot](https://docs.airops.com/actions/chat-with-copilot/edit-workflows-with-copilot.md) - [Fix Errors with Copilot](https://docs.airops.com/actions/chat-with-copilot/fix-errors-with-copilot.md) - [Brand Kits](https://docs.airops.com/context/brand-kit.md): Define your brand attributes and use them as variables in your workflow - [Foundations](https://docs.airops.com/context/brand-kit/foundations.md): Global settings that apply across your entire brand - [Product Lines](https://docs.airops.com/context/brand-kit/product-lines.md): Define different products or services your brand offers - [Content Types](https://docs.airops.com/context/brand-kit/content-types.md): Define the different formats of content you create - [Audiences](https://docs.airops.com/context/brand-kit/audiences.md): Define the different target segments you tailor content for - [Regions](https://docs.airops.com/context/brand-kit/regions.md): Adapt your brand messaging for different markets and languages - [Visual Guidelines](https://docs.airops.com/context/brand-kit/visual-guidelines.md) - [Using Brand Kits](https://docs.airops.com/context/brand-kit/using-brand-kits.md): How to use Brand Kits in your workflows and Grids - [Knowledge Bases](https://docs.airops.com/context/memory-stores.md): Semantically search your knowledge, documents, and data with Knowledge Bases - [Add Data](https://docs.airops.com/context/memory-stores/add-data.md) - [Upload Files](https://docs.airops.com/context/memory-stores/add-data/upload-files.md) - [Web Scrape](https://docs.airops.com/context/memory-stores/add-data/web-scrape.md) - [Import from Google Drive](https://docs.airops.com/context/memory-stores/add-data/import-from-google-drive.md) - [Import from SQL Database](https://docs.airops.com/context/memory-stores/add-data/import-from-sql-database.md) - [Data Sources](https://docs.airops.com/context/memory-stores/add-data/import-from-sql-database/data-sources.md): Connect to your warehouse, or database in AirOps - [BigQuery](https://docs.airops.com/context/memory-stores/add-data/import-from-sql-database/data-sources/bigquery.md): Connect to a BigQuery database in AirOps - [Postgres](https://docs.airops.com/context/memory-stores/add-data/import-from-sql-database/data-sources/postgres.md): Connect to a Postgres database in AirOps - [Redshift](https://docs.airops.com/context/memory-stores/add-data/import-from-sql-database/data-sources/redshift.md): Connect to a Redshift database in AirOps - [Snowflake](https://docs.airops.com/context/memory-stores/add-data/import-from-sql-database/data-sources/snowflake.md): Connect to a Snowflake data warehouse in AirOps - [Import from Shopify](https://docs.airops.com/context/memory-stores/add-data/import-from-shopify.md) - [Knowledge Base Search](https://docs.airops.com/context/memory-stores/knowledge-base-search.md) - [Knowledge Base Metadata](https://docs.airops.com/context/memory-stores/memory-stores-metadata.md): Filter when searching a Knowledge Base - [Knowledge Base API](https://docs.airops.com/context/memory-stores/memory-stores-api.md): Interact directly with your Knowledge Bases - [Integrations](https://docs.airops.com/context/overview.md) - [CMS](https://docs.airops.com/context/overview/integrations.md): Integrate workflows with content management systems - [Builder.io](https://docs.airops.com/context/overview/integrations/builder-io.md): Integrate your Workflow with Builder.io - [ContentStack](https://docs.airops.com/context/overview/integrations/contentstack.md): Integrate your Workflow with ContentStack - [Contentful](https://docs.airops.com/context/overview/integrations/contentful.md): Integrate your Workflow with Contentful - [Craft CMS](https://docs.airops.com/context/overview/integrations/craft-cms.md): Integrate your Workflow with Craft CMS - [Framer](https://docs.airops.com/context/overview/integrations/framer.md): Integrate your Workflow with Framer - [Ghost](https://docs.airops.com/context/overview/integrations/ghost.md): Integrate your Workflow with Ghost - [HubSpot CMS](https://docs.airops.com/context/overview/integrations/hubspot-cms.md): Integrate your Workflow with HubSpot CMS - [Sanity](https://docs.airops.com/context/overview/integrations/sanity.md): The Sanity Integration allows you to list, create, update, and query content on your Sanity.io site. - [Strapi](https://docs.airops.com/context/overview/integrations/strapi.md): Integrate your Workflow with Strapi - [Storyblok](https://docs.airops.com/context/overview/integrations/storyblok.md): Integrate your Workflow with Storyblok - [Webflow](https://docs.airops.com/context/overview/integrations/webflow.md): Integrate your Workflow with Webflow - [WordPress](https://docs.airops.com/context/overview/integrations/wordpress.md): Integrate your Workflow with WordPress - [Shopify](https://docs.airops.com/context/overview/integrations/shopify.md) - [Localization](https://docs.airops.com/context/overview/localization.md) - [Crowdin](https://docs.airops.com/context/overview/localization/crowdin.md): Integrate your Workflow with Crowdin - [Communication](https://docs.airops.com/context/overview/communication.md) - [Gmail](https://docs.airops.com/context/overview/communication/gmail.md): Integrate your Workflow with Gmail - [Slack](https://docs.airops.com/context/overview/communication/slack.md): Integrate your Workflow with Slack - [Company Context](https://docs.airops.com/context/overview/company-context.md) - [Gong](https://docs.airops.com/context/overview/company-context/gong.md): Integrate with Gong to retrieve call data, transcripts, and manage call records in your workflows - [Social](https://docs.airops.com/context/overview/social.md) - [YouTube](https://docs.airops.com/context/overview/social/youtube.md) - [Reddit](https://docs.airops.com/context/overview/social/reddit.md) - [Project Management](https://docs.airops.com/context/overview/project-management.md) - [Airtable](https://docs.airops.com/context/overview/project-management/airtable.md): Integrate your Workflow with Airtable - [Asana](https://docs.airops.com/context/overview/project-management/asana.md): Integrate your Workflow with Asana - [ClickUp](https://docs.airops.com/context/overview/project-management/clickup.md): Integrate your Workflow with ClickUp - [Google Docs](https://docs.airops.com/context/overview/project-management/google-docs.md): Integrate your Workflow with Google Docs - [Google Sheets](https://docs.airops.com/context/overview/project-management/google-sheets.md): Integrate your Workflow with Google Sheets - [Monday.com](https://docs.airops.com/context/overview/project-management/monday.md): Integrate your Workflow with Monday.com - [Notion](https://docs.airops.com/context/overview/project-management/notion.md): Integrate your Workflow with Notion - [Wrike](https://docs.airops.com/context/overview/project-management/wrike.md): Integrate your Workflow with Wrike - [Semrush](https://docs.airops.com/context/overview/semrush.md): Connect Semrush to your AirOps workspace to access keyword research, domain analysis, backlink data, and competitive intelligence directly inside your workflows and Grids. - [Task Usage](https://docs.airops.com/monitoring/task-usage.md) - [Analytics](https://docs.airops.com/monitoring/analytics.md): AirOps offers tracking in for the form of its Analytics page. - [Alerts](https://docs.airops.com/monitoring/alerts.md): Receive alerts through Slack or an incoming webhook when your Workflow fails - [Run History](https://docs.airops.com/monitoring/run-history.md): Monitor your Workflows with run history - [Create a Workspace](https://docs.airops.com/your-workspace/workspaces.md): Create and manage unique AirOps environments - [Organizing Your Workspace](https://docs.airops.com/your-workspace/organizing-your-workspace.md) - [Folders](https://docs.airops.com/your-workspace/folders.md) - [Settings](https://docs.airops.com/your-workspace/workspaces-1.md): Create and manage unique AirOps environments - [Billing](https://docs.airops.com/your-workspace/billing.md): Manage your billing preferences - [Use your own LLM API Keys](https://docs.airops.com/your-workspace/byo-key.md) - [Secrets](https://docs.airops.com/your-workspace/secrets.md): Centrally store and manage credentials, API keys, and other secrets. - [MCP Connectors](https://docs.airops.com/your-workspace/mcp-connectors.md): Connect external MCP servers to your workspace and give LLM steps access to external tools. - [Team and Permissions](https://docs.airops.com/your-workspace/team.md): Manage and invite team members - [Overview](https://docs.airops.com/mcp/mcp-server.md): Connect AI assistants to your AirOps workspace using MCP - [Claude Connector](https://docs.airops.com/mcp/claude-connector.md): Native AirOps integration for Claude with Interactive Apps - [Getting Started](https://docs.airops.com/mcp/getting-started.md): Setup instructions for AI assistants using MCP - [Use Cases](https://docs.airops.com/mcp/use-cases.md): Example use cases and best practices for using AirOps with Claude - [Tools](https://docs.airops.com/mcp/tools.md): Reference for all AirOps MCP tools - [FAQ](https://docs.airops.com/mcp/faq.md): Frequently asked questions about AirOps MCP and Claude Connector - [Agent Quick Start](https://docs.airops.com/chat-agents-legacy/agent-quick-start.md): A step-by-step guide on how to chat to your docs - [Chat Agents](https://docs.airops.com/chat-agents-legacy/chat-based-applications.md): Trigger workflows with a chat-based app - [Integrate Agents](https://docs.airops.com/chat-agents-legacy/integrate.md): Add your Agents directly into your own site - [Widget](https://docs.airops.com/chat-agents-legacy/integrate/widget.md): Integrate an agent app on your website with a widget - [Client Web SDK](https://docs.airops.com/chat-agents-legacy/integrate/client-web-sdk.md): Integrate an Agent with the Client SDK - [Ethical AI and IP Production](https://docs.airops.com/about/ethical-ai-and-ip-production.md) - [Principles](https://docs.airops.com/about/principles.md) - [Security and Compliance](https://docs.airops.com/about/security-and-compliance.md) ## API Reference - [Authentication](https://docs.airops.com/api-reference/using-the-api/authentication.md) - [Executions](https://docs.airops.com/api-reference/api-reference/executions.md) - [Agent](https://docs.airops.com/api-reference/api-reference/agent.md) - [Apps](https://docs.airops.com/api-reference/api-reference/apps.md) - [Files](https://docs.airops.com/api-reference/api-reference/files.md) - [Grids](https://docs.airops.com/api-reference/api-reference/grids.md) - [Memory Stores](https://docs.airops.com/api-reference/api-reference/memory-stores.md) - [Brand Kits](https://docs.airops.com/api-reference/api-reference/brand-kits.md) - [Prompts](https://docs.airops.com/api-reference/api-reference/brand-kits/prompts.md) - [Topics](https://docs.airops.com/api-reference/api-reference/brand-kits/topics.md) - [Tags](https://docs.airops.com/api-reference/api-reference/brand-kits/tags.md) - [Personas](https://docs.airops.com/api-reference/api-reference/brand-kits/personas.md) - [Citations](https://docs.airops.com/api-reference/api-reference/brand-kits/citations.md) - [Competitors](https://docs.airops.com/api-reference/api-reference/brand-kits/competitors.md) - [Content Updates](https://docs.airops.com/api-reference/api-reference/brand-kits/content-updates.md) - [Web Pages](https://docs.airops.com/api-reference/api-reference/brand-kits/web-pages.md) - [Analytics](https://docs.airops.com/api-reference/api-reference/brand-kits/analytics.md) - [Sentiment Theme Answers](https://docs.airops.com/api-reference/api-reference/brand-kits/sentiment-theme-answers.md) --- # Agent Instructions: Querying This Documentation If you need additional information, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on a page URL with the `ask` query parameter: ``` GET https://docs.airops.com/getting-started/readme.md?ask= ``` The question should be specific, self-contained, and written in natural language. 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.