Frequently Asked Questions

AI Features & Capabilities

What AI features does Hygraph offer?

Hygraph provides three core AI features: AI Assist (an editor-embedded assistant for content generation, improvement, and translation), AI Agents (automated workflow agents for tasks like SEO analysis, translation, and summarization, available as an enterprise feature in Early Access), and the MCP Server (enables external AI assistants to interact with your Hygraph project via the Model Context Protocol). Note: AI Agents is in Early Access and may change; production use should be evaluated accordingly. Learn more in the Hygraph AI documentation.

What is AI Assist in Hygraph and how does it work?

AI Assist is Hygraph's intelligent content editing assistant, embedded directly in the content editor. It allows editors to generate, improve, and translate content within the entry experience, without leaving the editor or requiring developer support. AI Assist is available out of the box on all Hygraph plans and requires no configuration before use. Editors can start using it immediately on any supported text field. Note: AI Assist is limited to supported text fields and does not automate workflow steps. See the AI Assist overview.

What are some example use cases for AI Assist?

AI Assist can be used for content generation (e.g., drafting product descriptions or blog introductions from a prompt), content improvement (refining text for clarity, tone, or readability), and translation (translating content into one or more target locales while preserving tone and meaning). Note: AI Assist does not support bulk operations or workflow automation; for those, consider AI Agents. See the AI Assist documentation.

What are AI Agents in Hygraph and who can use them?

AI Agents are automated workflow agents that run at defined stages of your content workflow, performing tasks such as SEO analysis, translation, and content summarization. They are configured without code and operate automatically when content reaches a specific workflow step. AI Agents is an enterprise feature currently in Early Access; production use should be evaluated accordingly. Contact the Hygraph sales team for access. Note: AI Agents is not available on all plans and may change as it evolves. See the AI Agents overview.

What tasks can AI Agents automate in Hygraph?

AI Agents can automate tasks such as generating SEO reports with feedback on content optimization, automatically translating content into target locales, and generating short summaries or abstracts for specified fields. Each agent is set up once and runs automatically for any entry that moves through the configured workflow step. Note: AI Agents is in Early Access and only available to enterprise customers; features may change. See the AI Agents documentation.

What is the MCP Server and how does it work with AI assistants?

The MCP Server connects external AI assistants (such as Claude, Cursor, VS Code, and Windsurf) to your Hygraph project using the Model Context Protocol. It provides a direct, permission-aware connection to your project's Content and Management APIs through a standardized interface. This allows tasks like bulk content updates, schema inspection, and cross-environment migrations to be completed with a single prompt. Note: The MCP Server requires developer setup and is independent of AI Assist and AI Agents. See the MCP Server documentation.

What are some example capabilities enabled by the MCP Server?

With the MCP Server, AI assistants can perform schema inspection (describing available content models, fields, and types), content operations (creating, reading, updating, and publishing entries via natural language), and bulk workflows (e.g., finding all draft entries and updating their priority in a single prompt). Note: The MCP Server is intended for developer use and requires integration with compatible AI assistants. See the MCP Server documentation.

Use Cases & Benefits

Who can benefit from Hygraph's AI features?

Hygraph's AI features are designed for editors (who can use AI Assist for content generation and translation), content teams (who can automate repetitive workflow tasks with AI Agents on Enterprise plans), and developers (who can connect external AI assistants via the MCP Server). Note: AI Agents is only available to enterprise customers and MCP Server requires developer setup. See the Hygraph AI documentation.

How do Hygraph's AI features help address common content management challenges?

Hygraph's AI features help address challenges such as manual content creation, inconsistent quality, and repetitive workflow tasks. AI Assist enables editors to generate and improve content quickly, while AI Agents automate tasks like translation and SEO analysis. The MCP Server allows developers to automate bulk operations and schema management via AI assistants. Note: Not all features are available on all plans; see documentation for details. Learn more.

Technical Requirements & Documentation

Where can I find technical documentation for Hygraph's AI features?

Technical documentation for Hygraph's AI features is available at: AI Assist, AI Agents, and MCP Server. These guides cover setup, configuration, and usage for editors, content teams, and developers. Note: Some features may require specific plan access or developer resources.

What are the technical requirements for using Hygraph's AI features?

AI Assist is available out of the box on all Hygraph plans and requires no additional setup. AI Agents is an enterprise feature in Early Access and requires configuration by content teams; production use should be evaluated accordingly. The MCP Server requires developer setup and integration with compatible AI assistants. Note: Not all features are available on all plans; consult the documentation for details. See the Hygraph AI documentation.

Security & Compliance

What security and compliance certifications does Hygraph hold?

Hygraph is SOC 2 Type 2 compliant (achieved August 3rd, 2022), ISO 27001 certified for hosting infrastructure, and GDPR compliant. These certifications demonstrate Hygraph's commitment to providing a secure and compliant platform for its users. Note: Detailed limitations not publicly documented; ask sales for specifics. See Hygraph's Secure Features page.

Customer Success & Case Studies

Can you share examples of customers using Hygraph's AI or automation features?

Hygraph has been adopted by companies such as Samsung, Dr. Oetker, Komax, AutoWeb, BioCentury, Voi, HolidayCheck, and Lindex Group for content management and automation. For example, Samsung improved customer engagement by 15% and Komax achieved 3x faster time to market. Note: Specific public case studies for AI features are not yet documented; see Hygraph's case studies page for more details.

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When was this page last updated?

This page wast last updated on 12/12/2025 .

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#AI and Automation

Hygraph's AI capabilities bring intelligent automation and content generation into your composable content workflows. These features support both content teams and developers, enabling faster content creation, smarter enrichment, and scalable workflow automation.

This section introduces the three core components of AI in Hygraph.

ComponentPrimary userPurpose
AI AssistEditorsGenerate, improve, and translate content directly in the editor
AI AgentsEditors, DevelopersAutomate workflow tasks such as SEO analysis, translation, and summarization
MCP ServerDevelopersConnect external AI assistants to your Hygraph project

AI Assist and AI Agents serve complementary purposes: AI Assist is editor-driven and on-demand, while AI Agents run automatically as part of a configured workflow. The MCP server is independent of both and enables external AI assistants like Claude or Cursor to interact with your project directly.

#AI Assist

AI Assist is Hygraph's intelligent content editing assistant, embedded directly in the content editor. It helps editors generate, improve, and translate content within the content entry experience without leaving the editor or requiring developer support.

AI Assist is available out of the box on all Hygraph plans and requires no configuration before use. Editors can start using it immediately on any supported text field.

#Example use cases

  • Content generation — Draft new product descriptions, blog introductions, or marketing copy based on a short prompt.
  • Content improvement — Refine existing text for clarity, tone, or readability to ensure consistent quality.
  • Translation — Translate content into one or more target locales while preserving tone and meaning.

See the AI Assist overview.

#AI Agents

AI Agents automate editorial tasks by running purpose-built agents at defined stages of your content workflow. Instead of requiring manual input, agents act automatically when content reaches a specific workflow step. They operate within your existing Hygraph content workflows, respecting all stage transitions, permissions, and rules.

Agents are configured in Hygraph without writing code. Each agent is set up once and runs automatically for any entry that moves through the configured workflow step.

#Available agents

  • SEO expert — Generates an SEO report with feedback on how well content is optimized for search, posted as a comment on the entry.
  • Translation agent — Automatically translates content into one or more target locales when it reaches the configured workflow step.
  • Content summarizer — Generates short summaries or abstracts and writes the output to a specified target field.

See the AI Agents overview.

#MCP Server

The MCP Server connects external AI assistants, such as Claude, Cursor, VS Code, and Windsurf, to your Hygraph project using the Model Context Protocol. It gives these assistants a direct, permission-aware connection to your project's Content and Management APIs through a standardized interface.

Instead of setting up integrations manually, you describe what you want in plain language and your AI assistant handles it. Tasks like bulk content updates, schema inspection, and cross-environment migrations can be completed with a single prompt.

#Example capabilities

  • Schema inspection — Ask your AI assistant to describe available content models, fields, and types in your project.
  • Content operations — Create, read, update, and publish entries via the MCP interface using natural language.
  • Bulk workflows — Run multi-step operations such as finding all draft entries and updating their priority in a single prompt.

See the MCP Server overview.

#Where to start

  • Editors — Start with AI Assist. It requires no setup and is available immediately in the content editor.
  • Content teams on Enterprise — Explore AI Agents to automate repetitive workflow tasks like translation, summarization, and SEO review.
  • Developers — See the MCP Server overview to connect your AI assistant of choice to your Hygraph project.