Connect Elasticsearch to AI agents

Connect Elasticsearch to Claude, Codex, Cursor, or other AI agents for your entire team. Metorial security, governance, observability, and gives your team a unified Magic MCP url to connect.

Supported Tools

cluster_health

Cluster Health

Get the health status and key metrics of the Elasticsearch cluster including node count, shard allocation status, and pending tasks. Optionally include node-level statistics.

list_indices

List Indices

List all indices in the Elasticsearch cluster with their health status, document count, and storage size. Can also retrieve detailed information about a specific index including its mappings, settings, and aliases.

get_document

Get Document

Retrieve one or more documents by ID from an Elasticsearch index. Supports fetching a single document or multiple documents across indices using multi-get.

bulk_operations

Bulk Operations

Perform multiple index, create, update, or delete operations in a single API call. Much more efficient than individual requests when processing many documents.

index_document

Index Document

Create or replace a document in an Elasticsearch index. Provide JSON document content and optionally specify a document ID. If no ID is provided, Elasticsearch will auto-generate one. If an ID is provided and a document already exists with that ID, it will be replaced.

update_document

Update Document

Partially update an existing document in an Elasticsearch index. Supports partial document updates (merge fields) or script-based updates for more complex modifications. Unlike indexing, this only modifies specified fields without replacing the entire document.

manage_index

Manage Index

Create, configure, open, close, or delete an Elasticsearch index. Supports setting mappings, settings, aliases, and number of replicas/shards during creation. Can also update mappings and settings on existing indices.

search_documents

Search Documents

Search and query documents in Elasticsearch using the full Query DSL. Supports full-text search, term-level queries, compound queries, aggregations, sorting, pagination, and source filtering. Can target a specific index or search across all indices.

manage_watch

Manage Watch

Create, update, delete, execute, activate, or deactivate Watcher alerts. Watches monitor data changes by running scheduled queries and triggering actions (email, webhook, index, logging) when conditions are met.

manage_alias

Manage Alias

Create, delete, or list index aliases. Aliases provide alternative names for indices or groups of indices, enabling seamless index switching and multi-index queries.

graph_explore

Graph Explore

Discover relationships between terms in an Elasticsearch index. The graph explore API extracts and summarizes connections in your data, helping identify significant co-occurrences and related terms.

esql_query

ES|QL Query

Execute an ES|QL query to filter, transform, and analyze data stored in Elasticsearch. ES|QL provides a pipe-based query language for powerful data exploration and manipulation.

manage_snapshot

Manage Snapshot

Create, restore, delete, or retrieve snapshots and snapshot repositories for cluster backups. Snapshots allow you to back up indices and cluster state for disaster recovery.

reindex

Reindex

Copy documents from one index to another, optionally applying a query filter or transformations via a script. Useful for migrating data between indices, changing mappings, or applying pipeline processing to existing data.

run_inference

Run Inference

Execute a machine learning inference task using a configured inference endpoint. Supports text embedding, sparse embedding, reranking, completion, and chat completion tasks. Can also list, create, update, or delete inference endpoints.

manage_security

Manage Security

Manage Elasticsearch security resources including users, roles, and API keys. Create, update, delete, and list users and roles for role-based access control. Create and invalidate API keys.

delete_document

Delete Document

Remove a document from an Elasticsearch index by its ID. Returns the result of the deletion operation.

manage_pipeline

Manage Ingest Pipeline

Create, update, delete, list, or simulate ingest pipelines. Pipelines consist of processors that transform and enrich documents before they are indexed. Use simulate to test a pipeline against sample documents.

manage_index_template

Manage Index Template

Create, retrieve, list, or delete Elasticsearch composable index templates. Index templates define settings, mappings, and aliases that apply automatically when matching indices or data streams are created.

manage_async_search

Manage Async Search

Submit, retrieve, or delete an Elasticsearch asynchronous search. Use this for long-running Query DSL searches when partial results are useful or when results should be retrieved later by ID.

More integrations teams use with Elasticsearch

GitHub

Manage repositories, issues, and pull requests. Create and configure branches, star repositories, review code, and merge changes. Automate CI/CD workflows with GitHub Actions, manage workflow runs, secrets, and artifacts. Track issues with labels, milestones, and assignees. Search across code, repositories, issues, and users. Manage organizations, teams, and memberships. Create and manage projects, gists, packages, deployments, and environments. Access security alerts including code scanning, secret scanning, and Dependabot alerts. Read and write file contents in repositories. Manage webhooks, notifications, and codespaces.

Sharepoint

Manage SharePoint sites, document libraries, lists, and files. Create, read, update, and delete lists and list items with custom columns. Upload, download, move, copy, and version files in document libraries. Search across sites, files, folders, lists, and list items using Microsoft Search. Manage permissions at site, list, and item levels with granular access control. Define and manage content types and site columns. Subscribe to webhooks for list and library change notifications. Retrieve site properties and search for sites across Microsoft 365.

Salesforce

Manage CRM data including Accounts, Contacts, Leads, Opportunities, Cases, and custom objects. Create, read, update, and delete records. Query data using SOQL and search across objects using SOSL. Perform bulk data operations for large-scale imports, exports, and migrations. Execute composite requests to batch multiple operations in a single API call. Access analytics, reports, and dashboards. Manage files and attachments associated with records. Interact with Chatter feeds, posts, and groups for social collaboration. Subscribe to real-time change events via Change Data Capture and Platform Events. Manage org metadata including custom objects, fields, layouts, and workflows. Query data using GraphQL for precise data retrieval across related objects.

Airtable

Create, read, update, and delete records in Airtable bases and tables. Manage base schemas including creating tables and fields. Filter records using formulas, sort by fields, and scope queries to specific views. Upsert records to find, create, or update in a single call. Upload attachments to records, read and write record comments, list accessible bases, and receive real-time base change events through webhooks.

Bitbucket

Manage Git repositories, pull requests, and CI/CD pipelines on Bitbucket Cloud. Create, fork, and configure repositories within workspaces and projects. Create, review, approve, merge, and decline pull requests with inline code comments. Browse source code, list commits, and manage branches and tags. Track issues with the built-in issue tracker. Trigger, monitor, and manage Bitbucket Pipelines. List workspace members, configure repository default reviewers and branch restrictions, create and manage repository webhooks, and search code across repositories.

Heroku

Deploy, manage, and scale applications on Heroku's cloud platform. Create and configure apps, scale dynos, provision add-ons (databases, caching, etc.), manage configuration variables, build and release code, add custom domains and SSL certificates, manage collaborators and team permissions, configure pipelines for continuous delivery, set up log drains, and sync data with Salesforce via Heroku Connect. Subscribe to webhooks for real-time notifications on app changes, builds, releases, dyno lifecycle events, and more.

Technical notes for Elasticsearch

Index, search, and analyze documents in Elasticsearch clusters. Create and manage indices with custom mappings and settings. Perform full-text search, structured queries, aggregations, and async search using Query DSL and ES|QL. Manage ingest pipelines to transform data before indexing. Run machine learning inference tasks including text embedding, reranking, completion, and anomaly detection. Monitor cluster health, node stats, and manage snapshots for backups. Configure cross-cluster replication and index lifecycle policies. Manage security including users, roles, API keys, and privileges. Explore graph relationships between terms. Set up Watcher alerts that poll data and trigger actions like emails or webhooks based on conditions.

Connect Elasticsearch to production AI agents

See how Metorial gives Elasticsearch access the governance, tracing, and security controls teams need.

Frequently asked questions

Common questions about connecting Elasticsearch to AI agents with Metorial.

  1. Can Metorial connect Elasticsearch to AI agents?
    Yes. Metorial connects AI agents to Elasticsearch through a governed integration layer, so teams can use the provider while keeping access controlled and observable.
  2. Metorial is MCP compatible and lets teams expose approved provider tools to MCP-capable agents and clients through a controlled access layer.
  3. Metorial applies policies across users, groups, providers, agents, and individual tools, then records the context around every agent interaction.
  4. Yes. Metorial records provider activity so teams can inspect tool calls, troubleshoot integrations, and give security teams the visibility they need.