Connect Studio by Ai 21 Labs to AI agents

Connect Studio by Ai 21 Labs 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

paraphrase

Paraphrase Text

Generate alternative phrasings of input text. Choose from different styles like casual, formal, short, long, or general. Optionally paraphrase only a subsection of the text using start and end indices.

text_completion

Text Completion

Generate text completions using AI21's Jurassic-2 models. Provide a prompt and receive one or more continuations. Supports configurable temperature, penalties, and stop sequences.

segment_text

Segment Text

Break long text into paragraphs segmented by distinct topics. Each segment represents a coherent topical unit. Can also process content from a URL.

get_file

Get Library File

Retrieve metadata for a specific file in your AI21 document library by its ID.

maestro_run

Maestro Run

Create and execute a Maestro AI agent run. Maestro is an AI orchestration system that can search, reason, validate, and adapt in real time. Supports model selection (AI21 or third-party), compute budget control, requirements validation, and tool integration including file search and web search.

text_improvements

Text Improvements

Analyze text and suggest improvements for fluency, vocabulary, and clarity. Select one or more improvement types to apply.

summarize

Summarize Text

Generate a grounded summary of text or a web page URL. The summary stays faithful to the original content. Optionally focus the summary on a specific topic or keyword.

contextual_answer

Contextual Answer

Answer a question based on a provided context document. Returns an answer only if it can be found in the context, preventing hallucination. Returns null if the answer is not in the context.

grammar_check

Grammar Check

Detect and suggest corrections for grammatical errors in text. Identifies issues including grammar, spelling, punctuation, missing words, wrong words, and word repetition.

list_files

List Library Files

List files in your AI21 document library. Optionally filter by labels. Returns file metadata including name, type, size, status, and labels.

delete_file

Delete Library File

Permanently delete a file from your AI21 document library.

update_file

Update Library File

Update metadata of a file in your AI21 document library. You can modify labels and the public URL.

conversational_rag

Conversational RAG

Ask questions over your uploaded documents using conversational RAG. Supports multi-turn conversations, document filtering by labels or file IDs, and configurable retrieval strategies. The system determines whether to answer from model knowledge or retrieved documents.

chat_completion

Chat Completion

Generate a chat completion using AI21's Jamba models. Supports multi-turn conversations with system, user, assistant, and tool messages. Optionally enable JSON mode, pass documents for context, or define tools for function calling.

summarize_by_segment

Summarize by Segment

Break text or a web page into logical segments and summarize each one individually. Useful for long documents where you need per-section summaries rather than one overall summary.

More integrations teams use with Studio by Ai 21 Labs

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.

Confluence

Create, read, update, and delete pages, blog posts, comments, and attachments in Confluence spaces. Manage spaces, permissions, labels, and content restrictions. Search content using Confluence Query Language (CQL). Upload and download file attachments with versioning. Manage users, groups, and group memberships. Create and manage whiteboards, databases, folders, and templates. View and update inline tasks. Access audit logs. Listen for webhooks on page, blog, comment, attachment, space, label, and user events.

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.

Technical notes for Studio by Ai 21 Labs

Access AI21 Labs' Jamba and Jurassic-2 large language models for chat completions, text generation, and specialized language processing tasks. Generate conversational responses with long-context support (256K tokens), orchestrate AI agents via Maestro for RAG and enterprise automation, and upload/manage documents for conversational retrieval-augmented generation. Task-specific APIs enable text summarization, paraphrasing, text segmentation, grammatical error correction, text improvement suggestions, and contextual question answering. Supports streaming, function calling, JSON mode, and configurable generation parameters.

Connect Studio by Ai 21 Labs to production AI agents

See how Metorial gives Studio by Ai 21 Labs access the governance, tracing, and security controls teams need.

Frequently asked questions

Common questions about connecting Studio by Ai 21 Labs to AI agents with Metorial.

  1. Can Metorial connect Studio by Ai 21 Labs to AI agents?
    Yes. Metorial connects AI agents to Studio by Ai 21 Labs 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.