Connect Vectorshift to AI agents

Connect Vectorshift 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

create_chatbot

Create Chatbot

Create a new chatbot in VectorShift backed by a pipeline. Chatbots can be used for customer support, onboarding, lead collection, and advisory workflows.

list_knowledge_bases

List Knowledge Bases

List all knowledge bases in the VectorShift account. Optionally include shared knowledge bases and retrieve full details.

add_data_to_knowledge_base

Add Data to Knowledge Base

Add data to an existing knowledge base. Supports adding content via URL (with optional recursive crawling) or plain text. The data will be processed, chunked, and indexed for semantic search.

delete_chatbot

Delete Chatbot

Permanently delete a chatbot from VectorShift. This action cannot be undone.

create_knowledge_base

Create Knowledge Base

Create a new knowledge base in VectorShift. Knowledge bases store and index documents for semantic search within AI workflows. Configure document processing options such as chunk size, overlap, and processing implementation.

query_knowledge_base

Query Knowledge Base

Perform semantic search queries against a knowledge base. Returns the most relevant document chunks matching your queries. Supports multiple queries in a single request with optional context, result limits, reranking, and query transformation.

list_pipelines

List Pipelines

List all pipelines in the VectorShift account. Optionally include shared pipelines and retrieve full pipeline details.

delete_pipeline

Delete Pipeline

Permanently delete a pipeline from VectorShift. This action cannot be undone.

run_chatbot

Run Chatbot

Send a message to a VectorShift chatbot and receive a response. Supports multi-turn conversations by passing a conversation ID. Use for customer support, onboarding, lead collection, and advisory use cases.

bulk_run_pipeline

Bulk Run Pipeline

Execute a VectorShift pipeline multiple times in a single request. Each run receives its own set of input key-value pairs. Useful for batch processing scenarios where the same pipeline needs to process multiple datasets.

delete_transformation

Delete Transformation

Permanently delete a transformation from VectorShift. This action cannot be undone.

run_transformation

Run Transformation

Execute a transformation (arbitrary code) in VectorShift's isolated execution environment. Provide input key-value pairs matching the transformation's schema and receive computed results.

list_chatbots

List Chatbots

List all chatbots in the VectorShift account. Optionally include shared chatbots and retrieve full chatbot details.

get_knowledge_base

Get Knowledge Base

Fetch details of a specific knowledge base by its ID or name. Returns the full knowledge base configuration and metadata.

run_pipeline

Run Pipeline

Execute a VectorShift pipeline with the provided inputs. Pipelines are AI workflows that process data through connected components. Provide input key-value pairs matching the pipeline's expected inputs and receive the computed outputs.

manage_documents

Manage Knowledge Base Documents

List or delete documents within a knowledge base. Use to browse indexed documents, filter by title, or remove specific documents from the knowledge base.

get_transformation

Get Transformation

Fetch details of a specific transformation by its ID or name. Returns the full transformation configuration including function code, input/output schemas, and metadata.

list_transformations

List Transformations

List all transformations in the VectorShift account. Optionally include shared transformations and retrieve full details.

terminate_chatbot_session

Terminate Chatbot Session

Terminate an active chatbot conversation session. Use this to end long-running or stuck chatbot sessions.

control_pipeline_run

Control Pipeline Run

Control an active pipeline run by terminating, pausing, or resuming it. Use this to manage long-running or stuck pipeline executions.

get_chatbot

Get Chatbot

Fetch details of a specific chatbot by its ID or name. Returns the full chatbot configuration, deployment status, and metadata.

delete_knowledge_base

Delete Knowledge Base

Permanently delete a knowledge base and all its indexed documents from VectorShift. This action cannot be undone.

get_pipeline

Get Pipeline

Fetch details of a specific pipeline by its ID or name. Returns the full pipeline configuration and metadata.

create_transformation

Create Transformation

Create a new transformation in VectorShift. Transformations allow you to run arbitrary code in an isolated execution environment. Define the function code, input/output schemas, and metadata.

More integrations teams use with Vectorshift

Linear

Create, read, update, and delete issues across teams with support for priorities, labels, assignees, due dates, and workflow states. Manage projects that group related issues, and organize work into time-boxed cycles (sprints). Create and manage documents, comments, and file attachments. Search issues using vector similarity or rich filters. Configure teams, workflow states, and labels. Track customers and link them to issues. Subscribe to real-time webhooks for changes to issues, projects, cycles, comments, documents, and more.

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.

Microsoft Outlook

Send, read, reply to, forward, and manage email messages in user mailboxes. Organize messages into folders, apply categories, flags, and importance levels. Manage file and item attachments. Create, update, delete, and respond to calendar events and meetings. Find available meeting times, manage attendees, handle recurrence, and work with shared or delegated calendars. Create, read, update, and delete contacts, organize them into contact folders, and manage contact photos. Manage tasks and task lists via Microsoft To Do, including due dates, reminders, recurrence, and checklist items. Subscribe to webhook notifications for changes to messages, calendar events, and contacts. Support for Focused Inbox, @-mentions, mail tips, send-on-behalf, and send-as capabilities.

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.

Technical notes for Vectorshift

Build, run, and manage AI workflows (pipelines), knowledge bases, chatbots, and transformations on VectorShift's automation platform. Run pipelines individually or in bulk with custom inputs, and control execution by pausing, resuming, or terminating runs. Create and query knowledge bases with semantic search, add documents/files/URLs, and manage stored content. Deploy and run chatbot conversations programmatically, upload session files, and manage chatbot lifecycles. Execute arbitrary code via transformations in an isolated environment. Create, list, fetch, and delete pipelines, knowledge bases, chatbots, and transformations.

Connect Vectorshift to production AI agents

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

Frequently asked questions

Common questions about connecting Vectorshift to AI agents with Metorial.

  1. Can Metorial connect Vectorshift to AI agents?
    Yes. Metorial connects AI agents to Vectorshift 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.