MCP & AI Agent Integration

OpenAI
automation.

41 AI agent actions for OpenAI — callable from any MCP-compatible runtime, Claude, Cursor, or Cerebral OS workflow. Use OpenAI to chain AI operations, process data, and build multi-model pipelines. Full governance, audit trail, and dry-run safety on every execution.

No credit card required
Live in production environments
<200ms median execution
Dry-run before production
Execution trace
live
41
actions
100%
governed
<200ms
latency
41
AI agent actions
0
Read operations
41
Write operations
0
High-risk actions (approval gated)
AI & ML OpenAI is a AI & ML integration — use it to automate AI model calls, data processing, and ML pipelines from any AI agent or MCP-compatible runtime.
Actions

What you can do
with OpenAI.

Every action below is available as an MCP tool and a verb in Cerebral OS — callable from any AI agent, Claude, Cursor, Windsurf, or your own runtime via the BYOA API. All executions are governed, audited, and dry-run safe.

Analyze Image Content
openai:analyze_image_content
Send a message or question about an image and receive a response
Write Medium risk
Cancel Run (Assistants)
openai:cancel_run
Cancels a run that is in progress
Write Medium risk
Chat
openai:chat
The Chat API, using the `gpt-3.5-turbo` or `gpt-4` model
Write Medium risk
Chat using File Search
openai:chat_using_file_search
Chat with your files knowledge base (vector stores)
Write Medium risk
Chat using Functions
openai:chat_using_functions
Chat with your models and allow them to invoke functions. Optionally, you can build and invoke workflows as functions
Write Medium risk
Chat using Web Search
openai:chat_using_web_search
Chat using the web search tool
Write Medium risk
Chat with Assistant
openai:chat_with_assistant
Sends a message and generates a response, storing the message history for a continuous conversation
Write Medium risk
Chat With Responses API
openai:chat_with_responses_api
Send a chat via the Responses API, mixing built-in tools and MCP server tools
Write Medium risk
Classify Items into Categories
openai:classify_items_into_categories
Classify items into specific categories using the Chat API
Write Medium risk
Convert Text to Speech (TTS)
openai:convert_text_to_speech
Generates audio from the input text
Write Medium risk
Create Assistant
openai:create_assistant
Creates an assistant with a model and instructions
Write Medium risk
Create Batch
openai:create_batch
Creates and executes a batch from an uploaded file of requests
Write Medium risk
Create Embeddings
openai:create_embeddings
Get a vector representation of a given input that can be easily consumed by machine learning models and algorithms
Write Medium risk
Create Fine Tuning Job
openai:create_fine_tuning_job
Creates a job that fine-tunes a specified model from a given dataset
Write Medium risk
Create Image (Dall-E)
openai:create_image
Creates an image given a prompt returning a URL to the image
Write Medium risk
Create Moderation
openai:create_moderation
Classifies if text is potentially harmful
Write Medium risk
Create Thread (Assistants)
openai:create_thread
Creates a thread with optional messages and metadata, and optionally runs the thread using the specified assistant
Write Medium risk
Create Transcription
openai:create_transcription
Transcribes audio into the input language
Write Medium risk
Create Vector Store
openai:create_vector_store
Create a vector store
Write Medium risk
Create Vector Store File
openai:create_vector_store_file
Create a vector store file
Write Medium risk
Delete File
openai:delete_file
Deletes a specified file from OpenAI
Write Medium risk
Delete Vector Store
openai:delete_vector_store
Delete a vector store
Write Medium risk
Delete Vector Store File
openai:delete_vector_store_file
Deletes a vector store file
Write Medium risk
List Files
openai:list_files
Returns a list of files that belong to the user's organization
Write Medium risk
List Messages (Assistants)
openai:list_messages
Lists the messages for a given thread
Write Medium risk
List Runs (Assistants)
openai:list_runs
Returns a list of runs belonging to a thread
Write Medium risk
List Run Steps (Assistants)
openai:list_run_steps
Returns a list of run steps belonging to a run
Write Medium risk
List Vector Store Files
openai:list_vector_store_files
Returns a list of vector store file
Write Medium risk
List Vector Stores
openai:list_vector_stores
Returns a list of vector stores
Write Medium risk
Modify an Assistant
openai:modify_assistant
Modifies an existing OpenAI assistant
Write Medium risk
Retrieve File
openai:retrieve_file
Retrieves a specific file from OpenAI
Write Medium risk
Retrieve File Content
openai:retrieve_file_content
Retrieves the contents of the specified file
Write Medium risk
Retrieve Run (Assistants)
openai:retrieve_run
Retrieves a specific run within a thread
Write Medium risk
Retrieve Run Step (Assistants)
openai:retrieve_run_step
Retrieve a specific run step in a thread
Write Medium risk
Retrieve Vector Store
openai:retrieve_vector_store
Retrieve a vector store
Write Medium risk
Retrieve Vector Store File
openai:retrieve_vector_store_file
Retrieve a vector store file
Write Medium risk
Create Completion (Send Prompt)
openai:send_prompt
OpenAI recommends using the **Chat** action for the latest `gpt-3.5-turbo` API, since it's faster and 10x cheaper. This action creates a completion for the provided prompt and parameters using the older `/completions` API
Write Medium risk
Submit Tool Outputs to Run (Assistants)
openai:submit_tool_outputs_to_run
Submits tool outputs to a run that requires action
Write Medium risk
Summarize Text
openai:summarize
Summarizes text using the Chat API
Write Medium risk
Translate Text (Whisper)
openai:translate_text
Translate text from one language to another using the Chat API
Write Medium risk
Upload File
openai:upload_file
Upload a file that can be used across various endpoints/features. The size of individual files can be a maximum of 512mb
Write Medium risk
MCP & Runtime API

Call OpenAI
from any AI agent.

Any AI agent — Claude, Cursor, LangChain, AutoGen, or your own — can call OpenAI actions through the Cerebral OS Runtime API. Governance, credentials, and audit trail fire automatically.

openai:analyze_image_content READ
# Call via Runtime API
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "openai:analyze_image_content",
    "args": {},
    "execution_id": "agent-001"
  }'
openai:analyze_image_content WRITE
# Dry-run first — no production risk
curl
-X POST \
  "https://api.cerebralos.com/v1/runtime/actions/run"
  -H "X-API-Key: YOUR_KEY" \
  -d '{
    "verb": "openai:analyze_image_content",
    "args": {},
    "execution_id": "agent-001",
    "metadata": {"dryRun": true}
  }'
Get your Runtime API key at app.cerebralos.com/signup — 1,000 free executions, no credit card required.
AI agent examples

What your AI agent
can do with OpenAI.

Real patterns your AI agent can execute via MCP or the Runtime API. Every action governed, dry-run safe, and fully audited.

Trigger
Workflow needs to write to OpenAI
Dry-run validates openai:analyze_image_content before execution
Approval gate fires if risk level is high
Action executes with full governance — logged, audited, reversible
Trigger
Event in OpenAI
Process with AI agent
Take governed action
Log to audit trail
How it works

Every OpenAI action
governed end-to-end.

Cerebral OS isn't a connector. It's the execution layer that sits in front of OpenAI — adding governance, dry-run safety, and a full audit trail to every operation.

Governance first
Every verb carries a risk classification. High-risk writes require explicit approval gates before they execute in production.
Dry-run safe
Simulate any OpenAI action before it touches production. See exactly what would happen before a single real call is made.
Immutable audit trail
Every OpenAI action is logged — what ran, what changed, who approved it, when it happened. Full history on every verb, forever.
Connect with

OpenAI works best
alongside these.

Build multi-step workflows that connect OpenAI to the rest of your stack. All governed. All audited.

OpenAI integration

Start free.
No credit card required.

Start free with 1,000 runs — no credit card required. Connect OpenAI in minutes, dry-run every action before it touches production, full audit trail on everything.

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