Bigml

Learn how to use Bigml with Composio

Overview

SLUG: BIGML

Description

BigML is a comprehensive machine learning platform that simplifies the creation and deployment of predictive models through an intuitive web interface and a REST API.

Authentication Details

generic_api_key
stringRequired
username
stringRequired

Connecting to Bigml

Create an auth config

Use the dashboard to create an auth config for the Bigml toolkit. This allows you to connect multiple Bigml accounts to Composio for agents to use.

1

Select App

Navigate to the Bigml toolkit page and click “Setup Integration”.

2

Configure Auth Config Settings

Select among the supported auth schemes of and configure them here.

3

Create and Get auth config ID

Click “Create Integration”. After creation, copy the displayed ID starting with ac_. This is your auth config ID. This is not a sensitive ID — you can save it in environment variables or a database. This ID will be used to create connections to the toolkit for a given user.

Connect Your Account

Using API Key

1from composio import Composio
2from composio.types import auth_scheme
3
4# Replace these with your actual values
5bigml_auth_config_id = "ac_YOUR_BIGML_CONFIG_ID" # Auth config ID created above
6user_id = "0000-0000-0000" # UUID from database/app
7
8composio = Composio()
9
10def authenticate_toolkit(user_id: str, auth_config_id: str):
11 # Replace this with a method to retrieve an API key from the user.
12 # Or supply your own.
13 user_api_key = input("[!] Enter API key")
14
15 connection_request = composio.connected_accounts.initiate(
16 user_id=user_id,
17 auth_config_id=auth_config_id,
18 config={"auth_scheme": "API_KEY", "val": user_api_key}
19 )
20
21 # API Key authentication is immediate - no redirect needed
22 print(f"Successfully connected Bigml for user {user_id}")
23 print(f"Connection status: {connection_request.status}")
24
25 return connection_request.id
26
27
28connection_id = authenticate_toolkit(user_id, bigml_auth_config_id)
29
30# You can verify the connection using:
31connected_account = composio.connected_accounts.get(connection_id)
32print(f"Connected account: {connected_account}")

Tools

Executing tools

To prototype you can execute some tools to see the responses and working on the Bigml toolkit’s playground

Python
1from composio import Composio
2from openai import OpenAI
3import json
4
5openai = OpenAI()
6composio = Composio()
7
8# User ID must be a valid UUID format
9user_id = "0000-0000-0000" # Replace with actual user UUID from your database
10
11tools = composio.tools.get(user_id=user_id, toolkits=["BIGML"])
12
13print("[!] Tools:")
14print(json.dumps(tools))
15
16def invoke_llm(task = "What can you do?"):
17 completion = openai.chat.completions.create(
18 model="gpt-4o",
19 messages=[
20 {
21 "role": "user",
22 "content": task, # Your task here!
23 },
24 ],
25 tools=tools,
26 )
27
28 # Handle Result from tool call
29 result = composio.provider.handle_tool_calls(user_id=user_id, response=completion)
30 print(f"[!] Completion: {completion}")
31 print(f"[!] Tool call result: {result}")
32
33invoke_llm()

Tool List

Tool Name: Create External Connector

Description

Tool to create a new external connector for data sources. use after configuring external databases or search indices.

Action Parameters

connection
objectRequired
name
string
source
stringDefaults to postgresql

Action Response

data
objectRequired
error
string
successful
booleanRequired

Tool Name: Create Project

Description

Tool to create a new project. use when you need to group related bigml resources into a project.

Action Parameters

category
integer
description
string
name
string
tags
array
webhook
object

Action Response

data
objectRequired
error
string
successful
booleanRequired

Tool Name: Delete Project

Description

Tool to delete an existing project. use when you need to permanently remove a project resource after confirming it is not in use by other resources.

Action Parameters

project_id
stringRequired

Action Response

data
objectRequired
error
string
successful
booleanRequired

Tool Name: Get External Connector

Description

Tool to retrieve details of an external connector. use after creating or listing external connectors to inspect its state.

Action Parameters

id
stringRequired

Action Response

data
objectRequired
error
string
successful
booleanRequired

Tool Name: Get Project

Description

Tool to retrieve details of a project by id. use when you need to inspect project metadata before analysis.

Action Parameters

id
stringRequired

Action Response

data
objectRequired
error
string
successful
booleanRequired

Tool Name: List Correlations

Description

Tool to list correlation resources. use when you need to browse or paginate existing correlations for the authenticated user.

Action Parameters

limit
integer
offset
integer
sort_by
string

Action Response

data
objectRequired
error
string
successful
booleanRequired