Diabetes Risk Assessment API Using AI and ML API ID: 6825

The Diabetes Risk Assessment API leverages advanced AI and machine learning algorithms to evaluate individual health metrics and deliver a classification of diabetes risk as either 'Positive' or 'Negative'.
Use this API from your AI agent via MCP
Works with OpenClaw, Claude Code/Desktop, Cursor, Windsurf, Cline and any MCP-compatible AI client.
Docs & setup
Create a skill by wrapping this MCP: https://mcp.zylalabs.com/mcp?apikey=YOUR_ZYLA_API_KEY

This API requests per value provides a class result ('Positive' or 'Negative') for the individual predicted Diabetes Diagnose Risk. The AI algorithm consists of ML (Machine Learning) techniques for the Classification task. Please contact us for more information about the model. We here cite previous work and acknowledge the involved researchers for providing this Dataset. Citation: 'Early Stage Diabetes Risk Prediction [Dataset]. (2020). UCI Machine Learning Repository.'

API Documentation

Endpoints


EXAMPLE USE OF "/diabetes" endpoint for required input parameters:


                                                                            
GET https://pr140-testing.zylalabs.com/api/6825/diabetes+risk+assessment+api+using+ai+and+ml/10314/diabetes
                                                                            
                                                                        

diabetes - Endpoint Features

Object Description
Obesity [Required] "Yes" or "No"
weakness [Required] "Yes" or "No"
VB [Required] "Yes" or "No" (visual blurring)
SWL [Required] "Yes" or "No" (sudden weight loss)
Polyuria [Required] "Yes" or "No"
Polyphagia [Required] "Yes" or "No"
Polydipsia [Required] "Yes" or "No"
PP [Required] "Yes" or "No" (partial paresis)
Age [Required] 20-...
MS [Required] "Yes" or "No" (muscle stiffness)
Itching [Required] "Yes" or "No"
Irritability [Required] "Yes" or "No"
Gender [Required] "Male" or "Female"
GT [Required] "Yes" or "No" (genital thrush)
DH [Required] "Yes" or "No" (delayed healing)
Alopecia [Required] "Yes" or "No"
Test Endpoint

API EXAMPLE RESPONSE

       
                                                                                                        
                                                                                                                                                                                                                                                                                                                                        EXAMPLE CALL:

/diabetes?Age=45&Gender=Male&Polyuria=No&Polydipsia=No&SWL=Yes&weakness=Yes&Polyphagia=Yes&GT=Yes&VB=No&Itching=Yes&Irritability=No&DH=Yes&PP=No&MS=No&Alopecia=No&Obesity=No
   
RES: 
        {
          "value": "['Positive']"
        }
                                                                                                                                                                                                                    
                                                                                                    

Diabetes - CODE SNIPPETS


curl --location --request GET 'https://zylalabs.com/api/6825/diabetes+risk+assessment+api+using+ai+and+ml/10314/diabetes?Obesity=Required&weakness=Required&VB=Required&SWL=Required&Polyuria=Required&Polyphagia=Required&Polydipsia=Required&PP=Required&Age=Required&MS=Required&Itching=Required&Irritability=Required&Gender=Required>=Required&DH=Required&Alopecia=Required' --header 'Authorization: Bearer YOUR_API_KEY' 


    

List all vars and possible values.



                                                                            
GET https://pr140-testing.zylalabs.com/api/6825/diabetes+risk+assessment+api+using+ai+and+ml/10315/listallvars
                                                                            
                                                                        

listallvars - Endpoint Features

Object Description
Test Endpoint

API EXAMPLE RESPONSE

       
                                                                                                        
                                                                                                                                                                                                                                                                                                                                        {
"Age": "20-...",
"Alopecia": "1.Yes, 2.No.",
"DH": "delayed healing (1.Yes, 2.No.)",
"GT": "Genital thrush (1.Yes, 2.No.)",
"Gender": "1. Male, 2.Female",
"Irritability": "1.Yes, 2.No.",
"Itching": "1.Yes, 2.No.",
"MS": "muscle stiffness (1.Yes, 2.No.)",
"Obesity": "1.Yes, 2.No.",
"PP": "partial paresis (1.Yes, 2.No.)",
"Polydipsia": "1.Yes, 2.No.",
"Polyphagia": "1.Yes, 2.No.",
"Polyuria": "1.Yes, 2.No.",
"SWL": "sudden weight loss (1.Yes, 2.No.)",
"VB": "visual blurring (1.Yes, 2.No.)",
"weakness": "1.Yes, 2.No."
}
                                                                                                                                                                                                                    
                                                                                                    

Listallvars - CODE SNIPPETS


curl --location --request GET 'https://zylalabs.com/api/6825/diabetes+risk+assessment+api+using+ai+and+ml/10315/listallvars' --header 'Authorization: Bearer YOUR_API_KEY' 


    

This API endpoint provides information about this API



                                                                            
GET https://pr140-testing.zylalabs.com/api/6825/diabetes+risk+assessment+api+using+ai+and+ml/10316/info
                                                                            
                                                                        

Test Endpoint

API EXAMPLE RESPONSE

       
                                                                                                        
                                                                                                                                                                                                                                                                                                                                        {
  "API Info:": "This API requests per values provides a class result ('Positive' or 'Negative') for the individual predicted Diabetes Diagnose Risk. The AI algorithm consists of ML (Machine Learning) techniques for the Classification task. Please contact us for more information about the model. We here cite previous work and acknowledge the involved researchers for providing this Dataset. Citation: 'Early Stage Diabetes Risk Prediction [Dataset]. (2020). UCI Machine Learning Repository.'"
}
                                                                                                                                                                                                                    
                                                                                                    

Info - CODE SNIPPETS


curl --location --request GET 'https://zylalabs.com/api/6825/diabetes+risk+assessment+api+using+ai+and+ml/10316/info' --header 'Authorization: Bearer YOUR_API_KEY' 


    

API Access Key & Authentication

After signing up, every developer is assigned a personal API access key, a unique combination of letters and digits provided to access to our API endpoint. To authenticate with the Diabetes Risk Assessment API Using AI and ML simply include your bearer token in the Authorization header.
Headers
Header Description
Authorization [Required] Should be Bearer access_key. See "Your API Access Key" above when you are subscribed.

Simple Transparent Pricing

No long-term commitment. Upgrade, downgrade, or cancel anytime. Free Trial includes up to 50 requests.

🚀 Enterprise

Starts at
$ 10,000/Year


  • Custom Volume
  • Custom Rate Limit
  • Specialized Customer Support
  • Real-Time API Monitoring

Customer favorite features

  • ✔︎ Only Pay for Successful Requests
  • ✔︎ Free 7-Day Trial
  • ✔︎ Multi-Language Support
  • ✔︎ One API Key, All APIs.
  • ✔︎ Intuitive Dashboard
  • ✔︎ Comprehensive Error Handling
  • ✔︎ Developer-Friendly Docs
  • ✔︎ Postman Integration
  • ✔︎ Secure HTTPS Connections
  • ✔︎ Reliable Uptime

Diabetes Risk Assessment API Using AI and ML FAQs

The `GET diabetes` endpoint returns a classification of diabetes risk as either 'Positive' or 'Negative' based on the provided health metrics. The `GET listallvars` endpoint returns a list of variables and their possible values, while the `GET info` endpoint provides general information about the API and its functionality.

The key field in the `GET diabetes` response is "value," which indicates the diabetes risk classification. In the `GET listallvars` response, each variable (e.g., Age, Gender) is a key, with its possible values listed as descriptions.

The `GET diabetes` endpoint accepts parameters such as Age, Gender, Polyuria, Polydipsia, SWL, weakness, Polyphagia, GT, VB, Itching, Irritability, DH, PP, MS, Alopecia, and Obesity, allowing users to customize their risk assessment based on individual health metrics.

The response data from the `GET diabetes` endpoint is organized as a JSON object containing a single key, "value," which holds the risk classification. The `GET listallvars` response is structured as a JSON object with variable names as keys and their descriptions as values.

The data used in the Diabetes Risk Assessment API is sourced from the "Early Stage Diabetes Risk Prediction" dataset, available in the UCI Machine Learning Repository. The API acknowledges the contributions of the researchers who provided this dataset.

Typical use cases for this API include healthcare applications assessing diabetes risk for patients, research studies analyzing diabetes prevalence, and wellness programs aiming to provide personalized health recommendations based on individual risk factors.

Users can utilize the returned data by interpreting the risk classification from the `GET diabetes` endpoint to inform healthcare decisions. The variable descriptions from `GET listallvars` can help users understand the input parameters needed for accurate assessments.

Data accuracy is maintained through the use of advanced AI and machine learning algorithms that analyze health metrics. The underlying model is based on a well-established dataset, and users can contact the API provider for more details on the model's validation and performance metrics.

General FAQs

To obtain your API key, you first need to sign in to your account and subscribe to the API you want to use. Once subscribed, go to your Profile, open the Subscription section, and select the specific API. Your API key will be available there and can be used to authenticate your requests.

You can’t switch APIs during the free trial. If you subscribe to a different API, your trial will end and the new subscription will start as a paid plan.

If you don’t cancel before the 7th day, your free trial will end automatically and your subscription will switch to a paid plan under the same plan you originally subscribed to, meaning you will be charged and gain access to the API calls included in that plan.

The free trial ends when you reach 50 API requests or after 7 days, whichever comes first. 

No, the free trial is available only once, so we recommend using it on the API that interests you the most. Most of our APIs offer a free trial, but some may not include this option.

 Yes, we offer a 7-day free trial that allows you to make up to 50 API calls at no cost, so you can test our APIs without any commitment. 

Zyla API Hub is like a big store for APIs, where you can find thousands of them all in one place. We also offer dedicated support and real-time monitoring of all APIs. Once you sign up, you can pick and choose which APIs you want to use. Just remember, each API needs its own subscription. But if you subscribe to multiple ones, you'll use the same key for all of them, making things easier for you.

Prices are listed in USD (United States Dollar), EUR (Euro), CAD (Canadian Dollar), AUD (Australian Dollar), and GBP (British Pound). We accept all major debit and credit cards. Our payment system uses the latest security technology and is powered by Stripe, one of the world's most reliable payment companies. If you have any trouble paying by card, just contact us at [email protected]

Additionally, if you already have an active subscription in any of these currencies (USD, EUR, CAD, AUD, GBP), that currency will remain for subsequent subscriptions. You can change the currency at any time as long as you don't have any active subscriptions.
The local currency shown on the pricing page is based on the country of your IP address and is provided for reference only. The actual prices are in USD (United States Dollar). When you make a payment, the charge will appear on your card statement in USD, even if you see the equivalent amount in your local currency on our website. This means you cannot pay directly with your local currency.
Occasionally, a bank may decline the charge due to its fraud protection settings. We suggest reaching out to your bank initially to check if they are blocking our charges. Also, you can access the Billing Portal and change the card associated to make the payment. If these does not work and you need further assistance, please contact our team at [email protected]
Prices are determined by a recurring monthly or yearly subscription, depending on the chosen plan.
API calls are deducted from your plan based on successful requests. Each plan comes with a specific number of calls that you can make per month. Only successful calls, indicated by a Status 200 response, will be counted against your total. This ensures that failed or incomplete requests do not impact your monthly quota.
Zyla API Hub works on a recurring monthly subscription system. Your billing cycle will start the day you purchase one of the paid plans, and it will renew the same day of the next month. So be aware to cancel your subscription beforehand if you want to avoid future charges.
To upgrade your current subscription plan, simply go to the pricing page of the API and select the plan you want to upgrade to. The upgrade will be instant, allowing you to immediately enjoy the features of the new plan. Please note that any remaining calls from your previous plan will not be carried over to the new plan, so be aware of this when upgrading. You will be charged the full amount of the new plan.
To check how many API calls you have left for the current month, refer to the 'X-Zyla-API-Calls-Monthly-Remaining' field in the response header. For example, if your plan allows 1,000 requests per month and you've used 100, this field in the response header will indicate 900 remaining calls.
To see the maximum number of API requests your plan allows, check the 'X-Zyla-RateLimit-Limit' response header. For instance, if your plan includes 1,000 requests per month, this header will display 1,000.
The 'X-Zyla-RateLimit-Reset' header shows the number of seconds until your rate limit resets. This tells you when your request count will start fresh. For example, if it displays 3,600, it means 3,600 seconds are left until the limit resets.
Yes, you can cancel your plan anytime by going to your account and selecting the cancellation option on the Billing page. Please note that upgrades, downgrades, and cancellations take effect immediately. Additionally, upon cancellation, you will no longer have access to the service, even if you have remaining calls left in your quota.
After 7 days, you will be charged the full amount for the plan you were subscribed to during the trial. Therefore, it's important to cancel before the trial period ends. Refund requests for forgetting to cancel on time are not accepted.
When you subscribe to an API free trial, you can make up to 50 API calls. If you wish to make additional API calls beyond this limit, the API will prompt you to perform an "Start Your Paid Plan." You can find the "Start Your Paid Plan" button in your profile under Subscription -> Choose the API you are subscribed to -> Pricing tab.
Payout Orders are processed between the 20th and the 30th of each month. If you submit your request before the 20th, your payment will be processed within this timeframe.
You can contact us through our chat channel to receive immediate assistance. We are always online from 8 am to 5 pm (EST). If you reach us after that time, we will get back to you as soon as possible. Additionally, you can contact us via email at [email protected]

Related APIs