LLM API Suitability Analyzer

Public

API Details

The LLM API Suitability Analyzer is a specialized service designed to evaluate API descriptions and assess their compatibility with Large Language Model (LLM) implementations. This API analyzes the given description against a set of predefined criteria to determine if the proposed API is well-suited for execution purely through an LLM's capabilities. It considers factors such as the need for external data sources, statelessness, compliance with usage policies, knowledge cutoff limitations, response time feasibility, data privacy concerns, task clarity, and ethical considerations. The analyzer provides a comprehensive assessment, helping developers and architects make informed decisions about whether a proposed API concept is appropriate for LLM-backed implementation.

Request Schema

PropertyTypeRequiredDescription
api_description
string
required
A detailed description of the API to be analyzed for LLM suitability.

Response Schema

PropertyTypeRequiredDescription
assessment
object
required
-
statelessness
boolean
optionalWhether each API call is independent and maintains no state across sessions.
ethically_sound
boolean
optionalWhether the API aligns with ethical guidelines and legal standards.
data_privacy_compliant
boolean
optionalWhether the API avoids processing sensitive personal or confidential information.
feasible_response_time
boolean
optionalWhether the API can provide responses within acceptable timeframes.
llm_only_functionality
boolean
optionalWhether the API's functionality can be achieved solely through LLM capabilities.
no_external_data_access
boolean
optionalWhether the API requires no access to external data sources.
within_knowledge_cutoff
boolean
optionalWhether the API's requirements fall within the LLM's knowledge cutoff date.
clear_and_specific_tasks
boolean
optionalWhether the API's intended functionality is clear and well-defined.
compliance_with_policies
boolean
optionalWhether the API adheres to acceptable use policies and ethical guidelines.
self_contained_processing
boolean
optionalWhether the API's operations are fully self-contained within LLM reasoning abilities.
is_suitable
boolean
required
Indicates whether the API is suitable for LLM-backed implementation.
overall_score
number
required
A numerical score (0-100) indicating the overall suitability of the API for LLM implementation.
recommendations
string[]
required
Suggestions for improving the API's suitability for LLM implementation, if applicable.

API Metadata

ID650
Version
v1
Method
post
Endpoint

/llm-api-suitability-analyzer/v1

Tags
API Assessment
LLM Compatibility
API Review
Functionality Evaluation

API Examples

Example Request
{
  "api_description": "An API that generates creative writing prompts for aspiring authors. The API should take a genre and optional theme as input, and return a unique, thought-provoking writing prompt that encourages creativity and helps writers overcome writer's block."
}
Example Response
{
  "assessment": {
    "statelessness": true,
    "ethically_sound": true,
    "data_privacy_compliant": true,
    "feasible_response_time": true,
    "llm_only_functionality": true,
    "no_external_data_access": true,
    "within_knowledge_cutoff": true,
    "clear_and_specific_tasks": true,
    "compliance_with_policies": true,
    "self_contained_processing": true
  },
  "is_suitable": true,
  "overall_score": 95,
  "recommendations": [
    "Consider adding an option for specifying the desired length or complexity of the writing prompt.",
    "Implement input validation to ensure the provided genre is recognized and supported."
  ]
}