Getting Started with Claude-Powered Coding in Smarter

Goal

Use a Claude-powered model in Smarter to assist with software development tasks such as generating code, explaining logic, and refactoring functions.

Prerequisites

  • A Smarter account

  • Access to an environment where Smarter is deployed

  • Basic understanding of REST APIs and JSON configuration

  • Familiarity with development workflows

Setup

Before starting, ensure the following:

  • Smarter platform is accessible

  • Anthropic API key is available

  • Provider configuration capability is enabled in Smarter

Concept Overview

Smarter integrates Large Language Models (LLMs) through a provider-model abstraction.

Provider

A provider represents an external LLM service (e.g., Anthropic).

Provider Model

A provider model defines:

  • the model identifier

  • supported capabilities

  • how Smarter interacts with the model

For Claude-based workflows, the provider must expose capabilities such as:

  • text generation

  • streaming responses

  • tool usage (for advanced coding workflows)

Step-by-Step

Step 1: Define Anthropic Provider Configuration

Create a provider entry representing Anthropic.

Key attributes:

Step 2: Define Claude Model Configuration

Create a model entry describing Claude capabilities.

The following example shows a minimal provider-model configuration:

Example Anthropic provider-model configuration
 1{
 2  "provider": "Anthropic",
 3  "base_url": "https://api.anthropic.com",
 4  "api_key_env": "ANTHROPIC_API_KEY",
 5  "model": "claude-coding-model",
 6  "supports_text_input": true,
 7  "supports_text_generation": true,
 8  "supports_streaming": true,
 9  "supports_tools": true,
10  "supports_summarization": true
11}

Step 3: Load Configuration into Smarter

Depending on your environment, configuration may be loaded through:

  • database entries (admin UI)

  • configuration files

  • API-based provider registration

Once loaded, Smarter will register:

  • the provider (Anthropic)

  • the associated model (Claude)

Step 4: Verify Model Availability

Smarter includes a provider verification mechanism.

Verification typically checks:

  • text generation capability

  • response formatting

  • streaming support (if enabled)

Successful verification confirms the model is ready for use.

Step 5: Use Claude for Coding Tasks

Navigate to Smarter’s interface and select the configured Claude model.

Example prompt:

“Write a Python function that validates an email address.”

You can then extend the workflow:

  • “Add unit tests”

  • “Refactor for readability”

  • “Explain the regex logic”

Proof of Concept

A successful setup allows developers to:

  • generate working code

  • receive explanations

  • iterate on prompts interactively

Example outcome:

  • Python function for email validation

  • unit tests

  • explanation of logic

This demonstrates a virtual coding pair workflow using Claude.

Troubleshooting

Provider Not Found

  • Ensure provider configuration is loaded correctly

  • Verify base_url and provider name

Authentication Errors

  • Confirm API key is valid

  • Check environment variables or configuration source

Model Not Responding

  • Ensure model capabilities match request type

  • Verify endpoint compatibility with Smarter

Verification Failures

  • Check request/response format compatibility

  • Ensure required capabilities are enabled

Best Practices

  • Keep prompts specific and structured

  • Use iterative refinement

  • Validate generated code before production use

Conclusion

By configuring Anthropic as a provider and defining a Claude-capable model, Smarter enables developers to leverage AI-assisted coding workflows, improving productivity and code quality.

External Resources