llm-bedrock-converse 0.1.0

LLM plugin for AWS Bedrock Converse API with tool calling and embeddings support

llm-bedrock-converse

A powerful LLM plugin that provides AWS Bedrock integration using the Converse API, enabling advanced tool calling, streaming responses, and embeddings for Claude models.

✨ Features

• 🔧 Full Tool Calling Support - Native function calling with the Converse API
• 🌊 Streaming Responses - Real-time token streaming for interactive experiences
• 🎯 MCP Server Integration - Works seamlessly with llm-tools-mcp
• 📎 Multi-Modal Support - Handle images, PDFs, and videos
• 🔄 Conversation History - Maintain context across multiple turns
• 🚀 All Claude Models - Support for Claude 3, 3.5, 4, and cross-region profiles
• 📊 Titan Embeddings - Generate embeddings with Amazon Titan models
• ⚡ Automatic Retry Logic - Built-in throttling and error handling

📦 Installation

llm install llm-bedrock-converse

🔑 Configuration

The plugin uses standard AWS credentials via boto3. Configure your credentials using any of these methods:

# Environment variables
export AWS_ACCESS_KEY_ID=your_access_key
export AWS_SECRET_ACCESS_KEY=your_secret_key
export AWS_REGION=us-east-1

# Or use AWS CLI
aws configure

# Or use IAM roles (recommended for EC2/Lambda)

🚀 Usage

Basic Prompting

# Simple prompt
llm -m bedrock-converse/claude-3-haiku "Explain quantum computing"

# Using short alias
llm -m bc-haiku "What is the capital of France?"

# With system prompt
llm -m bc-sonnet-3.5 -s "You are a Python expert" "Write a decorator"

Tool Calling

# Built-in tools
llm -m bc-haiku -T llm_time "What time is it?"

# MCP servers (requires llm-tools-mcp)
llm -m bc-sonnet-3.5 -T MCP "What's the weather in Tokyo?"

# Custom functions
llm -m bc-haiku --functions 'def multiply(a: int, b: int) -> int: return a * b' \
    "What is 23 times 47?"

Chat Mode

# Interactive chat with conversation history
llm chat -m bc-sonnet-3.5

# Chat with system prompt
llm chat -m bc-haiku -s "You are a helpful coding assistant"

Multi-Modal Inputs

# Analyze an image
llm -m bc-sonnet-3.5 "Describe this image" -a image.jpg

# Process a PDF document
llm -m bc-opus "Summarize this document" -a report.pdf

# Multiple attachments
llm -m bc-sonnet-3.5 "Compare these images" -a img1.jpg -a img2.jpg

Embeddings

# Generate embeddings with Titan v2
llm embed -m titan-v2 -c "Hello world"

# Embed multiple texts
llm embed -m titan-v2 -c "Text 1" -c "Text 2" -c "Text 3"

# Use Titan v1
llm embed -m titan-v1 -c "Your text here"

🤖 Available Models

Claude Models

Model ID	Alias	Description
anthropic.claude-3-haiku-20240307-v1:0	bc-haiku	Fast, cost-effective
anthropic.claude-3-5-haiku-20241022-v1:0	bc-haiku-3.5	Enhanced Haiku
anthropic.claude-haiku-4-5-20251001-v1:0	bc-haiku-4.5	Latest Haiku
anthropic.claude-3-sonnet-20240229-v1:0	bc-sonnet	Balanced performance
anthropic.claude-3-5-sonnet-20240620-v1:0	bc-sonnet-3.5	Most popular
anthropic.claude-3-7-sonnet-20250219-v1:0	bc-sonnet-3.7	Advanced Sonnet
anthropic.claude-sonnet-4-20250514-v1:0	bc-sonnet-4	Claude 4 Sonnet
anthropic.claude-sonnet-4-5-20250929-v1:0	bc-sonnet-4.5	Latest Sonnet
anthropic.claude-3-opus-20240229-v1:0	bc-opus	Most capable
anthropic.claude-opus-4-20250514-v1:0	bc-opus-4	Claude 4 Opus
anthropic.claude-opus-4-1-20250805-v1:0	bc-opus-4.1	Latest Opus

Cross-Region Models

Model ID	Alias	Description
us.anthropic.claude-3-5-sonnet-20241022-v2:0	bc-sonnet-3.5-v2	US inference profile
us.anthropic.claude-sonnet-4-5-20250929-v1:0	bc-sonnet-4.5-us	US Sonnet 4.5
us.anthropic.claude-opus-4-1-20250805-v1:0	bc-opus-4.1-us	US Opus 4.1

Global Models

Model ID	Alias	Description
global.anthropic.claude-sonnet-4-20250514-v1:0	bc-sonnet-4-global	Global Sonnet 4
global.anthropic.claude-sonnet-4-5-20250929-v1:0	bc-sonnet-4.5-global	Global Sonnet 4.5

Embedding Models

Model ID	Alias	Dimensions
amazon.titan-embed-text-v2:0	titan-v2	1024
amazon.titan-embed-text-v1	titan-v1	1536

🛠️ Advanced Features

Retry Logic

The plugin automatically handles throttling with exponential backoff:

# Automatically retries on ThrottlingException
# Respects retry-after headers
# Up to 5 retry attempts with exponential backoff

Rate Limiting

Embeddings include built-in rate limiting (100 RPM for Titan models):

# Automatically enforces 0.6s minimum interval between requests
# Prevents throttling errors

Conversation Context

# Maintains full conversation history
llm chat -m bc-sonnet-3.5
> What is Python?
> Can you show me an example? # Context maintained

📚 Documentation

• LLM Documentation
• AWS Bedrock Converse API
• Tool Use Guide

🐛 Troubleshooting

No AWS credentials found

# Set credentials explicitly
export AWS_ACCESS_KEY_ID=your_key
export AWS_SECRET_ACCESS_KEY=your_secret
export AWS_REGION=us-east-1

Model not available in region

# Check model availability in your region
aws bedrock list-foundation-models --region us-east-1

# Use cross-region inference profiles (us. or global. prefix)
llm -m bc-sonnet-4.5-us "Your prompt"

Throttling errors

The plugin automatically retries with exponential backoff. If issues persist:

• Use cross-region profiles for better availability
• Implement request batching
• Request quota increases via AWS Support

📄 License

Apache License 2.0 - see LICENSE for details.

🤝 Contributing

Contributions welcome! Please feel free to submit issues or pull requests.

🔗 Links

• GitHub Repository
• PyPI Package
• LLM Plugin Ecosystem