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An agent for interacting with Blask API based on Swagger spec

Project description

BlaskAPIAgentManager

BlaskAPIAgentManager is a Python library that provides a sophisticated pipeline for interacting with the Blask API based on Swagger specifications. It automates API discovery, planning, and execution to retrieve relevant data based on natural language queries.

Features

  • Automatic API Planning: Intelligently plans the right API calls based on natural language queries
  • API Call Orchestration: Executes API calls in the optimal order with proper parameters
  • Data Enrichment: Automatically enriches data by resolving IDs to human-readable names
  • Result Synthesis: Summarizes API responses into coherent, user-friendly answers
  • RAG Enhancement: Can enhance Retrieval-Augmented Generation answers with live API data

Installation

Quick Install with pip

pip install BlaskAPIAgentManager

Install with uv (Recommended)

For a faster, more reliable installation, you can use uv, a Python packaging tool for fast installation:

# Install uv if you don't have it
curl -LsSf https://astral.sh/uv/install.sh | sh

# Install BlaskAPIAgentManager with uv
uv pip install BlaskAPIAgentManager

Local Development Installation

For local development or contributing to the project:

  1. Clone the repository:
git clone https://gitlab.private.blask.com/blask/ml-ai/blaskapiagentmanager
cd blaskapiagentmanager
  1. Create and activate a virtual environment:

Using standard venv:

# Create virtual environment
python -m venv venv

# Activate on macOS/Linux
source venv/bin/activate

# Activate on Windows
venv\Scripts\activate

Using uv (recommended):

# Create virtual environment
uv venv

# Activate on macOS/Linux
source .venv/bin/activate

# Activate on Windows
.venv\Scripts\activate
  1. Install the package in development mode:
# Using standard pip
pip install -e .

# Using uv (recommended)
uv pip install -e .

Configuration

Create a .env file in your project root with the following variables:

BLASK_USERNAME=your_username
BLASK_PASSWORD=your_password
OPENROUTER_API_KEY=your_openrouter_api_key
SWAGGER_JSON_URL=link_to_swagger_json
LOGIN_URL=link_to_login
BASE_URL=base_api_url

Usage

Basic Usage

from BlaskAPIAgentManager import BlaskPipeline

# Initialize the pipeline
pipeline = BlaskPipeline()

# Process a natural language query
result = pipeline.process_query("What are the top 5 performing countries by GGR in the last 3 months?")

# Print the summary
print(result["summary"])

# Access the raw data
api_data = result["data"]

Components

  • BlaskAPIAgentManager: The name of the Python package.
  • BlaskPipeline: Main orchestrator that manages the entire workflow from query to summarized result.
  • BlaskAPIAgent: Core agent for authenticating and interacting with the Blask API.
  • PlannerTool: Plans the sequence of API calls based on natural language queries.
  • ProcessorTool: Processes raw API responses by filtering, sorting, and aggregating data.

Development

To contribute to this project:

  1. Clone the repository
  2. Create and activate a virtual environment (see Local Development Installation section)
  3. Install development dependencies:
uv pip install -e ".[dev]"
  1. Set up environment variables for testing:

    • Create a .env file in the project root with your Blask API credentials
    • Tests will skip API-dependent tests if credentials are not available
  2. Run tests:

# Run all tests
python -m unittest discover

# Run specific test files
python -m unittest tests.test_basic
python -m unittest tests.test_api_agents

Note that tests in test_api_agents.py require valid API credentials and will be skipped if they're not available.

License

MIT

Support

For support, please contact elijah@blask.com.

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