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:
- Clone the repository:
git clone https://gitlab.private.blask.com/blask/ml-ai/blaskapiagentmanager
cd blaskapiagentmanager
- 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
- 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:
- Clone the repository
- Create and activate a virtual environment (see Local Development Installation section)
- Install development dependencies:
uv pip install -e ".[dev]"
-
Set up environment variables for testing:
- Create a
.envfile in the project root with your Blask API credentials - Tests will skip API-dependent tests if credentials are not available
- Create a
-
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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