BindAI

Build production-ready AI applications with agents, workflows, memory, knowledge retrieval, and tools.

A modular, provider-agnostic Python framework for developing intelligent applications—from AI assistants to enterprise automation platforms.

Documentation • Website • PyPI • GitHub

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Build AI Software, Not Just AI Demos

Modern AI applications require far more than a single LLM call.

BindAI provides a unified architecture for building complete AI systems with reusable components for:

• 🤖 AI Agents
• 🔄 Workflows
• 🛠 Tools
• 🧠 Memory
• 📚 Knowledge & RAG
• 📄 Prompt Management
• 🔌 Model Providers
• 🏗 Projects
• ⚙ Enterprise Automation

Whether you're creating an AI assistant, document processing pipeline, internal business automation, or a distributed multi-agent platform, BindAI provides the building blocks to scale from prototype to production.

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Installation

Install the complete framework:

pip install bindai

Or clone the repository for development:

git clone https://github.com/BindBrain/BindAI.git

cd BindAI

pip install -e .

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Quick Example

from bindai import Agent

agent = Agent(
    name="assistant",
    instructions="You are a helpful AI assistant."
)

response = agent.run(
    "Explain what BindAI is."
)

print(response.output)

As your application grows you can incrementally add:

• Memory
• Tools
• Knowledge Retrieval
• Workflows
• Human Approval
• Scheduling
• Multiple AI Providers

without changing your application's architecture.

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Why BindAI?

Most AI frameworks focus on a single part of the problem.

BindAI is designed as a complete application framework where every component works together through a consistent architecture.

Python First

Write clean Python without excessive abstractions.

Modular

Every component can be used independently or combined into larger systems.

Provider Agnostic

Switch between OpenAI, Anthropic, Ollama, Azure OpenAI, and future providers without rewriting application logic.

Production Ready

Designed for real-world software with retries, workflows, scheduling, memory, logging, and extensibility.

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Features

🤖 AI Agents

• Intelligent agent execution
• Conversation management
• Prompt management
• Tool calling
• Structured outputs
• Streaming responses

🔄 Workflows

• Sequential execution
• Conditional branching
• Loops
• Parallel execution
• Retry policies
• Timeouts
• Human approval
• Scheduling

🛠 Tools

• Automatic tool registration
• Function schema generation
• Metadata support
• Context-aware execution

🧠 Memory

• Conversation memory
• Pluggable memory providers
• Long-term context

📚 Knowledge & RAG

• Document ingestion
• Embeddings
• Vector search
• Retrieval-Augmented Generation

🔌 AI Providers

• OpenAI
• Anthropic
• Ollama
• Azure OpenAI
• Custom Providers

🏗 Projects

Organize applications, workflows, tools, prompts, memory, and knowledge into reusable AI projects.

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Package Ecosystem

BindAI is built as a modular ecosystem.

Package	Purpose
bindai	Main framework
bindai-agent	AI Agents
bindai-application	Applications
bindai-cli	Command Line Interface
bindai-config	Configuration
bindai-core	Core Framework
bindai-embeddings	Embedding Providers
bindai-group	Agent Groups
bindai-host	Hosting
bindai-knowledge	Knowledge & RAG
bindai-memory	Memory
bindai-model	AI Models
bindai-project	Project Management
bindai-prompts	Prompt System
bindai-prompt-builder	Prompt Builder
bindai-providers	Provider Interface
bindai-provider-openai	OpenAI Provider
bindai-retrieval	Retrieval
bindai-runtime	Runtime
bindai-task	Tasks
bindai-tool	Tool System
bindai-workflow	Workflow Engine

Each package can evolve independently while remaining fully compatible with the BindAI ecosystem.

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Architecture

                 User
                   │
                   ▼
                Project
                   │
         ┌─────────┴─────────┐
         ▼                   ▼
    Applications        Workflows
         │                   │
         └─────────┬─────────┘
                   ▼
                 Agents
                   │
        ┌──────────┼──────────┐
        ▼          ▼          ▼
     Memory    Knowledge    Tools
        │          │          │
        └──────────┼──────────┘
                   ▼
             Model Providers
                   │
      ┌────────────┼────────────┐
      ▼            ▼            ▼
   OpenAI     Anthropic      Ollama

Every component has a single responsibility, making applications easier to extend, test, and maintain.

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Project Structure

BindAI/

├── packages/
│   ├── bindai/
│   ├── bindai-agent/
│   ├── bindai-core/
│   ├── bindai-memory/
│   ├── bindai-tool/
│   ├── bindai-workflow/
│   ├── bindai-project/
│   └── ...
│
├── docs/
├── examples/
├── templates/
├── scripts/
│
├── README.md
├── docs.json
└── pyproject.toml

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Documentation

Complete documentation is available at:

https://docs.bindai.dev

Documentation includes:

• Getting Started
• Installation
• Core Concepts
• Agents
• Tools
• Memory
• Knowledge & RAG
• Workflows
• Projects
• Templates
• API Reference

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Roadmap

Upcoming milestones include:

• Additional AI providers
• Advanced workflow engine
• Enhanced memory systems
• Improved RAG architecture
• MCP integration
• Enterprise integrations
• Monitoring & Observability
• Visual workflow editor
• Plugin ecosystem
• Template marketplace

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Contributing

Contributions are welcome.

If you'd like to improve BindAI:

1. Fork the repository.
2. Create a feature branch.
3. Implement your changes.
4. Add tests when appropriate.
5. Submit a Pull Request.

Bug reports, documentation improvements, and feature suggestions are always appreciated.

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Community

• Documentation — https://docs.bindai.dev
• GitHub Issues — https://github.com/BindBrain/BindAI/issues

Community discussions, templates, and additional resources will be introduced as the ecosystem grows.

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License

BindAI is released under the MIT License.

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Vision

BindAI aims to become a complete open-source ecosystem for AI software development.

The long-term vision includes:

• Production-ready AI framework
• Enterprise automation platform
• Modular package ecosystem
• AI application templates
• Visual workflow designer
• Complete developer platform

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Build AI Software. Scale Everywhere.

Made with ❤️ by BindBrain

https://bindai.dev