brainyflow
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1.0.0 • Public • Published

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A radically minimalist AI framework (just 200 lines in Python! 🤯)
Build Powerful AI Agents with Minimal Code, Maximum Freedom.
Let Agents build Agents with Zero bloat, dependencies, or vendor lock-in 😮

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BrainyFlow is a framework enabling Agentic Coding through powerful abstractions.

It provides a simple interface for building complex AI applications based on nested directed graphs with shared state. It enables both humans and AI assistants to collaborate effectively on designing and implementing AI systems.

Features

  • Brain-Easy 🧠: Intuitive for both humans and AI assistants
  • Minimalist Design ✨: Core abstractions in just (you heard it right!) 200 lines of code
  • Freedom 🔓: Zero bloat, dependencies, or vendor lock-in
  • Composable 🧩: Build complex systems from simple, reusable components
  • Powerful 🦾: Supports everything you love—(Multi-)Agents, Workflow, RAG, and more
  • Agentic-Coding 🤖: Designed for AI-assisted development
  • Universal 🌈: Works with any LLM provider or API
  • Polyglot 🌍: Python Logo Python and Typescript Logo Typescript are both supported

Documentation

Our documentation is inclusive, suitable for both biological and synthetic minds.
Start by selecting your condition - or perhaps the one you've been conditioned to believe:

>> I'm Carbon-Based 🐥 <<

>> I'm Silicon-Based 🤖 <<

Why Brainy Flow?

Current LLM frameworks are bloated... You actually only need 200 lines for a robust LLM Framework!

Abstraction App-Specific Wrappers Vendor-Specific Wrappers Lines Size
LangChain Agent, Chain Many
(e.g., QA, Summarization)
Many
(e.g., OpenAI, Pinecone, etc.)
405K +166MB
CrewAI Agent, Chain Many
(e.g., FileReadTool, SerperDevTool)
Many
(e.g., OpenAI, Anthropic, Pinecone, etc.)
18K +173MB
SmolAgent Agent Some
(e.g., CodeAgent, VisitWebTool)
Some
(e.g., DuckDuckGo, Hugging Face, etc.)
8K +198MB
LangGraph Agent, Graph Some
(e.g., Semantic Search)
Some
(e.g., PostgresStore, SqliteSaver, etc.)
37K +51MB
AutoGen Agent Some
(e.g., Tool Agent, Chat Agent)
Many [Optional]
(e.g., OpenAI, Pinecone, etc.)
7K
(core-only)
+26MB
(core-only)
BrainyFlow Typescript Logo.ts Graph None None 300 few KB
BrainyFlow Python Logo.py Graph None None 200 few KB

How does BrainyFlow work?

The single file in Python Logo Python or Typescript Logo Typescript capture the core abstraction of LLM frameworks: Graph!


  • Node handles simple (LLM) tasks with a clear lifecycle (prepexecpost).
  • Flow connects nodes through Actions (labeled edges), orchestrating execution.
  • Memory manages shared (global) and isolated (local) state, enabling communication between nodes.

From there, it's easy to implement all popular design patterns:


  • Agent autonomously makes decisions based on context.
  • Workflow chains multiple tasks into sequential pipelines.
  • RAG integrates data retrieval with generation.
  • Map Reduce splits data tasks into Map and Reduce steps.
  • Structured Output formats outputs consistently.
  • Multi-Agents coordinate multiple agents.

Tutorials

Name Difficulty Description
Chat ☆☆☆
Dummy
A basic chat bot with conversation history
RAG ☆☆☆
Dummy
A simple Retrieval-augmented Generation process
Workflow ☆☆☆
Dummy
A writing workflow that outlines, writes content, and applies styling
Map-Reduce ☆☆☆
Dummy
A resume qualification processor using map-reduce pattern for batch evaluation
Agent ☆☆☆
Dummy
A research agent that can search the web and answer questions
Streaming ☆☆☆
Dummy
A real-time LLM streaming demo with user interrupt capability
Multi-Agent ★☆☆
Beginner
A Taboo word game for asynchronous communication between two agents
Supervisor ★☆☆
Beginner
Research agent is getting unreliable... Let's build a supervision process
Parallel ★☆☆
Beginner
A parallel execution demo that shows 3x speedup
Thinking ★☆☆
Beginner
Solve complex reasoning problems through Chain-of-Thought
Memory ★☆☆
Beginner
A chat bot with short-term and long-term memory

And many more available for all levels! Check them all out!

Quick Start

New to BrainyFlow? Check out our Getting Started guide to build your first flow in no time.

Ready to Build Self-Coding Apps?

Check out Agentic Coding Guidance, the fastest way to develop self-coding LLM projects with BrainyFlow!

Acknowledgement

We would like to extend our deepest gratitude to the creators and contributors of the PocketFlow framework, from which brainyFlow originated as a fork.

Liability Disclaimer

BrainyFlow is provided "as is" without any warranties or guarantees.
We do not take responsibility for how the generated output is used, including but not limited to its accuracy, legality, or any potential consequences arising from its use.

Sponsors

Brainyflow's logo

BrainyFlow runs on 200 lines of code and your generosity! 💰
Help us deliver more AI with less code (but maybe more caffeine)

Your support helps keep it minimal, powerful, and dependency-free! 🚀

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Install

npm i brainyflow

Weekly Downloads

15

Version

1.0.0

License

MIT

Unpacked Size

33.8 kB

Total Files

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Collaborators

  • zvictor