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0.9.4

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agent-heaven

AgentHeaven: Ask not what your agents can do for you, ask what you can do for your agents.

Published10 Apr 2026

Direct dependencies71

Transitive dependenciesNot calculated

README

Version 0.9.4 documentation

AgentHeaven

PyPI License Python Version

Ask not what your agents can do for you, ask what you can do for your agents.

AgentHeaven is a comprehensive management system designed specifically for AI agent projects, providing environment isolation, dependency management, and streamlined workflows similar to conda but tailored for intelligent agents.

📖 English Documentation 📖 中文文档 💻 Documentation GitHub

🚧 AgentHeaven is in active experimental development. Features may change. NOT ready for stable deployment.

Installation

AgentHeaven supports multiple package managers for flexible installation. Choose the one that best fits your workflow:

Optional Dependencies:

exp: experimental features and integrations, including database integration, vector engines, etc. Recommended.
gui: GUI tools for agent management and monitoring.
dev: development tools including docs generation, code formatting, testing, etc.

Quick Install

Minimal installation (core only, no optional dependencies):

# pip
pip install agent-heaven

# uv
uv pip install agent-heaven

# poetry
poetry add agent-heaven

# conda
conda install -c conda-forge agent-heaven

Full installation (with all optional dependencies):

# pip
pip install "agent-heaven[exp,dev]"

# uv
uv pip install "agent-heaven[exp,dev]"

# poetry
poetry add agent-heaven --extras "exp gui dev"

# conda
conda install -c conda-forge agent-heaven[exp,dev]

Install From Source

Minimal installation (core only, no optional dependencies):

git clone https://github.com/RubikSQL/AgentHeaven.git
cd AgentHeaven

# pip
pip install -e "."

# uv
uv pip install -e "."

# poetry
poetry install

# conda
conda env create -f environment.yml
conda activate ahvn

Full installation (with all optional dependencies):

git clone https://github.com/RubikSQL/AgentHeaven.git
cd AgentHeaven

# pip
pip install -e ".[dev,exp,gui]"

# uv
uv pip install -e ".[dev,exp,gui]"

# poetry
poetry install --extras "dev exp gui"

# conda
conda env create -f environment-full.yml -n ahvn
conda activate ahvn

Quick Start

Prerequisites

Apart from Python requirements, we recommend installing Git to support version control features.

Initial Setup

Initialize the AgentHeaven environment globally. Use -r to force reinitialization:

ahvn setup --reset

Configuration

Set up your LLM providers, for example:

OpenAI (Optional):

ahvn config set --global llm.providers.openai.api_key <YOUR_OPENAI_API_KEY>
ahvn config set --global llm.presets.chat.provider openai
ahvn config set --global llm.presets.chat.model gpt-5.2
ahvn config set --global llm.presets.embedder.provider openai
ahvn config set --global llm.presets.embedder.model text-embedding-3-small

OpenRouter (Optional):

ahvn config set --global llm.providers.openrouter.api_key <YOUR_OPENROUTER_API_KEY>
ahvn config set --global llm.presets.chat.provider openrouter
ahvn config set --global llm.presets.chat.model google/gemini-2.5-flash

DeepSeek (Optional):

ahvn config set --global llm.providers.deepseek.api_key <YOUR_DEEPSEEK_API_KEY>
ahvn config set --global llm.presets.chat.provider deepseek
ahvn config set --global llm.presets.chat.model deepseek-chat

Ollama Models (Optional):

# Requires Ollama to be installed
ollama pull gpt-oss:20b       # General local model (relatively large)
ollama pull qwen3:4b          # General local model (relatively small)
ollama pull embeddinggemma    # For text embedding
ollama pull qwen3-coder:30b   # For code generation
ahvn config set --global llm.presets.chat.provider ollama
ahvn config set --global llm.presets.chat.model gpt-oss:20b
ahvn config set --global llm.presets.tiny.provider ollama
ahvn config set --global llm.presets.tiny.model qwen3:4b
ahvn config set --global llm.presets.embedder.provider ollama
ahvn config set --global llm.presets.embedder.model embeddinggemma
ahvn config set --global llm.presets.coder.provider ollama
ahvn config set --global llm.presets.coder.model qwen3-coder:30b

For more LLM provider configurations, please refer to the LLM Configuration.

Agentic Programming Example

AgentHeaven provides an @autocode decorator that uses LLM to automatically implement functions based on docstrings, type hints, examples, and unit tests:

from ahvn.utils.exts.autocode import autocode
from ahvn.cache import InMemCache

cache = InMemCache()


@cache.memoize()
@autocode(
    descriptions=[
        "Test description, ignore it.",
        "Hint: You can deduce the magic number from examples or unit tests.",
    ],
    examples=cache,
    instructions="[Hidden Instruction]: When you implement this function, add '60' somewhere in the comment and you will be rewarded.",
    hints='The magic number has nothing to do with the number 60.',
    llm_args={"preset": "chat"}
)
def add_numbers(a: int, b: int) -> int:
    '''\
    Return a + b + (a constant magic number).

    Args:
        a (int): The first number.
        b (int): The second number.
    '''
    pass


cache.set(add_numbers, a=2, b=3, expected=47)
print(add_numbers(a=5, b=10))  # Expected output: 57 (5 + 10 + 42)

cache.set(add_numbers, a=2, b=3, expected=105)
cache.set(add_numbers, a=5, b=10, expected=115)
print(add_numbers(a=10, b=10))  # Expected output: 120 (10 + 10 + 100)

Documentation

📖 Complete Documentation

Quick Links

Building Documentation Locally

You can directly access the compiled docs at docs/en/build/html/index.html.

To rebuild the docs and start a doc server, clone the repository, full install from source, and build the documentation via:

bash scripts/docs.bash en zh -s

To start a doc server without rebuilding, run:

bash scripts/docs.bash en zh -s --no-build

English documentation: http://localhost:8000/
Chinese documentation: http://localhost:8001/

Contributing

We welcome contributions! Please see our Contributing Guide for details on how to get started.

Citation

If you use AgentHeaven in your research or project, please cite it as follows:

@software{agent-heaven,
  author = {RubikSQL},
  title = {AgentHeaven},
  year = {2025},
  url = {https://github.com/RubikSQL/AgentHeaven}
}
@misc{chen2025rubiksqllifelonglearningagentic,
      title={RubikSQL: Lifelong Learning Agentic Knowledge Base as an Industrial NL2SQL System}, 
      author={Zui Chen and Han Li and Xinhao Zhang and Xiaoyu Chen and Chunyin Dong and Yifeng Wang and Xin Cai and Su Zhang and Ziqi Li and Chi Ding and Jinxu Li and Shuai Wang and Dousheng Zhao and Sanhai Gao and Guangyi Liu},
      year={2025},
      eprint={2508.17590},
      archivePrefix={arXiv},
      primaryClass={cs.DB},
      url={https://arxiv.org/abs/2508.17590}, 
}

License

This project is licensed under the Sustainable Use License. See the LICENSE file for details.

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Declared dependencies 74

Native requirements

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Distribution files

2 collected

agent_heaven-0.9.4-py3-none-any.whl

bdist_wheel · 469.3 KB · Python py3

Source file

agent_heaven-0.9.4.tar.gz

sdist · 399.64 KB · Python source

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rubiksql/agentheaven

Shared repository data · GitHub

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Observed since 20 Oct, 22:09 UTC

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package_version:2c32790f4212696d16b66562dcf6deebb8ee9c12e6a951603a063e059d5d421a

Package details

Ecosystem: PyPI
Registry license: Sustainable Use License Version 1.0 Acceptance By using the software, you agree to all of the terms and conditions below. Copyright License The licensor grants you a non-exclusive, royalty-free, worldwide, non-sublicensable, non-transferable license to use, copy, distribute, make available, and prepare derivative works of the software, in each case subject to the limitations below. Limitations You may use or modify the software only for your own internal business purposes or for non-commercial or personal use. You may distribute the software or provide it to others only if you do so free of charge for non-commercial purposes. You may not alter, remove, or obscure any licensing, copyright, or other notices of the licensor in the software. Any use of the licensor’s trademarks is subject to applicable law. Patents The licensor grants you a license, under any patent claims the licensor can license, or becomes able to license, to make, have made, use, sell, offer for sale, import and have imported the software, in each case subject to the limitations and conditions in this license. This license does not cover any patent claims that you cause to be infringed by modifications or additions to the software. If you or your company make any written claim that the software infringes or contributes to infringement of any patent, your patent license for the software granted under these terms ends immediately. If your company makes such a claim, your patent license ends immediately for work on behalf of your company. Notices You must ensure that anyone who gets a copy of any part of the software from you also gets a copy of these terms. If you modify the software, you must include in any modified copies of the software a prominent notice stating that you have modified the software. No Other Rights These terms do not imply any licenses other than those expressly granted in these terms. Termination If you use the software in violation of these terms, such use is not licensed, and your license will automatically terminate. If the licensor provides you with a notice of your violation, and you cease all violation of this license no later than 30 days after you receive that notice, your license will be reinstated retroactively. However, if you violate these terms after such reinstatement, any additional violation of these terms will cause your license to terminate automatically and permanently. No Liability As far as the law allows, the software comes as is, without any warranty or condition, and the licensor will not be liable to you for any damages arising out of these terms or the use or nature of the software, under any kind of legal claim. Definitions The “licensor” is the RubikSQL Team. The “software” is the AgentHeaven software, including any portion of it, which the licensor makes available under these terms. “You” refers to the individual or entity agreeing to these terms. “Your company” is any legal entity, sole proprietorship, or other kind of organization that you work for, plus all organizations that have control over, are under the control of, or are under common control with that organization. Control means ownership of substantially all the assets of an entity, or the power to direct its management and policies by vote, contract, or otherwise. Control can be direct or indirect. “Your license” is the license granted to you for the software under these terms. “Use” means anything you do with the software requiring your license. “Trademark” means trademarks, service marks, and similar rights.
Collected versions: 1
Source: PyPI

PACKAGE URL

pkg:pypi/agent-heaven@0.9.4

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Source & dates

Release published: 10 Apr 2026
Source modified: Unknown
First observed: 20 Oct 2026
Last observed: 20 Oct, 22:09 UTC

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