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OSA: OPEN-SOURCE ADVISOR


Overview

OSA (Open-Source-Advisor) is a LLM-based tool for improving the quality of scientific open source projects and helping create them from scratch. It automates the generation of README, different levels of documentation, CI/CD scripts, etc. It also generates advices and recommendations for the repository.

OSA is currently under development, so not all features are implemented.


How it works?

Here is a short demo:

Animation


Table of contents


Core features

  1. README file generation: Automates the creation of a clear and structured README file for a repository, including projects based on research papers.

  2. Documentation generation: Automatically generates docstrings for Python code.

  3. Automatic implementation of changes: Clones the repository, creates a branch, commits and pushes changes, and creates a pull request with proposed changes.

  4. Various LLMs: Use OSA with an LLM accessible via API (e.g., OpenAI, VseGPT, Ollama), a local server, or try an osa_bot hosted on ITMO servers.


Installation

Install Open-Source-Advisor using one of the following methods:

Using PyPi:

pip install osa_tool

Build from source:

  1. Clone the Open-Source-Advisor repository:

    git clone https://github.com/aimclub/OSA
    

  2. Navigate to the project directory:

    cd Open-Source-Advisor
    

  3. Install the project dependencies:

Using pip  

pip install -r requirements.txt

Using poetry  

poetry install 

Using docker  

docker build --build-arg GIT_USER_NAME="your-user-name" --build-arg GIT_USER_EMAIL="your-user-email" -f docker/Dockerfile -t {image-name} .

Getting started

Prerequisites

OSA requires Python 3.10 or higher.

File .env is required to specify GitHub token (GIT_TOKEN) and LLM API key (OPENAI_API_KEY or VSE_GPT_KEY)

When running osa-tool from CLI, you need to set the GIT_TOKEN and API key first:

export OPENAI_API_KEY=<your_api_key>
export GIT_TOKEN=<your_git_token>

Tokens

Token name Description Mandatory
GIT_TOKEN Personal GitHub token used to clone private repositories, access metadata, and interact with the GitHub API. Yes
OPENAI_API_KEY API key for accessing OpenAI's language models. No
VSE_GPT_KEY API key for vsegpt LLM provider compatible with OpenAI's API format. No
X-API-Key API key for the pepy.tech REST API, used to fetch Python package download statistics No

Usage

Run Open-Source-Advisor using the following command:

Using pip  

python -m osa_tool.run -r {repository} [--api {api}] [--base-url {base_url}] [--model {model_name}] [--article {article}]

Using docker  

docker run --env-file .env {image-name} -r {repository} [--api {api}] [--base-url {base_url}] [--model {model_name}] [--article {article}]

The --article option enables you to choose a README template for a repository based on an article. You can provide either a link to a PDF file of the article or a path to a local PDF file after the --article option. If you are using Docker, ensure that you upload the PDF file to the OSA folder before building the image, then, specify the path as /app/OSA/... or just use volume mounting to access the file.

Configuration

Flag Description Default
-r, --repository URL of the GitHub repository (Mandatory)
--api LLM API service provider llama
--base-url URL of the provider compatible with API OpenAI https://api.openai.com/v1
--model Specific LLM model to use gpt-3.5-turbo
--article Link to the pdf file of the article None
--translate-dirs Enable automatic translation of the directory name into English disabled
--delete-dir Enable deleting the downloaded repository after processing (Linux only) disabled
--no-fork Avoid create fork for target repository False
--no-pull-request Avoid create pull request for target repository False

Examples

Examples of generated README files are available in examples.

URL of the GitHub repository, LLM API service provider (optional) and Specific LLM model to use (optional) are required to use the generator.

To see available models go there: 1. VseGpt 2. OpenAI 3. Ollama

Local Llama ITMO:

python -m osa_tool.run -r https://github.com/aimclub/OSA
OpenAI:
python -m osa_tool.run -r https://github.com/aimclub/OSA --api openai
VseGPT:
python -m osa_tool.run -r https://github.com/aimclub/OSA --api openai --base-url https://api.vsegpt.ru/v1 --model openai/gpt-3.5-turbo
Ollama:
python -m osa_tool.run -r https://github.com/aimclub/OSA --api ollama --base-url http://[YOUR_OLLAMA_IP]:11434 --model gemma3:27b


Documentation

Detailed description of OSA API is available here.


Contributing

  • Report Issues: Submit bugs found or log feature requests for the Open-Source-Advisor project.

License

This project is protected under the BSD 3-Clause "New" or "Revised" License. For more details, refer to the LICENSE file.


Acknowledgments

The project is supported as ITMO University Research Project in AI Initiative (RPAII).

OSA is tested by the members of ITMO OpenSource community. Useful content from community is available in Open-source-ops

Also, we thank Readme-ai for their code that we used as a foundation for our own version of README generator.


Citation

If you use this software, please cite it as below.

APA format:

ITMO, NSS Lab (2025). Open-Source-Advisor repository [Computer software]. https://github.com/aimclub/OSA

BibTeX format:

@misc{Open-Source-Advisor,

    author = {ITMO, NSS Lab},

    title = {Open-Source-Advisor repository},

    year = {2025},

    publisher = {github.com},

    journal = {github.com repository},

    howpublished = {\url{https://github.com/aimclub/OSA.git}},

    url = {https://github.com/aimclub/OSA.git}

}