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incalmo

https://github.com/bsinger98/incalmo

Science Score: 54.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (7.5%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: bsinger98
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 111 MB
Statistics
  • Stars: 50
  • Watchers: 1
  • Forks: 11
  • Open Issues: 0
  • Releases: 0
Created 10 months ago · Last pushed 7 months ago
Metadata Files
Readme License Citation

README.md

Incalmo: An Autonomous LLM-Based Multi-Stage Attacker

Research Paper: On the Feasibility of Using LLMs to Execute Multistage Network Attacks

Quick Start Guide

Prerequisites

Setup Instructions

1. Setup configuration

Create a configuration file by copying the example:

bash cp config/config_example.json config/config.json

Then edit config/config.json as needed.

2. Set API Keys

Create an environment file by copying the example:

bash cp .env.example .env

Then add LLM API keys to .env.

3. Start the Development Environment

Navigate to the docker directory and start the containers:

bash cd docker docker compose up

4. Run Incalmo

In a new terminal window, attach to the running container and execute Incalmo:

bash cd docker docker compose exec attacker /bin/bash uv run main.py

UI Interface (optional)

If you want to use the web-based interface for Incalmo:

1. Start Backend

Follow Steps 1 through 3 in the Setup Instructions.

2. Install Node.js dependencies

Install Node dependencies:

bash cd incalmo/frontend/incalmo-ui npm install

3. Start the React Server

Once dependencies are installed, run the react server:

bash npm start

This will lauch the frontend at http://localhost:3000

Owner

  • Name: Brian Singer
  • Login: bsinger98
  • Kind: user
  • Location: United States
  • Company: Carnegie Mellon University

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this work, please cite it as below."
authors:
- family-names: "Singer"
  given-names: "Brian"
- family-names: "Lucas"
  given-names: "Keane"
- family-names: "Adiga"
  given-names: "Lakshmi"
- family-names: "Jain"
  given-names: "Meghna"
- family-names: "Bauer"
  given-names: "Lujo"
- family-names: "Sekar"
  given-names: "Vyas"
title: "On the Feasibility of Using LLMs to Execute Multistage Network Attacks"
date-released: 2025-01-30
url: https://arxiv.org/abs/2501.16466
preferred-citation:
  type: article
  authors:
    - family-names: "Singer"
      given-names: "Brian"
    - family-names: "Lucas"
      given-names: "Keane"
    - family-names: "Adiga"
      given-names: "Lakshmi"
    - family-names: "Jain"
      given-names: "Meghna"
    - family-names: "Bauer"
      given-names: "Lujo"
    - family-names: "Sekar"
      given-names: "Vyas"
  title: "On the Feasibility of Using LLMs to Execute Multistage Network Attacks"
  year: 2025
  journal: "arXiv preprint arXiv:2501.16466"

GitHub Events

Total
  • Issues event: 4
  • Watch event: 29
  • Delete event: 23
  • Issue comment event: 2
  • Push event: 79
  • Pull request review event: 37
  • Pull request review comment event: 29
  • Pull request event: 53
  • Fork event: 7
  • Create event: 29
Last Year
  • Issues event: 4
  • Watch event: 29
  • Delete event: 23
  • Issue comment event: 2
  • Push event: 79
  • Pull request review event: 37
  • Pull request review comment event: 29
  • Pull request event: 53
  • Fork event: 7
  • Create event: 29

Dependencies

.github/workflows/ci.yml actions
  • actions/checkout v4 composite
  • astral-sh/setup-uv v6 composite
docker/docker-compose.yml docker
docker/equifax/database/Dockerfile docker
  • ubuntu 22.04 build
docker/equifax/webserver/Dockerfile docker
  • ubuntu 22.04 build
pyproject.toml pypi
  • anthropic >=0.52.0
  • click >=8.1.8
  • flask [async]>=3.1.0
  • google-generativeai >=0.8.5
  • marshmallow >=4.0.0
  • openai >=1.84.0
  • pydantic >=2.11.4
  • pydantic-settings >=2.9.1
  • requests >=2.32.3
  • structlog >=25.3.0
uv.lock pypi
  • annotated-types 0.7.0
  • anthropic 0.52.0
  • anyio 4.9.0
  • asgiref 3.8.1
  • blinker 1.9.0
  • cachetools 5.5.2
  • certifi 2025.4.26
  • charset-normalizer 3.4.2
  • click 8.1.8
  • colorama 0.4.6
  • distro 1.9.0
  • flask 3.1.0
  • google-ai-generativelanguage 0.6.15
  • google-api-core 2.24.2
  • google-api-python-client 2.170.0
  • google-auth 2.40.2
  • google-auth-httplib2 0.2.0
  • google-generativeai 0.8.5
  • googleapis-common-protos 1.70.0
  • grpcio 1.71.0
  • grpcio-status 1.71.0
  • h11 0.16.0
  • httpcore 1.0.9
  • httplib2 0.22.0
  • httpx 0.28.1
  • idna 3.10
  • incalmo 0.1.0
  • itsdangerous 2.2.0
  • jinja2 3.1.6
  • jiter 0.10.0
  • markupsafe 3.0.2
  • marshmallow 4.0.0
  • openai 1.84.0
  • proto-plus 1.26.1
  • protobuf 5.29.4
  • pyasn1 0.6.1
  • pyasn1-modules 0.4.2
  • pydantic 2.11.4
  • pydantic-core 2.33.2
  • pydantic-settings 2.9.1
  • pyparsing 3.2.3
  • python-dotenv 1.1.0
  • requests 2.32.3
  • rsa 4.9.1
  • ruff 0.11.11
  • sniffio 1.3.1
  • structlog 25.3.0
  • tqdm 4.67.1
  • typing-extensions 4.13.2
  • typing-inspection 0.4.0
  • uritemplate 4.1.1
  • urllib3 2.4.0
  • werkzeug 3.1.3
incalmo/frontend/incalmo-ui/package-lock.json npm
  • 1348 dependencies
incalmo/frontend/incalmo-ui/package.json npm
  • @emotion/react ^11.14.0
  • @emotion/styled ^11.14.0
  • @mui/icons-material ^7.1.1
  • @mui/material ^7.1.1
  • @mui/types ^7.4.3
  • @testing-library/dom ^10.4.0
  • @testing-library/jest-dom ^6.6.3
  • @testing-library/react ^16.3.0
  • @testing-library/user-event ^13.5.0
  • @types/node ^24.0.1
  • @types/react ^19.1.8
  • @types/react-dom ^19.1.6
  • axios ^1.9.0
  • dagre ^0.8.5
  • react ^19.1.0
  • react-dom ^19.1.0
  • react-scripts 5.0.1
  • reactflow ^11.11.4
  • typescript ^4.9.5
  • web-vitals ^2.1.4