{"id":13698342,"url":"https://github.com/mitre-atlas/arsenal","last_synced_at":"2026-04-04T17:58:11.255Z","repository":{"id":182608432,"uuid":"608718877","full_name":"mitre-atlas/arsenal","owner":"mitre-atlas","description":"CALDERA plugin for adversary emulation of AI-enabled systems","archived":false,"fork":false,"pushed_at":"2023-08-07T18:19:16.000Z","size":17405,"stargazers_count":85,"open_issues_count":2,"forks_count":8,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-11-13T03:34:40.690Z","etag":null,"topics":["caldera-plugin","cybersecurity","machine-learning"],"latest_commit_sha":null,"homepage":"https://mitre-atlas.github.io/arsenal/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mitre-atlas.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2023-03-02T15:44:18.000Z","updated_at":"2024-10-10T12:36:17.000Z","dependencies_parsed_at":"2024-04-08T02:57:11.413Z","dependency_job_id":"777489f8-7b1c-42c6-ad6a-b85aa58e0423","html_url":"https://github.com/mitre-atlas/arsenal","commit_stats":null,"previous_names":["mitre-atlas/arsenal"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mitre-atlas%2Farsenal","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mitre-atlas%2Farsenal/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mitre-atlas%2Farsenal/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mitre-atlas%2Farsenal/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mitre-atlas","download_url":"https://codeload.github.com/mitre-atlas/arsenal/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252283595,"owners_count":21723505,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["caldera-plugin","cybersecurity","machine-learning"],"created_at":"2024-08-02T19:00:44.483Z","updated_at":"2026-04-04T17:58:11.204Z","avatar_url":"https://github.com/mitre-atlas.png","language":"Python","funding_links":[],"categories":["Tools"],"sub_categories":[],"readme":"# CALDERA plugin: **Arsenal**\n\nArsenal is a plugin developed for adversary emulation of AI-enabled systems. This plugin will provide TTPs defined in [`MITRE ATLAS`](https://atlas.mitre.org/) to interface with [`CALDERA`](https://github.com/mitre/caldera).\n\n[`Read the full documentation`](https://mitre-atlas.github.io/arsenal/intro.html#arsenal)\n\nFor ml-attack-staging and ml-model-access abilities (see list below), additional information and [`examples`](https://mitre-atlas.github.io/arsenal/adversary.html#adversary-arsenal) on using these abilities are detailed in the arsenal/docs/ folder.\n\n\n*JUNE 2023 included abilities:*\n\n- Discover remote services\n- Discover local services\n- Discover available network services\n- Search and stage Tensorflow model files/checkpoints\n- Discover ML specific services - Torchserve\n- Discover GPUs on a system\n- Stage a local image for classification\n- Install ML-related tools (on C2-server or victim system): Python, [`Microsoft Counterfit`](https://github.com/Azure/counterfit), Tensorflow-CPU, Tesorflow-GPU\n- Gain API access to a served model (Torchserve)\n- Build a custom Microsoft Counterfit target and stage an attack\n\n*JUNE 2023 included Adversaries:*\n- \"Tensormancer\" - Discover a Tensorflow model or checkpoint and stage an image for classification\n- Exfiltrate a model or checkpoint file\n- Stage an adversarial ML attack on a discovered ML model or service using Microsoft Counterfit library\n\n# Usage\n\n## System requirements: \n - **Ubuntu 18.04** or **20.04** \n - **Python version 3.7+**\n\n    ### Plugin Dependencies:\n     - [`Caldera Stockpile`](https://github.com/mitre/stockpile):  Some Arsenal abilities and adversaries require addition TTPs and requirements include in the Caldera Stockpile. A version more recent than this commit is required for these capabilities: [Stockpile](https://github.com/mitre/stockpile/tree/d128da223aa93f71841bb160ccb09fb9cb590345).\n     - [`Microsoft Counterfit`](https://github.com/Azure/counterfit):  a required dependency to create and run adversarial machine learning attacks. This dependency is used by the [`Build and Attack a Custom CFTarget`](data/abilities/ml-attack-staging/5e437f42-cd5f-400f-b65d-d78821f31c69.yml) ability and its [payload](./payloads/build_and_attack_counterfit_target.py). \n         - If following the [Installation with Caldera](#installation-with-caldera*), this dependency is installed automatically on the C2 server (host). \n         - It can also be installed locally using the `requirements.txt` located in this repository or installed on remote machines using the [`Install Counterfit`](data/abilities/command-and-control/8a1913ed-4ddf-497c-8f95-ebf1eb93b518.yml) ability.\n\n## Installation with CALDERA*:\n \n 1. Navigate to [`caldera-atlas`](https://github.com/mitre-atlas/caldera-atlas) repository and follow steps for installation and setup.\n\n 2. Navigate to the UI: `localhost:8888`\n\n    **`arsenal` is not yet a default CALDERA plugin, therefore there are additional steps to include this plugin into the app.*\n\n\n*Contact us atlas@mitre.org*\n\n![overview](docs/assets/A.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmitre-atlas%2Farsenal","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmitre-atlas%2Farsenal","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmitre-atlas%2Farsenal/lists"}