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openadapt-ml

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Summary

openadapt-ml v0.15.0 was classified as CRITICAL RISK with a risk score of 2644. Sigil detected 188 findings across 366 files, covering phases including provenance, install hooks, code patterns, obfuscation, network exfiltration. Review the findings below before installing this package.

Package description: Model-agnostic, domain-agnostic ML engine for GUI automation agents

CRITICAL RISK(2644)

v0.15.0

20 March 2026, 02:37 UTC

by Sigil Bot

Risk Score

2644

Findings

188

Files Scanned

366

Provenance

Findings by Phase

Phase Ordering

Phases are ordered by criticality, with the most dangerous at the top. Click any phase header to expand or collapse its findings. Critical phases are expanded by default.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/CHANGELOG.md:1535


- Replace all `pip install` with `uv add` in docs - Update cloud GPU training to use `curl ... | sh`
  for uv install - Update CLAUDE.md with enhanced VM operations guidance - Consistent `uv sync` for
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/docs/cloud_gpu_training.md:61

cd openadapt-ml
curl -LsSf https://astral.sh/uv/install.sh | sh
uv sync
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/docs/desktop_app_plan.md:18

# Install uv (one-liner)
curl -LsSf https://astral.sh/uv/install.sh | sh
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/docs/desktop_app_plan.md:62

# install-openadapt.sh
curl -LsSf https://astral.sh/uv/install.sh | sh
source ~/.bashrc  # or ~/.zshrc
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/docs/desktop_app_plan.md:127

```bash
curl -LsSf https://astral.sh/uv/install.sh | sh  # Install uv
uv tool install openadapt                         # Install openadapt
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/docs/desktop_app_plan.md:192

  const installCommands = {
    macos: `curl -LsSf https://astral.sh/uv/install.sh | sh
uv tool install openadapt
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/docs/desktop_app_plan.md:195

openadapt`,
    linux: `curl -LsSf https://astral.sh/uv/install.sh | sh
uv tool install openadapt
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/docs/website_redesign_plan.md:156

    <pre><code># Install uv (if not already installed)
curl -LsSf https://astral.sh/uv/install.sh | sh
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/openadapt_ml/cloud/lambda_labs.py:549

if ! command -v uv &> /dev/null; then
    curl -LsSf https://astral.sh/uv/install.sh | sh
fi
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

install-makefile-curl

HIGH

Makefile/script pipes remote content to shell

openadapt_ml-0.15.0/openadapt_ml/cloud/vast_ai.py:537

if ! command -v uv &> /dev/null; then
    curl -LsSf https://astral.sh/uv/install.sh | sh
fi
Why was this flagged?

A script or Makefile pipes content from a remote URL directly into a shell (curl | sh or wget | bash). This is inherently dangerous because the remote content can change at any time, and the command runs with the current user's permissions. Rated HIGH because it requires manual execution (unlike install hooks) but still executes arbitrary remote code.

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