longgraph

Fail

Audited by Gen Agent Trust Hub on Sep 23, 2026

Risk Level: HIGHEXTERNAL_DOWNLOADSREMOTE_CODE_EXECUTIONCOMMAND_EXECUTIONPERSISTENCEINDIRECT_PROMPT_INJECTION
Full Analysis
  • [EXTERNAL_DOWNLOADS]: The skill's installation script fetches the library and its associated presets from the author's repository on GitHub.
  • Evidence: install.sh clones https://github.com/levi-qiao/longgraph-skill.git to a local cache directory.
  • [REMOTE_CODE_EXECUTION]: The documentation and installation script implement the pattern of piping a remote script to a shell for library setup.
  • Evidence: README.md recommends using curl -fsSL https://raw.githubusercontent.com/levi-qiao/longgraph-skill/main/install.sh | sh for installation.
  • [PERSISTENCE]: The skill uses host-specific features to maintain agent continuity across sessions, such as recurring tasks and background processes.
  • Evidence: grok.md utilizes scheduler_create for recurring tasks; codex.md uses automation actions for recurring wakeups; claude-code.md employs background sessions.
  • [COMMAND_EXECUTION]: The generated agent prompts are designed to execute various shell commands for testing, linting, and workspace management.
  • Evidence: The executor and supervisor templates include instructions for running tools like pytest, make lint, and git commands.
  • [INDIRECT_PROMPT_INJECTION]: The skill processes untrusted data from workspace files, creating an attack surface where malicious data in those files could influence agent behavior.
  • Ingestion points: The agent nodes read from ledger.md, directives.md, and ops.md located in the user's workspace.
  • Boundary markers: The skill instructions include directives to disregard prior authoring context and follow a strict hierarchy of authority and 'red lines'.
  • Capability inventory: The agent is capable of shell command execution, background session management, and task scheduling.
  • Sanitization: Behavioral constraints and safety guidelines are provided within the prompts to mitigate risks from untrusted data.
Recommendations
  • HIGH: Downloads and executes remote code from: https://raw.githubusercontent.com/levi-qiao/longgraph-skill/main/install.sh - DO NOT USE without thorough review
Audit Metadata
Risk Level
HIGH
Analyzed
Sep 23, 2026, 08:10 AM