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.shcloneshttps://github.com/levi-qiao/longgraph-skill.gitto 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.mdrecommends usingcurl -fsSL https://raw.githubusercontent.com/levi-qiao/longgraph-skill/main/install.sh | shfor installation. - [PERSISTENCE]: The skill uses host-specific features to maintain agent continuity across sessions, such as recurring tasks and background processes.
- Evidence:
grok.mdutilizesscheduler_createfor recurring tasks;codex.mduses automation actions for recurring wakeups;claude-code.mdemploys 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, andgitcommands. - [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, andops.mdlocated 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