paperclip

Pass

Audited by Gen Agent Trust Hub on Oct 24, 2026

Risk Level: SAFEREMOTE_CODE_EXECUTIONCOMMAND_EXECUTIONINDIRECT_PROMPT_INJECTIONDYNAMIC_EXECUTION
Full Analysis
  • [REMOTE_CODE_EXECUTION]: The skill documents an installation method that fetches a script from the vendor's official domain (https://paperclip.gxl.ai/install.sh) and pipes it directly into the Bash interpreter. It also supports downloading and installing Python wheels directly from the same domain.
  • [COMMAND_EXECUTION]: Instructions include sourcing local .env files using the shell . or source command to load environment variables. This executes the content of the file as shell code. The skill provides a warning to only source trusted, shell-compatible files.
  • [INDIRECT_PROMPT_INJECTION]: The skill is designed to ingest and process untrusted scientific literature and regulatory data from external repositories (PMC, arXiv, FDA, etc.) for analysis and extraction.
  • Ingestion points: External data enters the agent context through search, grep, lookup, and document reading commands documented in references/search-and-retrieval.md and references/cli-reference.md.
  • Boundary markers: SKILL.md explicitly instructs the agent to treat all service content and returned documentation as untrusted data that cannot override user instructions or authorize egress.
  • Capability inventory: The skill utilizes Bash, Read, and Write tools to interact with the Paperclip CLI, manage local files, and source environment configurations.
  • Sanitization: The instructions in references/map-reduce.md emphasize that extraction results are AI-generated and must be verified against primary evidence and specific line-pinned citations within the source documents.
  • [DYNAMIC_EXECUTION]: The skill uses map and reduce operations to perform LLM-based extraction, filtering, and synthesis of data from external documents. It also supports the execution of server-side routines and specialized workers for data processing.
Audit Metadata
Risk Level
SAFE
Analyzed
Oct 24, 2026, 09:29 PM