ccf-humanization
Pass
Audited by Gen Agent Trust Hub on Aug 13, 2026
Risk Level: SAFE
Full Analysis
- [SAFE]: The skill's primary purpose is academic text humanization, specifically removing AI-like defensive prose and boilerplate from research manuscripts and experiment plans to improve clarity and professionalism.
- [INDIRECT_PROMPT_INJECTION]: The skill identifies a surface for indirect prompt injection as it processes untrusted research artifacts provided by users.
- Ingestion points: Manuscript drafts, result tables, method descriptions, and publication files (SKILL.md, workflow step 1).
- Boundary markers: The skill uses a defined "Warning Contract" and "Output Contract" to ensure that meta-commentary and safety concerns are reported out-of-band to the user rather than being silently injected into documents (SKILL.md, sections 'Warning Contract' and 'Output Contract').
- Capability inventory: The skill performs text manipulation and hands off execution to other domain-specific skills such as
ccf-paper-writerandccf-experiment-designer(SKILL.md, invocation controls). - Sanitization: Content classification is handled through specific local policy references (
references/humanization-policy.md) which guide the agent on what to remove, keep, or warn about. - [EXTERNAL_DOWNLOADS]: The skill references local configuration and shared policies located in a relative sibling directory (
../ccf-common/). No external network requests, URL fetching, or remote script downloads are present.
Audit Metadata