idea-spark
Pass
Audited by Gen Agent Trust Hub on Jul 30, 2026
Risk Level: SAFE
Full Analysis
- Standard Orchestration Pattern: The skill utilizes a central Python orchestrator to manage its multi-phase workflow. This includes calling internal scripts for tasks like literature deduplication and result merging via the
subprocessmodule, which is an intended functional design. - Reputable External Services: Network operations are directed at established academic platforms such as ArXiv, OpenAlex, Semantic Scholar, and OpenReview. These interactions are fundamental to the skill's purpose of research grounding.
- Safe Credential Management: The skill adheres to security best practices by instructing users to store API keys and account credentials in a
.envfile rather than hardcoding them within the scripts. - Defensive Design: The implementation includes several safety and stability measures, such as a system-clock guard to ensure correct retrieval windows and cross-process throttling to respect external API rate limits.
- Modular and Transparent Instruction Set: The logic governing ideation patterns and quality checks is stored in plain-text markdown and text files, providing clear visibility into the agent's behavior and reasoning framework.
Audit Metadata