ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.
| Field | Value |
|---|---|
| Grade | A |
| Risk Score | 2 |
| Version | 0.4.24 |
| Vendor | wanshuiyin |
| Stars | ⭐ 15011 |
| Language | Python |
| Source | auto-claude-code-research-in-sleep |
| Scan Date | 2026-08-23 |
| Scanner | tooltrust-scanner/v0.3.19 |
| Severity | Count |
|---|---|
| Critical | 0 |
| High | 0 |
| Medium | 0 |
| Low | 1 |
| Info | 5 |
Severity: Info
Description: Tool did not expose metadata.dependencies or repo_url, so supply-chain coverage is limited.
Recommendation: Review and remediate the identified issue.
Severity: Info
Description: Tool did not expose metadata.dependencies or repo_url, so supply-chain coverage is limited.
Recommendation: Review and remediate the identified issue.
Severity: Info
Description: Tool did not expose metadata.dependencies or repo_url, so supply-chain coverage is limited.
Recommendation: Review and remediate the identified issue.
Severity: Info
Description: declared capabilities: network access
Recommendation: Tool requests broad permissions (exec/fs/network). Validate input parameters using Enums where possible, and restrict file system operations to explicit allowed directories.
Severity: Low
Description: tool performs network or execution operations but declares no rate-limit, timeout, or retry configuration
Recommendation: Declare explicit rate-limit, timeout, and retry configuration for all network and execution tools. Implement exponential back-off and surface resource state to the calling agent.
Severity: Info
Description: Tool did not expose metadata.dependencies or repo_url, so supply-chain coverage is limited.
Recommendation: Review and remediate the identified issue.
Scored using ToolTrust methodology · Raw JSON report