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aris-experiment-bridge

Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says "实现实验", "implement experiments", "bridge", "从计划到跑实验", "deploy the plan", or has an experiment plan ready to execute.

71

Quality

88%

Does it follow best practices?

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SecuritybySnyk

High

Do not use without reviewing

SKILL.md
Quality
Evals
Security

Security

1 high severity finding. You should review these findings carefully before considering using this skill.

High

W007: Insecure credential handling detected in skill instructions.

What this means

The skill handles credentials insecurely by requiring the agent to include secret values verbatim in its generated output. This exposes credentials in the agent’s context and conversation history, creating a risk of data exfiltration.

Why it was flagged

The skill explicitly instructs the agent to "paste the experiment scripts" into a cross-model review prompt (mcp__codex__codex), which would cause the LLM to transmit any embedded secrets (API keys, tokens, creds) verbatim to another model — enabling secret exfiltration.

Report incorrect finding

Low

Low-risk findings.

2 low severity findings. Worth noting, but not necessarily harmful.

Low

W011: Third-party content exposure detected (indirect prompt injection risk).

What this means

The skill exposes the agent to untrusted, user-generated content from public third-party sources, creating a risk of indirect prompt injection. This includes browsing arbitrary URLs, reading social media posts or forum comments, and analyzing content from unknown websites.

Why it was flagged

Experiment Bridge reads outsider-authored free text from plan files such as `refine-logs/EXPERIMENT_PLAN.md` (and `FINAL_PROPOSAL.md`/`IDEA_REPORT.md`) at runtime in Phase 1/2, enabling prompt injection via user-provided experiment plans and related documents.

Low

W012: Unverifiable external dependency detected (runtime URL that controls agent).

What this means

The skill fetches instructions or code from an external URL at runtime, and the fetched content directly controls the agent’s prompts or executes code. This dynamic dependency allows the external source to modify the agent’s behavior without any changes to the skill itself.

Why it was flagged

The skill explicitly clones a user-provided BASE_REPO at runtime ("git clone <BASE_REPO>") and the override gives the URL https://github.com/org/project, so remote repository code would be fetched and could be executed as part of the workflow.

Repository
OpenLAIR/dr-claw
Audited
Security analysis
Snyk

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