ml-paper-writing
Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, reviewer guidelines, and citation verification workflows.
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Low-risk findings worth noting
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tessl review fix ./backend/cli/skills/writing/ml-paper-writing/SKILL.mdW011: 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
The skill instructs the agent to read local files, directories, and use search/citation APIs (like Semantic Scholar and CrossRef) and optional MCP tools (Exa MCP) to search for papers, but it does not instruct the agent to ingest outsider-authored free text from an unselected feed or monitored inbox.
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 documentation in `SKILL.md` contains an external URL `https://mcp.exa.ai/mcp` used in a command line instruction to configure the Exa Model Context Protocol (MCP) at runtime, which allows the AI agent to execute remote code and fetch prompt-controlling data.
- Repository
- synthetic-sciences/openscience
- Commit
1d182e9
- Audited
- Security analysis
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