Browse Skills

Auto Paper Improvement Loop iteratively improves a generated paper via external LLM review, fix implementation, and recompilation for two rounds. Use it after paper generation to catch structural and presentation issues.

Auto Review Loop autonomously iterates review, implements fixes, and re-reviews until an independent reviewer gives a policy-approved positive assessment or MAX_ROUNDS is reached.

Auto Review Loop LLM runs an autonomous review-improve-re-review loop for research, using any OpenAI-compatible LLM API as an external reviewer until it gives a positive assessment or max rounds are reached. Configure via llm-chat MCP server or environment variables.

Auto Review Loop MiniMax runs an autonomous multi-round research review loop that calls the MiniMax API for external reviewer feedback, then implements fixes and re-reviews until a positive verdict or max rounds. Use it when you want MiniMax instead of Codex MCP for external review.

Citation Audit verifies every bibliographic entry in a paper is real, correctly attributed, and cited in a context the cited paper actually supports, catching hallucinated authors, wrong years, fabricated venues, version mismatches, and wrong-context citations. Use it when checking citations, verifying references, or before submission to ensure bibliography integrity.

Claims Drafting drafts patent claims for an invention based on a disclosure, prior art report, and novelty assessment. Use it when writing claims in US, EP, or CN jurisdictions, including utility model apparatus-only claims.

Communications Literature Review finds and synthesizes academic papers on wireless, networking, and communication systems using a knowledge-base-first retrieval workflow. Use it when you need related work, a survey, or a landscape summary for a communications research topic.

DeepXiv searches and progressively reads open-access academic papers through the DeepXiv SDK. Use when you need layered paper access, section-level reading, trending papers, or DeepXiv-backed literature retrieval.

DSE Loop autonomously explores design spaces for computer architecture and EDA by running a program, analyzing results, tuning parameters, and iterating until an objective is met or a timeout occurs. Use it when the user asks for DSE, parameter sweeps, optimization, or finding the best configuration.

Embodiment Description writes detailed patent specification embodiments that teach how to make and use an invention. Use it when drafting patent applications or when asked to write an embodiment, detailed description, or 实施例描述.

Exa Search searches the web via Exa's API and extracts content like highlights, full text, or summaries alongside results. Use it when you need broad web results beyond academic databases, find similar pages, or fetch content from known URLs.

Experiment Audit verifies experiment integrity before results are claimed, using cross-model review to check for fake ground truth, score normalization fraud, phantom results, and insufficient scope. Use it when the user asks to audit experiments or after experiments complete but before writing claims.