PaperOrchestra Skills 仓库

| Path | Frontmatter name | Frontmatter description | SHA-256 |

| --- | --- | --- | --- |

| skills/agent-research-aggregator/SKILL.md | agent-research-aggregator | Pre-pipeline aggregator that scans AI agent cache directories (.claude, .cursor, .antigravity, .openclaw) or any user-specified directory for experimentation logs, extracts insights and numeric results, and formats them as PaperOrchestra-ready inputs (idea.md + experimental_log.md). TRIGGER when the user says "aggregate my agent logs for paper writing", "extract experiments from my coding agent history", "prepare PaperOrchestra inputs from my cache", "turn my agent logs into a paper", mentions a folder or directory they want to use as the basis for a paper, or wants to run PaperOrchestra but only has scattered agent experiment histories rather than structured inputs. Run this BEFORE paper-orchestra. Also called automatically by paper-orchestra when workspace/inputs/idea.md or workspace/inputs/experimental_log.md are missing. | c543b867f8473ca090679c0c21ed1b2776374bf70ba98169b71479da4756e4ce |

| skills/content-refinement-agent/SKILL.md | content-refinement-agent | Step 5 of the PaperOrchestra pipeline (arXiv:2604.05018). Iteratively refine drafts/paper.tex by simulating peer review and applying targeted revisions, with strict accept/revert halt rules, deterministic 0-100 decision bands (Accept/Minor/Major/Reject) that drive a target-met early stop, and a Devil's Advocate concession-threshold guard that blocks acceptance on unresolved critical findings. Maintains a worklog and snapshots each iteration so revert is real, not symbolic. TRIGGER when the orchestrator delegates Step 5 or when the user asks to "refine the draft", "iterate on the paper", or "run peer review on this paper". | 808643c5364c36ef57217c4147e1f863cd335d197dabe3def30321f7fb6ec469 |

| skills/literature-review-agent/SKILL.md | literature-review-agent | Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018)....