Ar9av/PaperOrchestra

Agent Research Aggregator scans AI agent cache directories or a chosen folder for experiment logs and turns them into PaperOrchestra-ready idea and experimental log inputs. Use it before PaperOrchestra when your evidence is scattered across agent histories.

Content Refinement Agent refines a paper draft by simulating peer review, applying targeted revisions, and stopping only when the scoring rules or iteration cap are met. It is used for Step 5 of the PaperOrchestra pipeline and keeps snapshots and a worklog so accepted changes can be reverted reliably.

Literature Review Agent finds and verifies paper citations, builds a BibTeX file, and drafts Introduction and Related Work sections from the verified sources. Use it for literature searches, bibliography building, or related work drafting in the PaperOrchestra pipeline.

Outline Agent converts idea notes, experiment logs, a LaTeX template, and conference guidelines into a strict JSON paper outline. It is used when drafting the structure, plotting plan, related work plan, and section plan for PaperOrchestra Step 1.

Paper Autoraters runs PaperOrchestra’s four LLM-as-judge evaluators for paper quality, citation coverage, and side-by-side comparisons. Use it to score a draft, compare two papers, or validate a paper-writing pipeline.

Paper Orchestra orchestrates a five-agent pipeline that turns research notes, experiment logs, templates, guidelines, and figures into a LaTeX manuscript and compiled PDF. Use it when you want to generate a conference submission from unstructured research materials.

Paper Writing Bench reverse-engineers a research paper into sparse and dense idea notes plus an experimental log for benchmark cases. Use it when you need to evaluate a paper-writing pipeline against a paper-orchestra-style benchmark.

Plotting Agent renders figures from outline.json using experimental_log.md and idea.md, then writes captions for each figure. It is used when the orchestrator delegates Step 2 or when a user asks to generate paper plots or diagrams.

Section Writing Agent drafts the remaining paper sections in one multimodal LLM call and merges them into an existing LaTeX template. It is used to fill in Abstract, Methodology, Experiments, and Conclusion from the outline, figures, and experimental log.