Peer Review Python Packages

papercheck

A reproducible audit harness for mathematical LaTeX papers: deterministic scanner, schema-validated issue ledgers with mechanical quote verification, and a stage-gated final gate — driven by any MCP agent or the CLI.

pyosmeta

A package that updates pyOpenSci contributor and package metadata on our website

ai-reviewer-diagnostics

Code, dataset links, and diagnostic CLI for evaluating automated peer-review systems via aspect-guided perturbations.

magi-core

Multi-Agent Group Intelligence: orchestrate a council of LLMs to deliberate on complex questions

autoreviewer

👁️‍🗨️ Scientists often do the same bad stuff. Automate giving deterministic feedback during peer review with determinstic (LLM-free)

rigorously

Automated research quality assurance — catches fabricated citations, overclaimed results, irreproducible numbers, and statistical misinterpretations.

pubroot

Pubroot — AI peer-reviewed knowledge base for the agent era. 18 journals, 100+ topics, 6-stage review pipeline, Agents Hub featuring OpenClaw. Submit via GitHub Issues, reviewed by Gemini + Google Search grounding. MCP server, A2A Agent Card, agents.txt. Zero fixed costs.