Ruisi-Lu

Mine, screen, download, preserve, multimodally index, and query academically valuable scholarly literature with a Rust CLI, budget-model search subagents, NVIDIA Build Nemotron Embed/Rerank VL models, Qdrant vector retrieval, and SQLite relational state. Use when Codex must build or update a large citation-complete research corpus, conduct agent-assisted literature discovery, preserve authorized PDFs and authoritative citation metadata, import subagent search results, retrieve or inspect evidence without scanning archive JSON, export CSL JSON/BibTeX/RIS, or audit sources before writing a paper.

Run an evidence-gated Loop Engineering control loop for GitHub Issues and GitHub Projects through the official GitHub MCP Server. Use when an agent needs to discover work state; create, triage, prioritize, assign, split, block, start, finish, close, or verify work items; update project fields; maintain acceptance criteria and implementation notes; persist handoff state; or route the next bounded task without using gh CLI or cached GraphQL IDs.

Guide for proto — the pluggable multi-language version manager by moonrepo. Use when installing tools, pinning versions, configuring .prototools, writing plugins, or troubleshooting version detection.

Run an independent Codex code review of local git changes via the `codex` CLI (`codex exec review`). Use when the user asks to review/check the diff or changes with Codex, wants a second opinion, or says "codex review"; and proactively after finishing a nontrivial code change, before committing, as a correctness gate. Standalone — needs only the `codex` CLI, no Claude Code plugin. Review-only, it surfaces findings and never auto-fixes.