# raja21068 > Open-source publisher. Listings imported from github.com/raja21068 — credited to the original author with their license. - **Listings:** 37 - **Total installs:** 0 - **Profile:** https://agentstack.voostack.com/s/raja21068 - **Website:** https://github.com/raja21068 ## Published listings - [Experiment Audit](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-experiment-audit) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-experiment-audit` Audit experiment integrity before claiming results. Uses cross-model review (GPT-5.4) to check for fake ground truth, score normalization fraud, phantom results, and insufficient scope. Use when user says \"审计实验\", \"check experiment integrity\", \"audit results\", \"实验诚实度\", or after experiments complete before writing claims. - [Meta Optimize](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-meta-optimize) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-meta-optimize` Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired by Meta-Harness (Lee et al., 2026). Use when user says \"优化技能\", \"meta optimize\", \"improve skills\", \"分析使用记录\", or wants to optimize ARIS's own harness components based on accumulated experience. - [Openalex](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-openalex) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-openalex` Search academic papers via OpenAlex API for open citation data, institutional affiliations, and funding information. Use when user says "openalex search", "search openalex", "open citation graph", or wants comprehensive academic metadata beyond arXiv/Semantic Scholar. - [Patent Pipeline](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-patent-pipeline) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-patent-pipeline` Full patent drafting pipeline from invention description to jurisdiction-formatted filing documents. Supports CN (CNIPA), US (USPTO), EP (EPO). Supports invention patents and utility models. Use when user says \"写专利\", \"patent pipeline\", \"专利申请\", \"draft patent\", \"写权利要求书\", or wants to draft a complete patent application. - [Auto Review Loop Llm](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-auto-review-loop-llm) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-auto-review-loop-llm` Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review". - [Auto Paper Improvement Loop](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-auto-paper-improvement-loop) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-auto-paper-improvement-loop` Autonomously improve a generated paper via GPT-5.4 xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \"改论文\", \"improve paper\", \"论文润色循环\", \"auto improve\", or wants to iteratively polish a generated paper. - [Paper Write](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-write) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-paper-write` Draft LaTeX paper section by section from an outline. Use when user says \"写论文\", \"write paper\", \"draft LaTeX\", \"开始写\", or wants to generate LaTeX content from a paper plan. - [Novelty Check](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-novelty-check) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-novelty-check` Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing. - [Experiment Bridge](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-experiment-bridge) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-experiment-bridge` Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says \"实现实验\", \"implement experiments\", \"bridge\", \"从计划到跑实验\", \"deploy the plan\", or has an experiment plan ready to execute. - [Auto Review Loop Minimax](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-auto-review-loop-minimax) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-auto-review-loop-minimax` Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax review". - [Kill Argument](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-kill-argument) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-kill-argument` Two-thread adversarial review: a fresh reviewer constructs the strongest 200-word rejection memo, then a second fresh reviewer defends the paper point-by-point and surfaces still-unresolved critical issues. Use when user says \"kill argument\", \"adversarial review\", \"hostile review\", \"rebuttal preparation\", \"reviewer-2 simulation\", or before submitting a theory paper that has already pass… - [Claims Drafting](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-claims-drafting) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-claims-drafting` Draft patent claims for an invention. Use when user says \"撰写权利要求\", \"draft claims\", \"写权利要求书\", \"claim drafting\", or wants to create patent claims. The core skill of the patent pipeline. - [Patent Novelty Check](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-patent-novelty-check) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-patent-novelty-check` Assess patent novelty and non-obviousness against prior art. Use when user says \"专利查新\", \"patent novelty\", \"可专利性评估\", \"patentability check\", or wants to evaluate if an invention is patentable. - [Gemini Search](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-gemini-search) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-gemini-search` Search research papers via Gemini for broad literature discovery. Use when user says "gemini search", "gemini papers", "search with gemini", or wants AI-powered literature discovery beyond arXiv/Semantic Scholar indexes. - [Auto Review Loop](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-auto-review-loop) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-auto-review-loop` Autonomous multi-round research review loop. Repeatedly reviews via Codex MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement. - [Paper Slides](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-slides) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-paper-slides` Generate conference presentation slides (beamer LaTeX → PDF + editable PPTX) from a compiled paper, with speaker notes and full talk script. Use when user says \"做PPT\", \"做幻灯片\", \"make slides\", \"conference talk\", \"presentation slides\", \"生成slides\", \"写演讲稿\", or wants beamer slides for a conference talk. - [Idea Discovery](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-idea-discovery) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-idea-discovery` Workflow 1: Full idea discovery pipeline. Orchestrates research-lit → idea-creator → novelty-check → research-review to go from a broad research direction to validated, pilot-tested ideas. Use when user says \"找idea全流程\", \"idea discovery pipeline\", \"从零开始找方向\", or wants the complete idea exploration workflow. - [Deepxiv](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-deepxiv) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-deepxiv` Search and progressively read open-access academic papers through DeepXiv. Use when the user wants layered paper access, section-level reading, trending papers, or DeepXiv-backed literature retrieval. - [Figure Spec](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-figure-spec) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-figure-spec` Generate deterministic publication-quality architecture, workflow, and pipeline diagrams from structured JSON (FigureSpec) into editable SVG. Use when user says \"架构图\", \"workflow 图\", \"pipeline 图\", \"确定性矢量图\", \"figure spec\", \"draw architecture\", or needs precise, editable, publication-ready vector diagrams. Preferred over AI illustration for formal architecture/workflow figures. - [Idea Creator](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-idea-creator) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-idea-creator` Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions. - [Dse Loop](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-dse-loop) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-dse-loop` Autonomous design space exploration loop for computer architecture and EDA. Runs a program, analyzes results, tunes parameters, and iterates until objective is met or timeout. Use when user says \"DSE\", \"design space exploration\", \"sweep parameters\", \"optimize\", \"find best config\", or wants iterative parameter tuning. - [Grant Proposal](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-grant-proposal) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-grant-proposal` Draft a structured grant proposal from research ideas and literature. Supports KAKENHI (Japan), NSF (US), NSFC (China, including 面上/青年/优青/杰青/海外优青/重点), ERC (EU), DFG (Germany), SNSF (Switzerland), ARC (Australia), NWO (Netherlands), and generic formats. Use when user says \"write grant\", \"grant proposal\", \"申請書\", \"write KAKENHI\", \"科研費\", \"基金申请\", \"写基金\", \"NSF proposal\", or wants to turn… - [Paper Claim Audit](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-claim-audit) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-paper-claim-audit` Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files. Uses a fresh cross-model reviewer with NO prior context to prevent confirmation bias. Use when user says \"审查论文数据\", \"check paper claims\", \"verify numbers\", \"论文数字核对\", or before submission to ensure paper-to-evidence fidelity. - [Paper Poster](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-poster) — Skill · Free — `agentstack add skill-raja21068-autoresearch-paper-poster` Generate a conference poster (article + tcbposter LaTeX → A0/A1 PDF + editable PPTX + SVG) from a compiled paper. Use when user says \"做海报\", \"制作海报\", \"conference poster\", \"make poster\", \"生成poster\", \"poster session\", or wants to create a poster for a conference presentation. - [Idea Discovery Robot](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-idea-discovery-robot) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-idea-discovery-robot` Workflow 1 adaptation for robotics and embodied AI. Orchestrates robotics-aware literature survey, idea generation, novelty check, and critical review to go from a broad robotics direction to benchmark-grounded, simulation-first ideas. Use when user says \"robotics idea discovery\", \"机器人找idea\", \"embodied AI idea\", \"机器人方向探索\", \"sim2real 选题\", or wants ideas for manipulation, locomotion, navi… - [Paper Illustration](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-illustration) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-paper-illustration` Generate publication-quality AI illustrations for academic papers using Gemini image generation. Creates architecture diagrams, method illustrations with Claude-supervised iterative refinement loop. Use when user says \"生成图表\", \"画架构图\", \"AI绘图\", \"paper illustration\", \"generate diagram\", or needs visual figures for papers. - [Invention Structuring](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-invention-structuring) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-invention-structuring` Structure a raw invention idea into a formal invention disclosure. Use when user says \"构建发明\", \"structure invention\", \"发明构建\", \"invention disclosure\", or wants to formalize a rough idea into a patent-ready structure. - [Exa Search](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-exa-search) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-exa-search` AI-powered web search via Exa with content extraction. Use when user says "exa search", "web search with content", "find similar pages", or needs broad web results beyond academic databases (arXiv, Semantic Scholar). - [Monitor Experiment](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-monitor-experiment) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-monitor-experiment` Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output. - [Paper Illustration Image2](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-illustration-image2) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-paper-illustration-image2` Generate publication-quality academic illustrations through a local Codex app-server bridge that uses Codex native image generation. This is a separate experimental alternative to `paper-illustration`, intended for Claude Code users who want a GPT-image-style renderer without modifying the original skill. - [Arxiv](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-arxiv) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-arxiv` Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library. - [Alphaxiv](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-alphaxiv) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-alphaxiv` Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain this paper", "summarize paper", pastes an arXiv/AlphaXiv URL, or provides a bare arXiv ID for quick understanding - not for broad literature search. - [Experiment Queue](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-experiment-queue) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-experiment-queue` SSH job queue for multi-seed/multi-config ML experiments with OOM-aware retry, stale-screen cleanup, and wave-transition race prevention. Use when user says "batch experiments", "队列实验", "run grid", "multi-seed sweep", "auto-chain experiments", or when /run-experiment is insufficient for 10+ jobs that need orchestration. - [Citation Audit](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-citation-audit) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-citation-audit` Zero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a context the cited paper actually supports. Uses a fresh cross-model reviewer with web/DBLP/arXiv lookup to catch hallucinated authors, wrong years, fabricated venues, version mismatches, and wrong-context citations (cite present but the cited paper does not establish the claim). Use… - [Paper Plan](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-plan) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-paper-plan` Generate a structured paper outline from review conclusions and experiment results. Use when user says \"写大纲\", \"paper outline\", \"plan the paper\", \"论文规划\", or wants to create a paper plan before writing. - [Paper Figure](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-figure) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-paper-figure` Generate publication-quality figures and tables from experiment results. Use when user says \"画图\", \"作图\", \"generate figures\", \"paper figures\", or needs plots for a paper. - [Paper Writing](https://agentstack.voostack.com/l/skill-raja21068-autoresearch-paper-writing) — Skill · Free · security-reviewed — `agentstack add skill-raja21068-autoresearch-paper-writing` Workflow 3: Full paper writing pipeline. Orchestrates paper-plan → paper-figure → figure-spec/paper-illustration/mermaid-diagram → paper-write → paper-compile → auto-paper-improvement-loop to go from a narrative report to a polished PDF. At `— effort: max | beast` (or explicit `— assurance: submission`), Phase 6 gates the Final Report on `tools/verify_paper_audits.sh`; the PDF is labelled `submis… --- Seller on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Install any with `agentstack add `.