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autoresearch

37Ktesting-qa

适用于任何编程任务的自主迭代实验循环。引导用户定义目标、可衡量的指标和范围约束，然后运行一个自主循环：代码修改、测试、测量，并保留或丢弃结果。灵感来自 Karpathy 的 autoresearch。用途：自主改进、迭代优化、实验循环、自动研究、性能调优、自动化实验、爬山法、自动尝试、优化代码、运行实验、自主编码循环。不适用于：一次性任务、简单 bug 修复、代码审查，或没有可衡量指标的任务。

github

autoresearch

15Kresearch-knowledge

Run a bounded, source-grounded research loop, draft a cited dossier, and optionally propose a separately reviewed canonical vault merge. Use when the user wants autonomous or deep research that may access the public web. Triggers: /autoresearch, autoresearch, research this topic, deep dive into, investigate, find everything about, research and file, go research, build a wiki on.

agricidaniel

autoresearch

5.8Kresearch-knowledge

Autonomous iteration loop: modify, verify, keep/discard against any metric

uditgoenka

autoresearchclaw-autonomous-research

78research-knowledge

Fully autonomous research pipeline that turns a topic idea into a complete academic paper with real citations, experiments, and conference-ready LaTeX.

reason-machines

autoresearch-genealogy

78research-knowledge

Structured prompts, vault templates, and autonomous research workflows for AI-assisted genealogy using Claude Code.

reason-machines

codex-autoresearch-loop

78research-knowledge

Self-directed iterative research skill for Codex that continuously cycles through modify, verify, retain or discard, and repeat until a measurable goal is reached.

reason-machines

hive

215research-knowledge

Run the hive experiment loop — autonomous iteration on a shared task. Use when the agent is in a hive task directory and needs to run experiments, submit results, or participate in the swarm. Triggers on "hive", "run hive", "autoresearch", "start experimenting", "join the swarm", "start the loop", or when .hive/task file is detected.

rllm-org

research-wiki

Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle. Inspired by Karpathy's LLM Wiki pattern. Use when user says \"知识库\", \"research wiki\", \"add paper\", \"wiki query\", \"查知识库\", or wants to build/query a persistent field map.

tooluniverse-literature-deep-research

1.7Kresearch-knowledge

Deep literature review — PubMed, EuropePMC, bioRxiv preprints, citation networks, evidence synthesis. Disambiguates queries, runs collision-aware searches, grades evidence T1-T4, and produces structured reports. Use for systematic literature review, meta-analysis evidence collection, and detailed answer-with-citations workflows.

mims-harvard

research-refine-pipeline

Run an end-to-end workflow that chains `research-refine` and `experiment-plan`. Use when the user wants a one-shot pipeline from vague research direction to focused final proposal plus detailed experiment roadmap, or asks to "串起来", build a pipeline, do it end-to-end, or generate both the method and experiment plan together.

auto-paper-improvement-loop

Autonomously improve a generated paper via GPT-6-Astra 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.

research-refine

Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-6-Astra review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.

research-lit

Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.

experiment-plan

Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.

content-research-writer

68Kwriting-content

协助撰写高质量内容，通过进行研究、添加引用、改进开头、迭代大纲以及为每个部分提供实时反馈。将您的写作过程从单打独斗转变为协作伙伴关系。

composiohq

research-pipeline

Full end-to-end research pipeline: from a broad research direction through idea discovery, experiments, and review all the way to a polished paper PDF. Use when user says \"全流程\", \"full pipeline\", \"从找idea到投稿\", \"end-to-end research\", or wants the complete autonomous research lifecycle.

nature-academic-search

30Kresearch-knowledge

多源文献检索、引文核对、严格独立他引审计、文章级引文指标表、高影响力引用者画像及引文上下文提取、MeSH检索策略、引文文件管理（.nbib/.ris/.bib格式转换）以及参考文献管理（BibTeX、相关文章、ID转换），通过MCP工具（PubMed、CrossRef、arXiv、Scopus、ScienceDirect）实现。用于需要超越单次MCP调用的协同文献工作流程，包括文献检索、查文献、找文献、文献综述检索、查论文、引文核对、参考文献管理、文献去重、严格他引、他引判定、排除自引、谁引用了我的文章、引用我的文章的人有没有大牛、院士引用、校长引用、院长引用、杰青引用、长江学者引用、Fellow引用、文章引用表、指定文章引用数、严格他引数、整理成表格。

yuan1z0825

idea-discovery

Workflow 1: Full idea discovery pipeline 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.

academic-research-suite

9.7Kresearch-knowledge

ARS-Codex workflows for research, academic writing, manuscript review, research-to-paper pipelines, and experiment planning. Use when the user asks for deep research, literature review, systematic review, meta-analysis, research question refinement, academic paper drafting, paper revision, citation or integrity checks, reviewer simulation, peer review, editorial decision letters, research-to-paper workflows, experiment execution planning, statistical interpretation, or human study protocol support. Korean triggers: 논문 심사, 논문 수정, 초록 작성, 체계적 문헌고찰, 연구부터 논문까지. Also use for Claude-style ARS command aliases such as /ars-plan, ars-plan, /ars-outline, /ars-abstract, /ars-lit-review, /ars-citation-check, /ars-disclosure, /ars-format-convert, /ars-3w, /ars-revision-coach, /ars-revision, /ars-reviewer, /ars-mark-read, /ars-unmark-read, /ars-cache-invalidate, /ars-rebuttal-audit, and /ars-full. This skill vendors ARS role prompts, references, templates, and shared handoff schemas under ars/.

imbad0202

litreview

27Kresearch-knowledge

Academic literature orientation skill that searches papers via free keyless APIs (PubMed E-utilities + OpenAlex) by default — with the Consensus MCP as an optional enhancement lane when connected — builds a strategic search plan using PICO (default) or SPIDER / Decomposition / hybrid as fallbacks, and synthesizes findings into a formatted Word (.docx) research guide. Grill-me intake (research question specificity + framework hint + tentative depth) before the recon search; a second forcing checkpoint after Phase 2 confirms framework + sub-areas + depth before searches consume budget. Configurable depth (5/10/20 queries) controls coverage vs. speed. Output is a 'launching pad' — an orientation guide that lets a researcher dive in confidently, not a finished review. Use when the user starts literature-oriented research (e.g., 'litreview on [topic]', 'literature review on [topic]', 'I'm starting a literature review on X', 'I'm writing a paper on X', 'help me research X', 'I'm doing research on X', 'can you help me research X'). Do NOT use for single one-off paper searches wanting a quick list — that's a plain PubMed/OpenAlex (or Consensus) query.

alirezarezvani

ai-research-reproduction

443research-knowledge

与 Rigor Reproduce 兼容的技能标识符，用于以 README 为先的深度学习仓库复现。当用户需要端到端、最小可信流程时使用，该流程首先读取仓库，选择最小的文档化推理或评估目标，协调代码获取、环境设置、可信执行、可选的可信训练、可选的仓库分析以及可选的论文差距解决，强制执行保守的补丁规则，记录证据、假设、偏差和人工决策点，并写入标准化的 `repro_outputs/` 包。不用于论文摘要、通用环境设置、孤立的仓库扫描、独立的命令执行、静默协议更改、分数追逐或仓库基础复现之外的广泛研究协助。

lllllllama

research-review

Get a deep critical review of research from an external reviewer backend (Codex or manual). Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.

ads-research

9.7Kresearch-knowledge

Refresh Claude Ads platform, API, policy, regulation, benchmark, issue, pull-request, fork, and repository evidence. Use for ads research refresh, expired refresh_due dates, stale API or platform claims, reverify-or-demote decisions, release-current claim validation, ecosystem review, current platform changes, or updating paid-media knowledge. When tools or sources are unavailable, still demote the stale claim for the current run and block dependent release-current assertions before requesting access.

agricidaniel