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48 results for "autoresearch"
autoresearch
Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy''s autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric.
github
nature-academic-search
Multi-source literature search, citation verification, strict independent other-citation audits, article-level citation metric tables, influential citer profiling with citation-context extraction, MeSH search strategy, citation file management (.nbib/.ris/.bib conversion), and reference management (BibTeX, related articles, ID conversion) via MCP tools (PubMed, CrossRef, arXiv, Scopus, ScienceDirect). Use for coordinated literature workflows beyond one MCP call, including 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
ai-research-reproduction
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
content-research-writer
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative partnership.
composiohq
deep-research
Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited reports with source attribution. Use when the user wants thorough research on any topic with evidence and citations.
affaan-m
literature-search
Search academic literature using Semantic Scholar, arXiv, and OpenAlex APIs. Returns structured JSONL with title, authors, year, venue, abstract, citations, and BibTeX. Use when the user needs to find papers, check related work, or build a bibliography.
lingzhi227
quantitative-research
World-class systematic trading research - backtesting, alpha generation, factor models, statistical arbitrage. Transform hypotheses into edges. Use when "backtest, alpha, factor model, statistical arbitrage, quant research, systematic trading, mean reversion, momentum strategy, regime detection, walk forward, " mentioned.
omer-metin
deep-research
Universal deep research agent team. 13-agent pipeline for rigorous academic research on any topic. 8 modes: full research, quick brief, paper review, lit-review, fact-check, three-way literature scan, Socratic guided research dialogue, and systematic review with optional meta-analysis. Covers research question formulation, Socratic mentoring, methodology design, systematic literature search, source verification, cross-source synthesis, risk of bias assessment, meta-analysis, APA 7.0 report compilation, editorial review, devil's advocate challenges, ethics review, and post-research literature monitoring. Triggers on: research, deep research, literature review, systematic review, meta-analysis, PRISMA, evidence synthesis, fact-check, WHY HOW WHAT papers, 3W literature scan, guide my research, help me think through, 研究, 深度研究, 文獻回顧, 文獻探討, 系統性回顧, 後設分析, 事實查核, 三段式文獻掃描, 引導我的研究, 幫我釐清, 幫我想想, 我不確定要研究什麼, 研究方向, 研究主題, 심층 연구, 문헌 조사, 체계적 문헌고찰, 메타분석, 사실 확인, 연구 방향을 잡아줘, 연구 주제 정하는 것을 도와줘.
imbad0202
keyword-research
Use when the user asks to "find keywords", "挖词", or "搜什么词"; prioritizes search volume, keyword difficulty, intent, and topic clusters from provided or connected data. Not for competitor-relative coverage gaps — use content-gap-analysis. 关键词研究/内容选题
aaron-he-zhuacademic-pipeline
Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final integrity check -> finalize. Coordinates deep-research, academic-paper, and academic-paper-reviewer into a seamless 10-stage workflow with mandatory integrity verification, two-stage peer review, and reproducible quality gates. Triggers on: academic pipeline, research to paper, full paper workflow, paper pipeline, end-to-end paper, research-to-publication, complete paper workflow, 연구부터 논문까지, 연구 주제 설정부터 논문 완성까지, 논문 전체 워크플로.
imbad0202
persona-researcher
组织研究——管理参考文献、笔记和协作。
googleworkspace
firecrawl-research-index
使用 Firecrawl Research 查找回答研究问题的论文，通过语义搜索、语义和结构扩展以及正文验证。始终将此技能用于任何文献查找/论文检索任务——单篇论文查找或完整的多篇论文集合。
firecrawl
deep-research
当用户需要进行多来源研究，并附带引用追踪、证据持久化和结构化报告生成时使用。触发词包括“深度研究”、“综合分析”、“研究报告”、“比较X与Y”、“分析趋势”或“最新进展”。不适用于简单查询、调试或只需1-2次搜索即可回答的问题。
199-biotechnologiesiterative-retrieval
Pattern for progressively refining context retrieval to solve the subagent context problem
affaan-mcontent-gap-analysis
Use when the user asks to "find content gaps", "竞品写了什么", or "还应该写什么"; builds a competitor-relative coverage map of missing topics, keyword gaps, and editorial-calendar opportunities. Not for raw keyword demand discovery — use keyword-research. 内容缺口/选题规划
aaron-he-zhuai-research-explore
与Rigor Explore兼容的技能标识，用于有意义且可能具有新颖性的深度学习研究候选方案。当研究者已选择任务族、数据集、基准、评估方法，提供SOTA参考，并希望在`current_research`基础上进行仅候选方案的探索，且要求可审计的仓库理解、想法筛选、公平比较以及将受控实验写入`explore_outputs/`时使用。不适用于以README为先的可信复现、开放式方向探索、狭窄的仅代码或仅运行探索、被动仓库分析、已验证的新颖性声明或隐式实验。
lllllllamafirecrawl-research-papers
使用 Firecrawl Research 查找并综合研究论文、白皮书、PDF、技术报告和学术来源，支持语义论文搜索、相关论文扩展和正文验证。当用户需要文献综述、论文摘要、研究现状或基于 PDF 及学术/行业出版物的有源综合时使用。
firecrawlacademic-paper
12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format-convert/citation-check/disclosure/rebuttal-audit). 6 paper types, 5 citation formats, bilingual abstracts, LaTeX/DOCX-via-Pandoc/PDF output. Style Calibration + Writing Quality Check + Anti-Patterns with IRON RULE markers. Triggers: write paper, academic paper, guide my paper, parse reviews, audit my rebuttal, check my response draft, AI disclosure, 寫論文, 學術論文, 引導我寫論文, 審查意見, 評估回覆, 논문 작성, 초록 작성, 논문 수정, 논문 계획을 도와줘, 심사 의견 반영, 답변서 점검, AI 사용 고지.
imbad0202search-first
Research-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Invokes the researcher agent.
affaan-mpaper-context-resolver
严谨论文上下文助手，用于以README为先的深度学习仓库复现。仅在README和仓库文件留下狭窄的复现关键缺口，且任务是从原始论文来源解析特定论文细节（如数据集划分、预处理、评估协议、检查点映射或运行时假设）并记录冲突时使用。不用于通用论文摘要、仓库扫描、环境设置、命令执行、仅标题论文查找或默认替代README指导。
lllllllama
dbs-benchmark
dontbesilent 对标分析。用五重过滤法帮你找到值得模仿的对标，排除一切关于「我」的噪音。 触发方式：/dbs-benchmark、/对标、「帮我找对标」「我该模仿谁」 Benchmark analysis using dontbesilent's five-filter method. Trigger: /dbs-benchmark, "find me a benchmark", "who should I copy"
dontbesilent2025lead-research-assistant
Identifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact strategies. Perfect for sales, business development, and marketing professionals.
composiohq
customer-research
当用户想要进行、分析或综合客户研究时使用。当用户提到“客户研究”、“ICP研究”、“与客户交谈”、“分析转录稿”、“客户访谈”、“调查分析”、“支持工单分析”、“客户之声”、“VOC”、“构建用户画像”、“客户画像”、“待完成工作”、“JTBD”、“客户怎么说”、“客户在为什么挣扎”、“Reddit挖掘”、“G2评论”、“评论挖掘”、“数字水坑”、“社区研究”、“论坛研究”、“竞品评论”、“客户情绪”或“找出客户流失/转化/购买的原因”时使用。既用于分析现有研究资产，也用于从在线来源收集新研究。如需根据研究撰写文案，请参见copywriting。如需根据研究优化页面，请参见cro。
coreyhaines31nature-citation
Add strict Nature/CNS citations to manuscript text by splitting long passages into citable segments, searching only accepted flagship and subjournal titles from Nature Portfolio, the AAAS Science family, and Cell Press, filtering by publication time range, and exporting one reference-manager-ready output by default. Use this skill whenever the user asks to input text and automatically get references, add citations to a paragraph/manuscript, find Nature-series or CNS support for statements, create text-to-reference correspondence, "分段引用", "自动给出引用", "Nature系列引用", "CNS及子刊", "支撑文献", "补引用", "找引用", or export EndNote/RIS/ENW/Zotero RDF. Also trigger on general academic-writing citation needs even without the word "Nature", such as adding references while writing a paper, finding sources/literature for a claim, building a reference list, citation/referencing for academic writing, and Chinese phrasings like 学术写作引用、写论文加引用、写paper找文献、加参考文献、配文献、引用文献、文献支撑.
yuan1z0825