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48 results for "autoresearch"
autoresearch
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
Autonomous iteration loop: modify, verify, keep/discard against any metric
uditgoenka
autoresearchclaw-autonomous-research
Fully autonomous research pipeline that turns a topic idea into a complete academic paper with real citations, experiments, and conference-ready LaTeX.
reason-machinesautoresearch-genealogy
Structured prompts, vault templates, and autonomous research workflows for AI-assisted genealogy using Claude Code.
reason-machinescodex-autoresearch-loop
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
nature-academic-search
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
academic-research-suite
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
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
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
amazon-keyword-research
Amazon keyword research and market opportunity analysis for sellers. Retrieve autocomplete suggestions (long-tail keywords), analyze competitor landscape, and assess market opportunity for any keyword on 12 Amazon marketplaces (US/UK/DE/FR/IT/ES/JP/CA/AU/IN/MX/BR). No API key required. Make sure to use this skill whenever the user mentions Amazon product research, finding products to sell on Amazon, Amazon keyword ideas, niche analysis, competition analysis for Amazon, market opportunity on Amazon, comparing Amazon keywords, evaluating whether a product is worth selling, Amazon autocomplete data, seasonal demand for Amazon products, or anything related to researching what to sell on Amazon — even if they don't explicitly say 'keyword research'. Also trigger when the user asks vague questions like 'is this a good product to sell?', 'what's the competition like for X on Amazon?', 'should I sell X or Y?', or 'what are people searching for on Amazon?'.
nexscope-ai
active-research
Deep research and analysis tool. Generates comprehensive HTML reports on any topic, domain, paper, or technology. Enhanced with advanced browser automation — SPA handling, network idle wait, batch operations, stealth browsing, and intelligent page analysis. Use when user asks to research, analyze, investigate, deep-dive, or generate a report on any subject.
actionbook
research
Answer a bounded question with current cited evidence. Triggers: "research", "investigate this question", "find evidence". (Investigating a repository routes to codebase-recon.)
boshu2
wiki-research
Autonomously research a topic via multi-round web search, synthesize findings, and file structured results into the Obsidian wiki. Use this skill when the user says "/wiki-research [topic]", "research X", "find everything about Y", "do a deep dive on Z", "autonomous research on X", or wants comprehensive, web-sourced knowledge on a topic filed directly into their wiki.
ar9av
redis-search
Redis Search guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR, JSON path), DIALECT 2 query syntax, FT.SEARCH / FT.AGGREGATE / FT.HYBRID command selection, vector similarity with HNSW or FLAT, hybrid retrieval combining lexical and vector ranking, RAG pipelines, zero-downtime index updates via aliases, and debugging with FT.PROFILE and FT.EXPLAIN. Use when defining a search index on Hash or JSON documents, writing FT.SEARCH queries with filters, sorting, aggregation, or vector KNN, tuning HNSW parameters, building a RAG retrieval pipeline, or troubleshooting slow or empty search results.
redis
deep-research
使用 firecrawl 和 exa MCP 进行多源深度研究。搜索网络、综合发现，并提供带引用的报告及来源归属。当用户希望对任何主题进行带有证据和引用的彻底研究时使用。
affaan-mdeep-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
bmad-deep-recon
Research a topic to support a decision, three ways: draft a research prompt for the user to run in their own tool (ChatGPT, Gemini, Grok, Perplexity, …), turn a finished research report into a short summary with cited sources that other skills can use directly, or run the research here with parallel web searches. Built-in research types: market, domain, technical, competitive, user-voice, academic-lit; also supports choosing between candidates, and custom types via overrides. Use when the user says "deep recon", "research this", "draft a research prompt", "process this research report", "market research", "domain research", "technical research", "competitor research", "literature review", or "help me choose between"
bmad-code-org
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
gpt-researcher
Autonomous deep research from Codex via MCP
assafelovic
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-metindeep-research
通用深度研究 Agent 团队。由 13 个 Agent 构成的流水线，可针对任意主题开展严谨的学术研究。提供 8 种模式：全流程深度研究、快速简报、论文评审、文献综述、事实查核、三段式文献扫描、苏格拉底式引导研究对话，以及可选 meta 分析的系统性综述。覆盖研究问题提炼、导师级苏格拉底式引导、研究方法设计、系统性文献检索、文献来源验证、跨来源综合合成、偏倚风险评估、meta 分析、APA 7.0 格式报告撰写、主编评审、魔鬼代言人质询、伦理审查以及研究后文献动态监测。触发词包括：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
paper-lookup
Search 11 academic literature APIs for papers, preprints, citations, and open-access full text, and return results with reproducible provenance. Covers PubMed, PMC (full text), Europe PMC (full-text and preprint search), bioRxiv, medRxiv, arXiv, OpenAlex, Crossref, Semantic Scholar, CORE, Unpaywall. Use when searching for papers, citations, DOI/PMID/arXiv lookups, abstracts, full text, open-access PDFs, preprints, citation graphs, author publications, or any scholarly literature query. Triggers on mentions of any supported database or requests like "find papers on X", "look up this DOI", "who cites this paper", or "get me the PDF".
k-dense-ai
systematic-literature-review
Use this skill when the user wants a systematic literature review, survey, or synthesis across multiple academic papers on a topic. Also covers annotated bibliographies and cross-paper comparisons. Searches arXiv and outputs reports in APA, IEEE, or BibTeX format. Not for single-paper tasks — use academic-paper-review for reviewing one paper.
bytedancerecursive-decision-ledger
Use when the user asks for repeated rollouts, marked decision processes, high-dimensional search, stochastic optimization, local-optima exploration, ensemble comparison, or recursive reasoning with a visible evidence trail.
affaan-m