Simulates a strict SCI peer-review workflow; trigger when a user uploads or pastes a manuscript (PDF/DOC/DOCX/TXT) and requests an innovation score (1–12) plus experimental-logic…
Translates dense scientific terminology from academic papers, press releases, or expert interviews into plain English a journalist can quote or paraphrase.
Use when targeting 《科研管理》(Science Research Management — 中国科学院科技战略咨询研究院主办的科研/创新管理月刊, 1980 年创刊) or deciding whether a Chinese R&D/innovation-management manuscript fits this venue.
Search ~200 million scientific papers (OpenAlex titles and abstracts) by meaning or by exact words, look papers up by DOI / OpenAlex id / PMCID, find similar papers and walk…
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Generate BibTeX from DOI metadata and check open-access status on iOS through AMA native intents instead of citation scripts.
Reviews scientific documents for logical clarity, argument soundness, and rigor by auditing hypothesis-data alignment, claim-evidence chains, quantitative precision, hedging…
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks — from…
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks — from…
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks — from…
Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion.
Debug by turning a belief about the code into a falsifiable hypothesis, predicting an observable, and running the one probe that can refute it.
Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g — from…
Formulate testable scientific hypotheses — null/alternative, variables, controls, falsifiability — with explicit variables and statistical plan.
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propo — from…
Build and operate the "Scientific Hypothesis Prioritization for legal and policy workflows" capability for legal and policy workflows.
Assess paper and journal impact using OpenAlex citation counts, optional Altmetric data, and curated journal impact-factor references.
Scientific manuscript writing: IMRAD, citation styles (APA/AMA/Vancouver/IEEE), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA/ARRIVE), writing principles…
The scientific method as an epistemological framework for producing reliable knowledge. Covers observation, question formation, hypothesis construction, experimental testing, data…
Summarises a scientific paper in plain language — covering the research question, methodology, key findings, limitations, and implications — so a journalist can accurately report…
Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validi — from…
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python.
Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML, mzXML, mzTab, FASTA — from…
科研助手基于134个科学技能库,提供从文献检索到论文发表的全流程科研支持,核心功能包括文献检索与综述(PubMed/Google…
Comprehensive scientific document review and analysis. Use when Claude needs to review scientific papers, reports, preprints, or other research documents for: (1) Identifying and…
Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose mechanisms, for scientific inq — from…
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and…
Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review — from…
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.
Write scientific manuscripts. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), abstracts, for research papers and…
This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs.
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points).
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points).
This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs.
SciPlot Academic 科研绘图技能（sciplot-academic 包配套 skill，本仓库默认绘图入口）。 当用户请求绘制科研/论文/竞赛图表（折线、散点、柱状、箱线、小提琴、热力、气泡热力、 边际分布、雨云、蜂群、山脊、六边形、哑铃、发散条形、甘特、打包气泡、雷达、3D 曲面/瀑布、 网络/3D 网络、维恩、密度、QQ、残差、PCA 等…
Scientific-paper search, metadata enrichment, PDF download, and BibTeX library management for the SciTeX ecosystem.
Research accelerator portfolio companies using Firecrawl and Tavily MCPs. Generates structured CSV and markdown reports with systematic impact scoring.
Query the ExoPriors Scry API -- SQL-over-HTTPS search across 229M+ entities spanning forums, papers, social media, government records, and prediction markets.
Special Court for Sierra Leone (SCSL, 2002-2013) and Residual Special Court (RSCSL) research, drafting, and analysis.
The disciplined debug/fix loop the generic agent runs when a sd-verify / sd-test run FAILS (/foundry:sd-debug, software-delivery debug step, step 9).
Diagnose a bug hypothesis-first, reproduce-as-a-test-first — before writing any fix. Triggers on "bug", "broken", "not working", "error", "exception", "investigate", "why is X".
Use Zotero MCP to let research agents search papers, retrieve metadata, inspect annotations, and analyze citation context from a Zotero library.
General and specialized search engines — Google dorking, code search, academic research, and passive Google dork automation.
Research-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Invokes the researcher agent.
Prior art search for invention|patent claim. Patent + non-patent (academic, products, OSS), defensive pubs, standard-essential patents.
Search for prior art relevant to a specific invention or patent claim. Covers patent literature, non-patent literature (academic papers, products, open source), defensive — from…
Search for prior art relevant to a specific invention or patent claim. Covers patent literature, non-patent literature (academic papers, products, open source), defensive — from…
Evidence group skill. Synthesizes published industry reports, benchmarks, regulatory filings, academic research, and analogous-domain case studies to substitute or augment direct…
Generate comprehensive R tutorials for specialized applications (health economics, qualitative research, signal processing, environmental epidemiology, cellular automata) with…
Pre-submission self-review for the user's own manuscripts, applying a reviewer perspective. Systematic check across 10 categories with research-type branching.
Use semantic consistency auditor for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Create, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python.
Use when searching academic papers, looking up citations, finding authors, or getting paper recommendations using the Semantic Scholar API.
Performs keyword research using SEMrush API v3 with domain analytics, keyword difficulty scoring, and SERP feature detection.
Access research-grade sensor data using SensorKit. Use when reading ambient light levels, accelerometer data, rotation rates, device usage patterns, keyboard metrics, or media…
Multi-step reasoning engine for complex analysis and systematic problem solving. Use when: (1) Complex debugging scenarios with multiple layers, (2) Architectural analysis and…
Apply structured, reflective problem-solving for complex tasks requiring multi-step analysis, revision capability, and hypothesis verification.
[AI & Tools] Apply structured, reflective problem-solving for complex tasks requiring multi-step analysis, revision capability, and hypothesis verification.