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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Routes web research and platform lookups across 16 sites, including Twitter, Reddit, YouTube, Bilibili, Xiaohongshu and GitHub, through one command-line tool. | Panniantong/ | 95k | — | ~1.4k | Automated safety check: Pass | MIT | 3 days ago |
| 2 | Creates, revises, audits and exports manuscript-ready scientific figures in Python or R, and routes AI-generated graphical abstracts to a separate workflow. | Yuan1z0825/ | 47k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | today |
| 3 | Analyzes Neuropixels recordings from SpikeGLX or Open Ephys through preprocessing, drift correction, Kilosort4 spike sorting, quality metrics and curation. | davila7/ | 33k | 9 repos | ~2.8k | Automated safety check: Pass | MIT | today |
| 4 | Renders ready-made scientific figure templates, such as raincloud plots, Taylor diagrams and chord diagrams, from bundled Python scripts in the MathModel sandbox. | jihe520/ | 6.2k | — | ~627 | Automated safety check: Notes | No licence | 8 days ago |
| 5 | Covers publication-ready matplotlib figures for academic papers, slides, and reports—bars, trends, scatter, heatmaps, and multi-panel layouts—with… | ChenLiu-1996/ | 8.3k | — | ~557 | Automated safety check: Pass | Unknown | 2 days ago |
| 6 | Academic-grade scientific figure creation for Nature/Cell/Science journals. | TingxiYu/ | 483 | 1 repo | ~7k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 7 | Build or review source-backed descriptive, diagnostic, predictive, and prescriptive analysis for consequential decisions. | limingrui679-design/ | 1k | — | ~2.2k | Automated safety check: Pass | MIT | 6 days ago |
| 8 | A skill your agent uses whenever datasets, cloud storage buckets, or data pipelines are mentioned — creating, saving, querying, listing, exploring, deleting, or processing data in S3, GCS, Azure… | datachain-ai/ | 2.8k | — | ~3k | Automated safety check: Pass | Apache-2.0 | today |
| 9 | Audits or rewrites the statistical reporting in a manuscript: experimental units, replication, tests, uncertainty and figure legends, without inventing missing details. | Yuan1z0825/ | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 10 | Guides an agent through reproducing papers built on the CHARLS health and retirement survey, from variable mapping to cognition, depression and isolation scores. | xjtulyc/ | 617 | 1 repo | ~1.8k | Automated safety check: Pass | No licence | 7 mo ago |
| 11 | A skill your agent uses when the user needs engineering or research-paper figures: system architecture diagrams, algorithm workflows, hardware schematics, benchmark charts, ablation plots, figure… | heyu-233/ | 307 | — | ~1.1k | Automated safety check: Pass | MIT | 4 mo ago |
| 12 | Experiment executor and monitor for academic research. An agent skill from Imbad0202/experiment-agent. | Imbad0202/ | 199 | — | ~3.1k | Automated safety check: Pass | CC-BY-NC-4.0 | 16 days ago |
| 13 | Academic integrity investigation and scholar profile analysis system. | yadnuses/ | 313 | — | ~4.2k | Automated safety check: Pass | MIT | yesterday |
| 14 | Redraws your data as a matplotlib figure in the visual style of a reference paper figure, using a drawer and reviewer loop. | VILA-Lab/ | 521 | — | ~2.1k | Automated safety check: Pass | No licence | 11 days ago |
| 15 | Reference patterns for writing qiskit 2.x code for variational quantum machine learning: feature maps, VQC training, VQE for chemistry, MPS circuits and noise models. | aiming-lab/ | 15k | — | ~4.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 16 | Structured performance opportunity investigation for SpiderMonkey (the Firefox JavaScript engine). | SAP/ | 180 | 2 repos | ~4.1k | Automated safety check: Pass | GPL-3.0 | yesterday |
| 17 | Load built-in CausalPy example datasets for demos, tutorials, tests, and quick causal-analysis prototypes. | pymc-labs/ | 1.2k | — | ~587 | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 18 | 18.FigMirror Mirrors the visual style of a top-conference paper figure onto your own data, producing a camera-ready PDF and a self-contained matplotlib script. | VILA-Lab/ | 521 | — | ~2.4k | Automated safety check: Pass | No licence | 11 days ago |
| 19 | Generates result-evidence contracts, tables and runnable q1 to q3 modeling code scaffolds for a math modeling paper from a model route, a data plan and cleaned data. | yushui2022/ | 454 | — | ~1.4k | Automated safety check: Pass | MIT | 4 days ago |
| 20 | 数学建模竞赛解题全流程指导。覆盖国赛(CUMCM)和美赛(MCM/ICM)全部题型(A-F),提供12种问题本质分析、95+场景模型决策矩阵、5本算法Cookbook、11本完整例题Playbook、22个Python+7个MATLAB可运行代码模板。与math-modeling-paper形成"解题→写作"配对。当用户提及建模思路、选什么模型、怎么建模、赛题求解、粘贴赛题文本、美赛/国赛题目分… | Lupynow/ | 415 | — | ~2.1k | Automated safety check: Pass | MIT | 2 mo ago |
| 21 | Turns your CSV or Excel data and a plain-language request into a publication-style scientific chart by adapting a catalog template, then checks and repairs it. | hrdZhu/ | 286 | — | ~3.6k | Automated safety check: Pass | No licence | 2 mo ago |
| 22 | Writes statistical analysis code for experimental data, runs it through a four-round review, and reports effect sizes, p-values and confidence intervals. | lingzhi227/ | 390 | — | ~886 | Automated safety check: Pass | No licence | 7 mo ago |
| 23 | Generate publication-ready scientific figures for AI/CS research papers. | Deepshare-Official/ | 227 | — | ~1.8k | Automated safety check: Pass | MIT | 3 mo ago |
| 24 | Maps OpenMed-extracted, terminology-coded conditions, drugs and measurements into OMOP CDM v5.4 tables for OHDSI and ATLAS analytics. | maziyarpanahi/ | 5.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 25 | Six-phase process for reproducing a published paper's results from provided data, from variable mapping and sample filtering through regression tables and a written report. | xjtulyc/ | 617 | 1 repo | ~1.3k | Automated safety check: Pass | No licence | 7 mo ago |
| 26 | Lets a plotting agent query a gallery of scientific figure references, show candidates for you to pick from, and export the chosen ones before it writes plot code. | Dsadd4/ | 163 | — | ~643 | Automated safety check: Pass | MIT | 1 mo ago |
| 27 | 27.Clean Data A skill your agent uses when a clinical CSV/Excel dataset needs profiling and cleaning before analysis (missing values, outliers, duplicates, type mismatches). | Aperivue/ | 333 | — | ~2k | Automated safety check: Pass | MIT | 6 days ago |
| 28 | Make a demo of a research paper in a marimo notebook fully automatically without extra user input. | marimo-team/ | 175 | — | ~1k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 29 | Finds authoritative public data sources for modeling tasks, prefers official APIs and bulk downloads, and outputs a reproducible fetch and cleaning plan with citations. | yushui2022/ | 454 | 1 repo | ~1.1k | Automated safety check: Pass | MIT | 4 days ago |
| 30 | Runs exploratory data analysis on tabular data after you confirm each column's measurement level, then writes CSV tables and a narrative summary. | TyrealQ/ | 108 | — | ~1.1k | Automated safety check: Pass | MIT | 17 days ago |
| 31 | 31.Daily Papers Daily arXiv paper recommendations with automatic deduplication | Xiangyue-Zhang/ | 1.3k | — | ~309 | Automated safety check: Pass | Apache-2.0 | 4 mo ago |
| 32 | Enforce Python execution through uv instead of direct interpreter calls. | DeepMIMO/ | 128 | — | ~401 | Automated safety check: Pass | Apache-2.0 | 5 days ago |
| 33 | Walks through single-cell RNA-seq analysis with Scanpy: loading .h5ad and 10X data, QC, normalization, PCA and UMAP, Leiden clustering, marker genes and cell type annotation. | davila7/ | 33k | 15 repos | ~2.8k | Automated safety check: Pass | MIT | today |
| 34 | Turns experimental data such as CSV, JSON or TensorBoard logs into statistical significance tests, visualizations and a drafted Results section. | LigphiDonk/ | 739 | — | ~3k | Automated safety check: Pass | MIT | 5 mo ago |
| 35 | PhD-level expertise in data science, statistics, and machine learning. | magnus919/ | 289 | — | ~3.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 36 | Runs reproducible math computations and counterexample searches with SymPy, NumPy and mpmath, logging evidence without presenting results as proofs. | tradecatlabs/ | 17k | — | ~881 | Automated safety check: Pass | MIT | yesterday |
| 37 | Load when the user needs Deterministic fixed-period 24-hour single-component cosinor OLS rhythm analysis for a bulk RNA time-course CSV. | TianGzlab/ | 161 | — | ~840 | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 38 | Extracts pixel, video-frame, speech, music and visual-semantic features from image, video and audio files for research datasets, using local tools or the Gemini API. | TyrealQ/ | 108 | — | ~2k | Automated safety check: Notes | MIT | 17 days ago |
| 39 | Guides use of deepTools on sequencing data: BAM to bigWig conversion, QC, sample correlation, and heatmaps or profiles around TSS and peaks for ChIP-seq, RNA-seq and ATAC-seq. | davila7/ | 33k | 12 repos | ~4.5k | Automated safety check: Pass | MIT | today |
| 40 | Generates publication-quality scientific figures with matplotlib or seaborn through query expansion, a run-and-retry coding loop and a visual check of the rendered PNG. | lingzhi227/ | 390 | — | ~809 | Automated safety check: Pass | No licence | 7 mo ago |
| 41 | Deep research with structured reports and charts. An agent skill from aws-samples/sample-strands-agent-with-agentcore. | aws-samples/ | 195 | — | ~1.1k | Automated safety check: Pass | MIT | 2 days ago |
| 42 | Builds, fits, checks and compares Bayesian models in PyMC, from priors and NUTS sampling to variational inference, LOO and WAIC comparison, and diagnostics. | davila7/ | 33k | 11 repos | ~3.9k | Automated safety check: Pass | MIT | today |
| 43 | Prepares, validates and runs DP-GEN simplify jobs that thin out repeated or redundant DeepMD datasets, generating param.json and machine.json for local or scheduler runs. | jinzhezenggroup/ | 148 | — | ~2.7k | Automated safety check: Pass | LGPL-3.0-or-later | 2 days ago |
| 44 | Manages biological datasets with LaminDB: versioned artifacts, run lineage, ontology-based annotation, schema validation and links to workflow managers and ML tools. | davila7/ | 33k | 12 repos | ~3.6k | Automated safety check: Pass | MIT | today |
| 45 | Create, revise, or audit academic data/result figures for CS/AI/ML papers. | joshua-zyy/ | 115 | — | ~816 | Automated safety check: Pass | MIT | 6 days ago |
| 46 | 46.Ai4s Agent A skill your agent uses when the user wants an end-to-end AI4S research pipeline — broad direction or specific topic in, full research package out (exploration + literature survey + experiment +… | ai4s-research/ | 237 | 1 repo | ~1.6k | Automated safety check: Pass | MIT | 2 mo ago |
| 47 | Detects CPU, GPU, memory and disk resources before heavy scientific tasks and writes a JSON file with advice on parallelism, out-of-core work and GPU use. | davila7/ | 33k | 10 repos | ~2.4k | Automated safety check: Pass | MIT | today |
| 48 | Runs differential gene expression analysis on bulk RNA-seq counts with PyDESeq2: design formulas, Wald tests, FDR correction and volcano or MA plots. | davila7/ | 33k | 11 repos | ~4k | Automated safety check: Pass | MIT | today |