Topic · Research & Science
Best reproducible research skills, page 3
Reproducible research skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 97 | Tests a gene list (ORA, enrichWP) or a ranked gene vector (GSEA, gseWP) against the WikiPathways community-curated pathway collection with clusterProfiler and rWikiPathways. | GPTomics/ | 1.2k | 1 repo | ~4.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 98 | Authors portable, strongly-typed bioinformatics pipelines in the Common Workflow Language (CWL v1.2) as CommandLineTool/Workflow/ExpressionTool documents, validated with cwltool and run at scale on… | GPTomics/ | 1.2k | 1 repo | ~4.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 99 | Authors reproducible Nextflow DSL2 pipelines built on reactive dataflow, where processes communicate only through channels and execution order is not guaranteed. | GPTomics/ | 1.2k | 1 repo | ~4.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 100 | Runs and configures curated nf-core community Nextflow pipelines (rnaseq, sarek, atacseq, methylseq, ampliseq, taxprofiler, fetchngs) reproducibly, pinning the pipeline revision with -r and… | GPTomics/ | 1.2k | 1 repo | ~4.1k | Automated safety check: Pass | MIT | 1 mo ago |
| 101 | Authors reproducible bioinformatics pipelines with Snakemake - rules wired by output-file pattern, wildcards and expand() for sample fan-out, checkpoints for runtime-unknown outputs, resource/retry… | GPTomics/ | 1.2k | 1 repo | ~4.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 102 | Authors bioinformatics pipelines in WDL (Workflow Description Language) run by Cromwell or miniwdl, targeting the GATK/Broad and Terra/AnVIL/BioData Catalyst cloud ecosystem, with tasks, workflows… | GPTomics/ | 1.2k | 1 repo | ~3.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 103 | Orchestrates the end-to-end ChIP-seq pipeline from FASTQ to blacklist-filtered, annotated peaks, chaining fastp QC, Bowtie2 alignment, pre-dedup library-complexity QC (NRF/PBC), duplicate removal… | GPTomics/ | 1.2k | 1 repo | ~4k | Automated safety check: Pass | MIT | 1 mo ago |
| 104 | Orchestrates an end-to-end MeRIP-seq / m6A-seq analysis from raw FASTQ to differential m6A peak calls and metagene plots, chaining fastp adapter trimming, STAR splice-aware alignment (NO… | GPTomics/ | 1.2k | 1 repo | ~4.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 105 | This skill covers reproducible research pipelines and replication packages. | brycewang-stanford/ | 4.5k | — | ~3.3k | Automated safety check: Pass | Unknown | 4 days ago |
| 106 | Audit in-text citations, the reference list, appendices, code and supporting materials of a HUAWEI Cup paper, including reference consistency, appendix completeness, reproducibility and the 50MB… | xieyouxixi/ | 197 | — | ~534 | Automated safety check: Pass | No licence | 23 days ago |
| 107 | Interpret completed experimental outputs after host/runtime execution using pre-declared statistical tests, effect/uncertainty estimates, reproducibility checks, and calibrated synthesis. | yogsoth-ai/ | 505 | — | ~732 | Automated safety check: Pass | Apache-2.0 | 10 days ago |
| 108 | A skill your agent uses when handling data documentation, sharing, and spatial-data ethics for an Annals of the American Association of Geographers manuscript — provenance (sources, projections… | brycewang-stanford/ | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | 12 days ago |
| 109 | 109.Deepspot M Transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. | ClawBio/ | 1.2k | — | ~6.7k | Automated safety check: Pass | MIT | yesterday |
| 110 | Wrapper skill for running nf-core/scrnaseq 4.1.0 upstream single-cell RNA-seq preprocessing from FASTQ with strict preflight, reproducibility outputs, and downstream handoff to ClawBio scRNA skills. | ClawBio/ | 1.2k | — | ~13k | Automated safety check: Pass | MIT | yesterday |
| 111 | Open-source FAIR biology data framework. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 371 | 2 repos | ~4k | Automated safety check: Pass | Apache-2.0 | 11 days ago |
| 112 | Code review focused on experiment integrity, not general code quality. | appleweiping/ | 119 | — | ~1.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 113 | Evaluating scientific evidence and claims. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 371 | 1 repo | ~4.7k | Automated safety check: Pass | CC-BY-4.0 | 11 days ago |
| 114 | 114.Audit Analysis Adversarially audit changed analysis code against a base ref, hunting for correctness errors in sample construction, merges, variable construction, silent failures, and clustering or fixed effects. | claesbackman/ | 495 | — | ~1.1k | Automated safety check: Notes | MIT | 14 days ago |
| 115 | A skill your agent uses when refactoring research code for publication, adding documentation to existing analysis scripts, creating reproducible computational workflows, or preparing code for… | aipoch/ | 2k | — | ~3.1k | Automated safety check: Pass | MIT | 23 days ago |
| 116 | Converts LabArchives notebook data, entry metadata, and authorized ELN exports into manuscript-ready academic writing outputs such as Methods sections, data-availability statements, reproducibility… | aipoch/ | 2k | — | ~1.7k | Automated safety check: Pass | MIT | 23 days ago |
| 117 | Comprehensive reproducibility tool — audit Methods completeness for replication AND promote open science best practices (pre-registration, FAIR data, code sharing, replication design, reporting… | aipoch/ | 2k | — | ~3.4k | Automated safety check: Pass | MIT | 23 days ago |
| 118 | Performs differential expression on bulk RNA-seq count data with edgeR's negative-binomial GLM and quasi-likelihood F-test framework. | GPTomics/ | 1.2k | 1 repo | ~5.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 119 | Maps between gene identifier systems (Ensembl, Entrez, HGNC symbol, UniProt, RefSeq, MANE) using AnnotationDbi, biomaRt, mygene, pyensembl, and Ensembl REST. | GPTomics/ | 1.2k | 1 repo | ~6.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 120 | Compares Hi-C contact maps between conditions across the right scale -- differential bin-pair contacts (multiHiCcompare, diffHic), differential A/B compartments (dcHiC), differential TAD boundaries… | GPTomics/ | 1.2k | 1 repo | ~5.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 121 | Validate the replication package for the sewage-house-prices project. | brycewang-stanford/ | 4.5k | — | ~984 | Automated safety check: Notes | Unknown | 4 days ago |
| 122 | 122.G2 Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review… | brycewang-stanford/ | 4.5k | — | ~4.5k | Automated safety check: Pass | Unknown | 4 days ago |
| 123 | A skill your agent uses when starting empirical analysis, creating a data pipeline, generating results, or when data or model specifications change. | brycewang-stanford/ | 4.5k | — | ~1.7k | Automated safety check: Pass | Unknown | 4 days ago |
| 124 | 124.Review R R code review for the sewage project. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.5k | — | ~1.3k | Automated safety check: Pass | Unknown | 4 days ago |
| 125 | Think and work like an expert Experimental Physicist. An agent skill from K-Dense-AI/scientific-agents. | K-Dense-AI/ | 200 | — | ~7.7k | Automated safety check: Pass | MIT | 7 days ago |
| 126 | Exports sanitized metadata, parameters, reproducibility details, quality metrics, and optional review artifacts from Medical AI inference runs or evidence packs to MLflow. | NVIDIA/ | 3.5k | — | ~1.3k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 127 | 127.Method Writing Write and revise the Methods section of research papers to ensure reproducibility; use when preparing an IMRAD manuscript or responding to journal/reporting-guideline requirements (e.g… | aipoch/ | 2k | — | ~3.4k | Automated safety check: Pass | MIT | 23 days ago |
| 128 | Evaluate the reproducibility of technical articles. An agent skill from mizchi/skills. | mizchi/ | 359 | — | ~1.4k | Automated safety check: Pass | No licence | 7 days ago |
| 129 | 129.Paper Review A skill your agent uses when a paper is complete or near-complete and a holistic pre-submission audit is needed. | brycewang-stanford/ | 4.5k | — | ~3k | Automated safety check: Pass | Unknown | 4 days ago |
| 130 | 130.Research Init Scaffold a new research project with full reproducibility infrastructure in R and/or Python. | brycewang-stanford/ | 4.5k | — | ~839 | Automated safety check: Pass | Unknown | 4 days ago |
| 131 | 131.Experiment Audit Rigorous audit of experiment results before they become paper claims. | appleweiping/ | 119 | — | ~999 | Automated safety check: Pass | MIT | 1 mo ago |
| 132 | Apply source-aware mechanical-engineering judgment to research, analysis, coding, writing, teaching, research identity, and release work. | hashgraph-online/ | 1.3k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 133 | 133.Exa Debug Bundle Produce a minimal Exa diagnostic bundle that preserves reproducibility without exposing credentials, queries, retrieved content, or customer data. | jeremylongshore/ | 2.8k | — | ~1.2k | Automated safety check: Pass | MIT | yesterday |
| 134 | 134.Env Snapshot Captures tool versions, packages, and kernel info as a reproducibility record in notes/. | brycewang-stanford/ | 4.5k | — | ~504 | Automated safety check: Notes | Unknown | 4 days ago |
| 135 | Systematic multi-agent code review of all analysis scripts produced in a project. | joshzyj/ | 168 | — | ~8.8k | Automated safety check: Pass | Unknown | 21 days ago |
| 136 | 136.Scholar Journal Format, select, and prepare a manuscript for journal submission. | joshzyj/ | 168 | — | ~15k | Automated safety check: Pass | Unknown | 21 days ago |
| 137 | 137.Scholar Open Implement open science practices for a social science study. | joshzyj/ | 168 | — | ~14k | Automated safety check: Pass | Unknown | 21 days ago |
| 138 | 138.Scholar Openai External review via OpenAI Codex CLI agents. An agent skill from joshzyj/open-scholar-skill. | joshzyj/ | 168 | — | ~6.1k | Automated safety check: Pass | Unknown | 21 days ago |
| 139 | Structured, reproducible analysis documentation. An agent skill from nimrodfisher/data-analytics-skills. | nimrodfisher/ | 468 | — | ~583 | Automated safety check: Pass | MIT | 14 days ago |
| 140 | Structured peer review of manuscripts and grants. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 371 | 1 repo | ~2.9k | Automated safety check: Pass | CC-BY-4.0 | 11 days ago |
| 141 | Standardize fragmented experimental steps into reproducible protocol documents when you need method organization, lab SOP drafting, or cross-operator reproducibility; missing parameters must be… | aipoch/ | 2k | — | ~2.2k | Automated safety check: Pass | MIT | 23 days ago |
| 142 | 142.Eric S Lander A skill your agent uses whenever you are reasoning about large-scale scientific projects, genomics, bioethics, data infrastructure, or long-term medical translation. | K-Dense-AI/ | 129 | — | ~1.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 143 | Computational provenance audit verifying every number, table, and figure in a manuscript derives from code, not manual entry. | Mathews-Tom/ | 328 | — | ~4.8k | Automated safety check: Notes | MIT | 4 days ago |
| 144 | Verify technical nonfiction manuscripts for runnable accuracy, including commands, configuration, code snippets, links, version drift, screenshots, prerequisites, security warnings, expected… | hashgraph-online/ | 1.3k | — | ~945 | Automated safety check: Pass | MIT | yesterday |
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