Topic · Research & Science
Best reproducible research skills, page 2
Reproducible research skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | Diagnose the model-establishment, solution, results, validation and sensitivity-analysis parts of a HUAWEI Cup paper, including reproducibility and red-line risks. | xieyouxixi/ | 197 | — | ~546 | Automated safety check: Pass | No licence | 23 days ago |
| 50 | Lays out a systematic literature review method: PICO-based search strategy, inclusion criteria, PRISMA screening, quality assessment tools and synthesis approaches. | aiming-lab/ | 15k | — | ~709 | Automated safety check: Pass | MIT | 1 mo ago |
| 51 | 51.Pacsomatic Operator toolkit for nf-core/pacsomatic matched tumor-normal workflows from BAM inputs. | BioTender-max/ | 199 | — | ~1.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 52 | Turns papers, repositories, logs or notes into an Agent-Native Research Artifact with claims, concepts, configs, an exploration graph and grounded evidence. | Orchestra-Research/ | 13k | — | ~3.7k | Automated safety check: Pass | MIT | 3 mo ago |
| 53 | Builds, registers, debugs, and operates bioinformatics workflows on Latch using the Python SDK, CLI, Latch Data and Registry, Nextflow, Snakemake, programmatic execution, and Latch MCP. | K-Dense-AI/ | 48k | 1 repo | ~2.5k | Automated safety check: Notes | MIT | 4 days ago |
| 54 | 54.Pacsomatic Prepares and launches nf-core/pacsomatic matched tumor-normal PacBio HiFi genomics workflows from unaligned BAM inputs. | K-Dense-AI/ | 48k | 1 repo | ~1.6k | Automated safety check: Pass | MIT | 4 days ago |
| 55 | 55.Primekg Queries a pinned Precision Medicine Knowledge Graph (PrimeKG) CSV for typed gene, drug, disease, and phenotype nodes, direct associations, disease context, and one- or two-hop paths. | K-Dense-AI/ | 48k | 1 repo | ~2.4k | Automated safety check: Pass | MIT | 4 days ago |
| 56 | A skill your agent uses when starting analysis work that needs isolation, or before executing a pre-registered plan - ensures an isolated, reproducible workspace with pinned environment, fixed… | K-Dense-AI/ | 349 | — | ~1.5k | Automated safety check: Pass | Unknown | 26 days ago |
| 57 | Builds the code for a frozen research experiment test-first, with leakage controls, seed handling and saved evidence so results can be rerun and audited. | Light0305/ | 640 | — | ~2.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 58 | Provider-independent production workflow for agents assembling, auditing, executing, and handing off ComfyUI node-graph workflows for image, video, upscale, inpaint, conditioning, and batch media… | calesthio/ | 193 | — | ~8.5k | Automated safety check: Pass | MIT | 2 mo ago |
| 59 | Research computing toolkit for optoelectronic information science and engineering, MATLAB/Octave, Python scientific analysis, signal processing, image processing, statistics, simulation… | zLanqing/ | 4.7k | — | ~1.2k | Automated safety check: Pass | MIT | 4 mo ago |
| 60 | Builds and operates reproducible genomics workloads on DNAnexus with the dx CLI, dxpy, apps/applets, native workflows, dxCompiler, and Nextflow. | K-Dense-AI/ | 48k | 1 repo | ~3.1k | Automated safety check: Pass | MIT | 4 days ago |
| 61 | 61.Nextflow Builds, runs, and debugs Nextflow DSL2 pipelines and nf-core workflows. | K-Dense-AI/ | 48k | 1 repo | ~3.7k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 62 | Check CCF venue rules and submission packages: template, pages, anonymity, PDF build, metadata, and reproducibility. | mikubaka88/ | 3k | — | ~1.3k | Automated safety check: Pass | MIT | 23 days ago |
| 63 | A skill your agent uses when the user wants to prepare code for open-source release, create reproducible research artifacts, or structure a repository for publication. | fcakyon/ | 415 | — | ~1.1k | Automated safety check: Pass | MIT | 23 days ago |
| 64 | Export any bioinformatics analysis as a reproducible bundle with Conda environment, Singularity container definition, and Nextflow pipeline. | ClawBio/ | 1.2k | 3 repos | ~413 | Automated safety check: Pass | MIT | today |
| 65 | Plans the ablation studies a paper needs after main results support its claim: Codex designs them like a reviewer, Claude Code checks feasibility and runs them. | wanshuiyin/ | 17k | — | ~1.3k | Automated safety check: Notes | MIT | 2 days ago |
| 66 | Act as Reviewer 1 and Reviewer 2 for a meta-analysis manuscript, checking rigor, reproducibility, and reporting compliance. | htlin222/ | 139 | — | ~1k | Automated safety check: Pass | Unknown | 16 days ago |
| 67 | Audit/package computational replay with manifests, environments, provenance and evidence levels. | huang-sir1/ | 1.9k | — | ~2.8k | Automated safety check: Pass | Unknown | 18 days ago |
| 68 | Search PubMed and bioRxiv for bioinformatics literature, synthesise results into a structured report, and build a citation graph — all locally, with a reproducibility bundle. | ClawBio/ | 1.2k | 1 repo | ~2.5k | Automated safety check: Pass | MIT | today |
| 69 | Assemble a submission-ready replication package to the AEA Data and Code Availability Standard (DCAS) / openICPSR / Social Science Reproduction Platform expectations — standard replication README… | pedrohcgs/ | 1.7k | — | ~2.8k | Automated safety check: Notes | MIT | 11 days ago |
| 70 | Light 科研主线第 5 步·研究方案与实验设计:把 idea-critique 放行的 idea 与 data feasibility 拆成能真执行、能写进论文、 能复现的 question/estimand、实验矩阵与预注册包。何时用:idea 已通过审查要落地 / 要设计实验·消融·对比·敏感性· 泛化·鲁棒性 / 写研究方案 PROJECTPLAN / 锁 primary… | Light0305/ | 640 | — | ~5.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 71 | Paper reviewer that evaluates machine learning research projects following official ICML reviewer guidelines. | sundial-org/ | 152 | — | ~2.4k | Automated safety check: Pass | No licence | 2 mo ago |
| 72 | 72.Innovation A skill your agent uses when a Guochuang project needs technical novelty, mechanism, baseline, comparison, reproducibility or validation claims examined. | leewayworks/ | 106 | — | ~625 | Automated safety check: Pass | MIT | 1 mo ago |
| 73 | 73.Review R Run the R code review protocol on R scripts. An agent skill from maxwell2732/paper-replicate-agent-demo. | maxwell2732/ | 137 | 1 repo | ~315 | Automated safety check: Pass | No licence | 4 mo ago |
| 74 | Break down full ARR (ACL Rolling Review) reviewer responses into structured rebuttal units. | runtsang/ | 218 | — | ~452 | Automated safety check: Pass | No licence | 6 mo ago |
| 75 | Wrapper skill for running nf-core/rnaseq bulk RNA-seq preprocessing from FASTQ or BAM inputs with strict preflight, reproducibility outputs, and downstream handoff to ClawBio bulk RNA-seq DE skills. | ClawBio/ | 1.2k | 1 repo | ~8.9k | Automated safety check: Pass | MIT | today |
| 76 | Record and verify provenance manifests for weather-data inputs and derived artifacts, including object identity, selections, software versions, transformations, and hashes. | sickn33/ | 47k | 1 repo | ~2.9k | Automated safety check: Pass | MIT | today |
| 77 | Summarizes Google Cloud Data Lineage graphs to help users debug data quality issues and understand data provenance for BQ/GCS. | google/ | 21k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | today |
| 78 | Evidence-first LAMMPS molecular-dynamics workflow for input decks, potentials, minimization, equilibration, deformation, thermo logs, trajectories, restart/data files, stress-strain extraction, and… | Cai-aa/ | 1k | — | ~476 | Automated safety check: Pass | MIT | 9 days ago |
| 79 | Design/audit imaging truth, readers, ROI geometry, reproducibility and label noise; not model training. | huang-sir1/ | 1.9k | — | ~1.7k | Automated safety check: Pass | Unknown | 18 days ago |
| 80 | A skill your agent uses when downloading repositories, preparing datasets, checking licenses, creating environments, running smoke tests, or preparing reproducible research code. | BingHanOfUESTC/ | 106 | — | ~458 | Automated safety check: Pass | MIT | 3 mo ago |
| 81 | Queries myvariant.info BioThings aggregator for ClinVar, gnomAD, dbSNP, dbNSFP, COSMIC, CADD, and CIViC annotations in batched, version-tracked requests. | GPTomics/ | 1.2k | 2 repos | ~4.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 82 | Query the Ensembl REST API for gene/transcript/protein lookup, sequence retrieval, comparative genomics (Compara), variant effect prediction (VEP), regulatory features, and cross-species… | GPTomics/ | 1.2k | 2 repos | ~3.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 83 | Detects aberrant splicing in single rare-disease patients vs a control panel using FRASER 2.0 (Bioconductor; Beta-binomial autoencoder on Intron Jaccard Index, default delta cutoff 0.1, q… | GPTomics/ | 1.2k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | 1 mo ago |
| 84 | 84.Triage Issue Triage a newly filed GitHub issue in this repository by analyzing the report, inspecting relevant code, estimating reproducibility, suggesting the likely root cause, and returning structured triage… | warpdotdev/ | 313 | 1 repo | ~2.8k | Automated safety check: Pass | MIT | 22 days ago |
| 85 | Enforce the replication-protocol.md rule by cross-checking numeric claims in a manuscript against the actual R / Stata / Python outputs. | pedrohcgs/ | 1.7k | — | ~6.4k | Automated safety check: Notes | MIT | 11 days ago |
| 86 | 86.Review Paper Comprehensive manuscript review with three modes: single-pass (default), --adversarial critic-fixer loop, and --peer [journal] simulated peer-review pipeline (editor + 2 dispositioned referees +… | pedrohcgs/ | 1.7k | — | ~7.3k | Automated safety check: Pass | MIT | 11 days ago |
| 87 | Transparent, rigorous research with full methodology — not a black-box API wrapper. | LeoYeAI/ | 2.2k | 2 repos | ~6k | Automated safety check: Pass | MIT | 2 mo ago |
| 88 | Comprehensive quality control for CLIP-seq libraries (eCLIP, iCLIP, iCLIP2, PAR-CLIP) covering library complexity (preseq), FRiP, IDR replicate reproducibility, read-distribution metagene, SMInput… | GPTomics/ | 1.2k | 2 repos | ~5.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 89 | A-share sector research: computes board-wide Top N gainers, cross-checks week/month announcement windows across two sources, and grades market-sentiment evidence (L1–L3), via parallel Agent Team… | daymade/ | 1.4k | — | ~1.1k | Automated safety check: Pass | MIT | today |
| 90 | Run read-only SQL against BigQuery public datasets with local result capture, cost safeguards, and reproducibility outputs. | ClawBio/ | 1.2k | — | ~1.5k | Automated safety check: Pass | MIT | today |
| 91 | Full statistical audit of experiment results. An agent skill from appleweiping/WEIPING_WIKI. | appleweiping/ | 119 | — | ~2.3k | Automated safety check: Pass | MIT | 1 mo ago |
| 92 | QA an analysis before sharing with stakeholders — methodology checks, accuracy verification, and bias detection. | w95/ | 239 | 1 repo | ~2.4k | Automated safety check: Pass | MIT | 7 mo ago |
| 93 | Research-method workflow guide for hypothesis framing, peer-review style critique, reproducibility planning, study-design checks, and scientific-writing structure. | DrugClaw/ | 125 | — | ~712 | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 94 | 94.Review R Read-only R code review protocol for .R scripts. An agent skill from pedrohcgs/claude-code-my-workflow. | pedrohcgs/ | 1.7k | — | ~430 | Automated safety check: Pass | MIT | 11 days ago |
| 95 | Controls error rates across thousands of simultaneous tests in genomics discovery using false-discovery-rate methods (Benjamini-Hochberg 1995; Benjamini-Yekutieli 2001 for arbitrary dependence… | GPTomics/ | 1.2k | 1 repo | ~3.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 96 | Extracts cfDNA fragmentomics features (DELFI genome-wide short/long ratios, WPS nucleosome positioning, Griffin GC-corrected accessibility profiles, end-motifs/MDS, OCF) for cancer detection and… | GPTomics/ | 1.2k | 1 repo | ~4.3k | Automated safety check: Pass | MIT | 1 mo ago |
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