foryourhealth111-pixel/Vibe-Skills

Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.

About the project

Vibe-Skills is a collection and routing system that helps AI agents discover, select, and coordinate specialized skills for completing tasks. It is intended for agents that need to organize workflows across many installed capabilities. The catalogue entries are skills and an agent belonging to this system.

3.3kStars on the repository
200Mods indexed here, across every type
12d agoLast push, which is what freshness is scored on
Apache-2.0Licence, which decides whether bodies are shown

pydicom

145

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, X-ray, ultrasound), anonymizing DICOM files, working with DICOM metadata and tags…

not rated 3.3k +78 12d ago A 110 tokens copy · 88% Apache-2.0

pyhealth

146

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, drug recommendation), medical coding systems (ICD, NDC, ATC)…

not rated 3.3k +78 12d ago A 109 tokens copy · 95% Apache-2.0

pymatgen

147

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion, for computational materials science.

not rated 3.3k +78 12d ago A 38 tokens copy · 100% Apache-2.0

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Compatibility alias for the descriptive PyMC skill name. Delegate to the canonical local pymc payload while preserving route and README compatibility.

not rated 3.3k +78 12d ago A SkillSpector: pass 37 tokens original Apache-2.0

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.

not rated 3.3k +78 12d ago A 48 tokens copy · 92% Apache-2.0

pymoo

150

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

not rated 3.3k +78 12d ago A 46 tokens copy · 94% Apache-2.0

pyopenms

151

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

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, pepXML, protXML, mzIdentML), signal processing, feature detection, peptide identification, and quantitative analysis. Apply when working with mass…

not rated 3.3k +78 12d ago A 86 tokens copy · 80% Apache-2.0

pytorch-lightning

152

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.

not rated 3.3k +78 12d ago A SkillSpector: pass 65 tokens copy · 78% Apache-2.0

pyzotero

153

foryourhealth111-pixel/Vibe-Skills

Skill Claude Code

Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero libraries programmatically, managing bibliographic references, exporting citations…

not rated 3.3k +78 12d ago A SkillSpector: pass 85 tokens original Apache-2.0

ralph-loop

154

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Codex-compatible Ralph loop runner with dual engines (compat local state loop + optional open-ralph-wiggum backend).

not rated 3.3k +78 12d ago A SkillSpector: pass 29 tokens original Apache-2.0

rdkit

155

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Core cheminformatics toolkit for SMILES/SDF/InChI parsing, descriptors (MW, LogP, TPSA), fingerprints, ECFP/Morgan fingerprints, substructure search, 2D/3D generation, similarity, reactions, and datamol-style molecule standardization when no separate wrapper skill is routed.

not rated 3.3k +78 12d ago A 69 tokens copy · 89% Apache-2.0

receiving-code-review

156

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Review-feedback handling route for CodeRabbit, GitHub, PR, or human reviewer comments. Use before implementing suggestions to verify each finding. Do not use for a fresh code review, security audit, TDD, or final completion evidence.

not rated 3.3k +78 12d ago A 52 tokens copy · 81% Apache-2.0

report-generator

157

foryourhealth111-pixel/Vibe-Skills

Skill Claude Code

A report-generation tool for producing SEO and GEO analysis reports in formats such as Markdown, HTML, PDF, JSON, and Excel. It also supports charts, templates, data processing, and interactive report elements.

not rated 3.3k +78 12d ago A SkillSpector: pass 24 tokens original Apache-2.0

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Prepare and request a code review after implementation or before merge by assembling scope, requirements, git range, and reviewer instructions.

not rated 3.3k +78 12d ago A SkillSpector: pass 29 tokens copy · 75% Apache-2.0

research-grants

159

foryourhealth111-pixel/Vibe-Skills

Skill Claude Code

Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.

not rated 3.3k +78 12d ago A SkillSpector: warn 48 tokens original Apache-2.0

research-lookup

160

foryourhealth111-pixel/Vibe-Skills

Skill Claude Code needs its repo

Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations.

not rated 3.3k +78 12d ago A SkillSpector: pass 56 tokens original Apache-2.0

rowan

161

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Cloud-based quantum chemistry platform with Python API. Preferred for computational chemistry workflows including pKa prediction, geometry optimization, conformer searching, molecular property calculations, protein-ligand docking (AutoDock Vina), and AI protein cofolding (Chai-1, Boltz-1/2). Use when tasks involve…

not rated 3.3k +78 12d ago A 115 tokens copy · 92% Apache-2.0

scanpy

162

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Single-cell RNA-seq and retained scverse workflow owner. Load .h5ad/10X data, manage AnnData metadata, plan scVI/scANVI batch-correction workflows, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker genes, cell type annotation, trajectory, for scRNA-seq analysis.

not rated 3.3k +78 12d ago A 72 tokens copy · 83% Apache-2.0

scholar-evaluation

163

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex needs its repo

Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable feedback.

not rated 3.3k +78 12d ago A 40 tokens copy · 89% Apache-2.0

scholarly-publishing

164

foryourhealth111-pixel/Vibe-Skills

Skill Claude Code

Use when planning an end-to-end scholarly publishing workflow, including manuscript source-of-truth, submission assets, revision/rebuttal files, camera-ready checks, reproducible build expectations, and publication package structure.

not rated 3.3k +78 12d ago A SkillSpector: pass 47 tokens original Apache-2.0

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For structured testable hypotheses and validation plans, use hypothesis-generation…

not rated 3.3k +78 12d ago A 58 tokens copy · 86% Apache-2.0

foryourhealth111-pixel/Vibe-Skills

Skill Claude Code needs its repo

Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best for understanding evidence quality, identifying flaws. For formal peer review…

not rated 3.3k +78 12d ago A 63 tokens copy · 92% Apache-2.0

foryourhealth111-pixel/Vibe-Skills

Skill Claude CodeCodex

⚠️ CRITICAL USER EXPERIENCE-BASED SKILL - ALWAYS CONSULT BEFORE DATA PREPROCESSING ⚠️ Prevents catastrophic errors (88.9% error rate in V1.0 case study) through multi-level feature analysis, data leakage detection, and semantic validation. MANDATORY for: data preprocessing, feature engineering, standardization…

not rated 3.3k +78 12d ago A SkillSpector: pass 137 tokens original Apache-2.0

scientific-reporting

168

foryourhealth111-pixel/Vibe-Skills

Skill Claude Code

Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix.

not rated 3.3k +78 12d ago A SkillSpector: pass 43 tokens original Apache-2.0

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