Lord1Egypt/scientific-agent-toolkit

148 ready-to-use AI agent skills for research, science, engineering, analysis & writing. Works with Claude Code, Cursor, Codex and any Agent Skills-compatible agent.

3Stars on the repository
148Mods indexed here, across every type
3mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

pydeseq2

97

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

not rated 3 +1 3mo ago A 45 tokens copy · 97% MIT

pydicom

98

Lord1Egypt/scientific-agent-toolkit

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 +1 3mo ago A 110 tokens copy · 94% MIT

pyhealth

99

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Build clinical/healthcare deep-learning pipelines with PyHealth — loading EHR/signal/imaging datasets (MIMIC-III/IV, eICU, OMOP, SleepEDF, ChestXray14, EHRShot), defining tasks (mortality, readmission, length-of-stay, drug recommendation, sleep staging, ICD coding, EEG events), instantiating models (Transformer…

not rated 3 +1 3mo ago A 216 tokens copy · 95% MIT

pylabrobot

100

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API…

not rated 3 +1 3mo ago A 73 tokens copy · 98% MIT

pymatgen

101

Lord1Egypt/scientific-agent-toolkit

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 +1 3mo ago A 38 tokens copy · 97% MIT

pymc

102

Lord1Egypt/scientific-agent-toolkit

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 +1 3mo ago A 43 tokens copy · 98% MIT

pymoo

103

Lord1Egypt/scientific-agent-toolkit

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 +1 3mo ago A 46 tokens copy · 97% MIT

pyopenms

104

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. Best for proteomics, comprehensive MS data processing. For simple spectral comparison and…

not rated 3 +1 3mo ago A 62 tokens copy · 92% MIT

pysam

105

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.

not rated 3 +1 3mo ago A 47 tokens copy · 97% MIT

pytdc

106

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.

not rated 3 +1 3mo ago A 41 tokens copy · 97% MIT

pytorch-lightning

107

Lord1Egypt/scientific-agent-toolkit

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 +1 3mo ago A 65 tokens copy · 80% MIT

pyzotero

108

Lord1Egypt/scientific-agent-toolkit

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 +1 3mo ago A 85 tokens copy · 98% MIT

qiskit

109

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use…

not rated 3 +1 3mo ago A 73 tokens copy · 100% MIT

qutip

110

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. NOT for circuit-based quantum computing—use qiskit, cirq, or pennylane for…

not rated 3 +1 3mo ago A 72 tokens copy · 98% MIT

rdkit

111

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom…

not rated 3 +1 3mo ago A 80 tokens copy · 92% MIT

research-grants

112

Lord1Egypt/scientific-agent-toolkit

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 +1 3mo ago A 48 tokens copy · 91% MIT

research-lookup

113

Lord1Egypt/scientific-agent-toolkit

Skill Claude Code

Look up current research information using parallel-cli search (primary, fast web search), the Parallel Chat API (deep research), or Perplexity sonar-pro-search (academic paper searches). Automatically routes queries to the best backend. Use for finding papers, gathering research data, and verifying scientific…

not rated 3 +1 3mo ago C 97 tokens copy · 97% MIT

rowan

114

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. Use for pKa and macropKa prediction, conformer and tautomer ensembles, docking and analogue docking, protein-ligand cofolding, MSA generation, molecular dynamics, permeability, descriptor workflows, and related…

not rated 3 +1 3mo ago A 100 tokens copy · 95% MIT

scanpy

115

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For deep learning models use scvi-tools; for data format questions use…

not rated 3 +1 3mo ago A 68 tokens copy · 92% MIT

scholar-evaluation

116

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

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 +1 3mo ago A 40 tokens copy · 91% MIT

Lord1Egypt/scientific-agent-toolkit

Skill Claude CodeCodex

Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use…

not rated 3 +1 3mo ago A 60 tokens copy · 97% MIT

Lord1Egypt/scientific-agent-toolkit

Skill Claude Code

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 +1 3mo ago A 63 tokens copy · 92% MIT

scientific-schematics

119

Lord1Egypt/scientific-agent-toolkit

Skill Claude Code

Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.1 Pro Preview for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways…

not rated 3 +1 3mo ago A 68 tokens copy · 94% MIT

scientific-slides

120

Lord1Egypt/scientific-agent-toolkit

Skill Claude Code needs its repo

Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and…

not rated 3 +1 3mo ago A 65 tokens copy · 100% MIT

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