github.com/aiming-lab/AutoResearchClaw14.8k

AutoResearchClaw

Fully autonomous & self-evolving research from idea to paper.

npx skills add aiming-lab/AutoResearchClaw -g -y

34 skills

Agent Self-Evolution

Diagnoses agent failures and evolves prompts and skills from error patterns.

aiming-lab/AutoResearchClaw14.8k

Biology Biopython

Bioinformatics with Biopython for sequence manipulation, file parsing, BLAST, and...

aiming-lab/AutoResearchClaw14.8k

Chemistry Rdkit

Computational chemistry with RDKit for molecular analysis, descriptors, fingerprints...

aiming-lab/AutoResearchClaw14.8k

Cv Classification

Best practices for image classification tasks.

aiming-lab/AutoResearchClaw14.8k

Cv Detection

Best practices for object detection tasks.

aiming-lab/AutoResearchClaw14.8k

Data Loading

Optimize data loading pipeline to prevent GPU starvation.

aiming-lab/AutoResearchClaw14.8k

Distributed Training

Multi-GPU and distributed training patterns with PyTorch DDP.

aiming-lab/AutoResearchClaw14.8k

Experimental Design

Best practices for designing reproducible ML experiments.

aiming-lab/AutoResearchClaw14.8k

Fba Simulator

Run Flux Balance Analysis (FBA) and related constraint-based simulations using COBRApy.

aiming-lab/AutoResearchClaw14.8k

Flux Analyzer

Analyse FBA flux distributions to extract biological insights.

aiming-lab/AutoResearchClaw14.8k

Gsmm Builder

Build or load a genome-scale metabolic model (GSMM) using COBRApy.

aiming-lab/AutoResearchClaw14.8k

Gsmm Validator

Validate a COBRApy genome-scale metabolic model for mass/charge balance, stoichiometric...

aiming-lab/AutoResearchClaw14.8k

Hypothesis Formulation

Structured scientific hypothesis generation from observations.

aiming-lab/AutoResearchClaw14.8k

Literature Search

Systematic literature review methodology including search strategy, screening, and...

aiming-lab/AutoResearchClaw14.8k

Meta Analysis

Statistical methods for combining results across multiple studies.

aiming-lab/AutoResearchClaw14.8k

Metabolic Study Planner

Plan publishable constraint-based metabolic modelling studies when the user has a broad...

aiming-lab/AutoResearchClaw14.8k

Mfa Pipeline Orchestrator

Orchestrate the full metabolic flux analysis pipeline from model loading to phenotype...

aiming-lab/AutoResearchClaw14.8k

Mixed Precision

Use FP16/BF16 mixed precision to accelerate training and reduce memory.

aiming-lab/AutoResearchClaw14.8k

Nlp Alignment

Best practices for LLM alignment techniques including RLHF, DPO, and instruction tuning.

aiming-lab/AutoResearchClaw14.8k

Nlp Pretraining

Best practices for language model pretraining and fine-tuning.

aiming-lab/AutoResearchClaw14.8k

Pytorch Training

Best practices for building robust PyTorch training loops.

aiming-lab/AutoResearchClaw14.8k

Quantum Qiskit

Reference qiskit 2.x patterns for variational quantum machine learning.

aiming-lab/AutoResearchClaw14.8k

Researchclaw

Run the ResearchClaw autonomous research pipeline from a topic, config, and output...

aiming-lab/AutoResearchClaw14.8k

Rl Policy Optimization

Best practices for reinforcement learning policy optimization.

aiming-lab/AutoResearchClaw14.8k

Scientific Visualization

Publication-ready scientific figure design with matplotlib and seaborn.

aiming-lab/AutoResearchClaw14.8k

Scientific Writing

Academic manuscript writing with IMRAD structure, citation formatting, and reporting...

aiming-lab/AutoResearchClaw14.8k

Stat Research Orchestrator

Orchestrate a statistical research pipeline centered on formal problem formulation...

aiming-lab/AutoResearchClaw14.8k

Stat Result Validator

Validate statistical research outputs for formulation quality, method-to- problem...

aiming-lab/AutoResearchClaw14.8k

Statistical Experimental Evaluation

Design and run statistical experiments that test the formal problem, proposed methods...

aiming-lab/AutoResearchClaw14.8k

Statistical Method Design

Design statistical methods, baselines, diagnostics, variants, and ablations that...

aiming-lab/AutoResearchClaw14.8k

Statistical Problem Formulation

Formulate statistical research problems with formal notation, target parameters...

aiming-lab/AutoResearchClaw14.8k

Statistical Reporting

Statistical test selection, assumption checking, and APA-formatted reporting.

aiming-lab/AutoResearchClaw14.8k

Statistical Theory Analysis

Analyze theoretical properties of statistical methods under the formal formulation...

aiming-lab/AutoResearchClaw14.8k

Systematic Review

Structured methodology for comprehensive literature review following PRISMA guidelines.

aiming-lab/AutoResearchClaw14.8k