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Awesome Scientific AI Tools Awesome

A curated list of AI-powered tools, MCP servers, and agent skills for scientific research.

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Contents


Literature Search & Discovery

  • Consensus - AI-powered academic search engine that extracts findings from peer-reviewed papers. Uses LLMs to synthesize yes/no answers from scientific literature.
  • Semantic Scholar - Free AI-powered research tool by Allen Institute. Covers 200M+ papers with citation context, TLDR summaries, and influence scores.
  • Elicit - AI research assistant that finds relevant papers, extracts key claims, and synthesizes findings across studies.
  • Connected Papers - Visual tool for exploring academic paper connections. Builds a graph of related papers from any seed paper.
  • Research Rabbit - Free tool for discovering and visualizing research paper networks. Monitors collections for new related papers.
  • Scite.ai - Smart citation analysis showing how papers have been cited — supporting, contrasting, or mentioning.
  • Litmaps - Dynamic citation maps for literature discovery. Tracks research lineages and finds gaps.
  • OpenAlex - Free, open catalog of the global research system. 250M+ works with rich metadata and API access.
  • Inciteful - Free tool to build a network of academic papers and analyze citation patterns.

Citation Management

  • Zotero - Free, open-source reference manager with browser integration, PDF management, and Word/Google Docs plugins.
  • Paperpile - Modern reference manager with Google Docs/Word integration and AI-powered metadata extraction.
  • Mendeley - Reference manager with social networking features, PDF annotation, and collaboration tools.
  • EndNote - Industry-standard reference manager with journal style databases and Cite While You Write for Word.
  • ReadCube Papers - AI-enhanced reference manager with smart recommendations and enhanced PDF reader.

Research Reading & Comprehension

  • SciSpace - AI copilot for reading papers. Explains text, math, and tables in plain language.
  • Explainpaper - Upload a paper, highlight confusing text, get AI explanations.
  • ChatPDF - Chat with any PDF document. Particularly useful for long research papers and reports.
  • Scholarcy - AI summarizer that creates flashcards of key findings, methods, and contributions.
  • Unriddle - AI assistant for understanding complex documents. Generates knowledge graphs from papers.

Writing & Editing

  • Jenni AI - AI writing assistant specifically for academic writing with citation support and paraphrasing.
  • Paperpal - AI grammar and language checker trained on millions of published papers. By Cactus Communications.
  • Writefull - AI writing tool trained on published journal articles. Integrated into Overleaf.
  • Trinka - AI grammar checker for academic and technical writing with style and tone suggestions.
  • QuillBot - AI paraphrasing and summarizing tool with grammar checker and citation generator.
  • Grammarly - General writing assistant with academic tone detection and plagiarism checking.
  • Overleaf - Online LaTeX editor with real-time collaboration, templates, and Writefull AI integration.
  • Typst - Modern markup-based typesetting system. Faster compilation than LaTeX with better error messages.

Data Analysis & Visualization

  • Julius AI - AI data analyst that interprets data, creates visualizations, and runs statistical tests from natural language.
  • Hal9 - AI-powered data analysis and dashboard creation from natural language queries.
  • Obviously AI - No-code ML platform for prediction, classification, and time-series analysis.
  • JASP - Free, open-source statistical software with both frequentist and Bayesian analysis. UI alternative to R/SPSS.
  • Datawrapper - Create publication-ready charts, maps, and tables without coding.
  • Plotly - Interactive graphing library for Python, R, and JavaScript with Dash framework for dashboards.
  • Observable - Collaborative data visualization platform with reactive notebooks and D3.js integration.

Scientific Computing

  • Wolfram Alpha - Computational knowledge engine for math, physics, chemistry, and engineering calculations.
  • COMSOL - Multiphysics simulation with AI-enhanced meshing and solver selection.
  • MATLAB - Numerical computing environment with AI/ML toolboxes, Simulink, and domain-specific packages.
  • Google Colab - Free Jupyter notebook environment with GPU/TPU access for ML and scientific computing.
  • Weights & Biases - ML experiment tracking, hyperparameter tuning, and model versioning.
  • DVC - Open-source version control for ML projects. Tracks data, models, and experiments alongside code.

Figure & Diagram Generation

  • BioRender - Scientific illustration tool with 50K+ icons for biology, chemistry, and medical figures.
  • Mermaid - Text-based diagramming in Markdown. Flowcharts, sequence diagrams, Gantt charts — all from code.
  • draw.io / diagrams.net - Free, open-source diagramming tool with scientific shape libraries.
  • Inkscape - Free, open-source vector graphics editor. Publication-quality SVG figures.
  • Matplotlib - Python 2D plotting library producing publication-quality figures. The foundation of scientific visualization in Python.
  • Seaborn - Statistical visualization library built on Matplotlib. Beautiful defaults for publication figures.
  • PlotNeuralNet - LaTeX code for drawing neural network architecture diagrams.
  • Excalidraw - Hand-drawn style whiteboarding tool. Great for conceptual diagrams and brainstorming.

Experiment & Lab Tools

  • Benchling - Cloud platform for life sciences R&D — molecular biology, CRISPR design, inventory management.
  • LabArchives - Electronic lab notebook with version control, collaboration, and institutional compliance.
  • Protocols.io - Open-access platform for sharing reproducible research protocols with version tracking.
  • Hive Benchmarks - AI-powered lab workflow optimization and equipment benchmarking.

Drug Discovery & Chemistry

  • AlphaFold - DeepMind's protein structure prediction. 200M+ predicted structures in the database.
  • RDKit - Open-source cheminformatics toolkit for molecular analysis, fingerprinting, and descriptor calculation.
  • DeepChem - Open-source library for drug discovery, materials science, and quantum chemistry with deep learning.
  • ChEMBL - Open large-scale bioactivity database with 2M+ compounds and 20M+ activity measurements.
  • ZINC - Free database of commercially available compounds for virtual screening. 230M+ molecules.
  • Schrödinger - Physics-based computational platform for drug discovery and materials science.
  • Open Babel - Open-source chemical toolbox for molecular file format conversion and fingerprinting.
  • PubChem - Open chemistry database with 100M+ compounds, bioassays, and literature references.

Bioinformatics & Genomics

  • Galaxy - Open-source web platform for accessible, reproducible bioinformatics analysis.
  • Biopython - Python tools for computational molecular biology — sequence analysis, structure, phylogenetics.
  • BLAST - Basic Local Alignment Search Tool for comparing nucleotide or protein sequences.
  • Nextflow - Workflow engine for scalable, reproducible bioinformatics pipelines across computing environments.
  • DESeq2 - R package for differential gene expression analysis from RNA-seq count data.
  • Scanpy - Python toolkit for single-cell gene expression analysis with scalable performance.
  • IGV - Integrative Genomics Viewer for interactive visualization of genomic data.

Clinical Trials & Medical

  • ClinicalTrials.gov - US registry of clinical studies. 500K+ studies, searchable by condition, intervention, and sponsor.
  • PubMed - Free search engine for biomedical literature. 36M+ citations from MEDLINE and life science journals.
  • Europe PMC - Open-access biomedical literature with full-text search, citation networks, and API access.
  • Cochrane Library - Gold-standard systematic reviews and meta-analyses for evidence-based medicine.
  • OHDSI / OMOP - Open-source tools for observational health data analysis with a common data model.

MCP Servers for Research

MCP (Model Context Protocol) servers extend AI agents with real-time access to scientific databases.

  • PubMed MCP - Search and retrieve biomedical literature from PubMed/MEDLINE.
  • arXiv MCP - Search and fetch preprints from arXiv across all scientific domains.
  • Semantic Scholar MCP - Access the Semantic Scholar API for paper search, citations, and recommendations.
  • ChEMBL MCP - Query bioactivity data, compound information, and target interactions.
  • ClinicalTrials MCP - Search clinical trial registries and extract study details.
  • bioRxiv MCP - Access preprints from bioRxiv and medRxiv.
  • CrossRef MCP - Metadata lookup for DOIs, citations, and publication records.
  • Google Scholar MCP - Search Google Scholar for academic papers and citations.

AI Agent Skills & Plugins

Skills and plugins that extend AI coding agents (Claude Code, Cursor, Codex) for research workflows.

Research Workflow Automation

  • Snakemake - Python-based workflow management for reproducible and scalable data analysis.
  • Apache Airflow - Platform to programmatically author, schedule, and monitor data workflows.
  • Prefect - Modern workflow orchestration for data engineering and ML pipelines.
  • Kedro - Open-source Python framework for creating reproducible, maintainable, and modular data science code.
  • CWL - Common Workflow Language for describing analysis tools and workflows portably.
  • Papermill - Parameterize and execute Jupyter Notebooks as workflows.

Preprint & Publication Tools

  • arXiv - Open-access preprint server for physics, math, CS, biology, and more. 2M+ papers.
  • bioRxiv - Preprint server for biology. Fast publication, free access.
  • medRxiv - Preprint server for health sciences.
  • ChemRxiv - Preprint server for chemistry.
  • Authorea - Collaborative writing platform with built-in data visualization and journal submission.
  • Curvenote - Scientific writing platform with Jupyter integration and interactive figures.

Grant Writing & Funding

  • Granted.ai - AI-powered grant writing assistant with proposal optimization.
  • GrantForward - Funding opportunity search engine covering 14K+ sponsors.
  • Pivot-RP - Comprehensive funding discovery tool with researcher profiles and collaboration matching.
  • Dimensions - Linked research data platform connecting grants, publications, patents, and clinical trials.
  • NIH Reporter - Search NIH-funded research projects, publications, and patents.

Collaboration & Project Management

  • Notion - All-in-one workspace for notes, tasks, wikis, and databases. Popular for lab management.
  • Obsidian - Markdown-based knowledge management with graph view, plugins, and local-first storage.
  • Logseq - Open-source, privacy-first knowledge management and note-taking tool.
  • Slack - Team communication with channels, integrations, and automation for research groups.
  • OSF - Open Science Framework — free platform for research project management, preregistration, and data sharing.

AI Models for Science

  • AlphaFold 3 - Predicts structures of proteins, DNA, RNA, ligands, and their interactions.
  • Galactica - Large language model trained on 48M+ scientific papers, textbooks, and encyclopedias.
  • BioGPT - Domain-specific LLM pre-trained on biomedical literature by Microsoft.
  • SciBERT - BERT model trained on 1.14M scientific papers from Semantic Scholar.
  • ChemBERTa - BERT model for molecular property prediction using SMILES representations.
  • ESM - Evolutionary Scale Modeling — protein language models by Meta AI.
  • MolBERT - BERT-based molecular representation learning for drug discovery.

Footnotes

Your contributions are welcome! Please read the contributing guidelines before submitting a pull request.

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A curated list of AI-powered tools, MCP servers, and agent skills for scientific research. From literature search to manuscript submission.

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