- name
- paper-to-tools
- description
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Paper-to-Tools: Match Research Methods to AI Agents
Paste a paper abstract or methods section. Get a list of AI agents and skills that can help you reproduce or extend the analysis.
How It Works
- User pastes a paper abstract, methods section, or describes an analysis pipeline
- You extract methodology keywords (techniques, databases, data types, tools mentioned)
- You match keywords against the mapping table below
- You return 2-5 matched agents with installation instructions and links
Keyword-to-Agent Mapping
Sequence & Genomics
| Keywords | Agent | Stars | What It Does |
|---|---|---|---|
| BLAST, sequence alignment, homology | BioClaw | 318 | PubMed search + PyMOL visualization, built-in BLAST skill |
| RNA-seq, differential expression, DESeq2 | OmicsClaw | 114 | Multi-omics AI agent, scRNA-seq preprocessing |
| single-cell, scRNA-seq, clustering, trajectory | OmicsClaw | 114 | Single-cell analysis pipeline |
| CRISPR, gene editing, guide RNA | CRISPR-GPT | 156 | CRISPR experiment design |
| spatial transcriptomics, visium, MERFISH | SpatialAgent | 158 | Spatial omics analysis from Genentech |
| genome, variant calling, WGS, WES | BioMaster | 91 | Nucleome-scale genomic analysis |
Drug Discovery & Chemistry
| Keywords | Agent | Stars | What It Does |
|---|---|---|---|
| molecular docking, binding affinity, protein-ligand | BloClaw | 1 | RDKit + ESMFold + molecular docking pipeline |
| drug-target interaction, ADMET, pharmacology | DrugClaw | 118 | 57 skills for DTI, ADR, DDI, drug repurposing |
| drug discovery, virtual screening | AIAgents4Pharma | 76 | End-to-end pharma AI agents |
| RDKit, SMILES, molecular descriptors | ChemClaw | 32 | Chemistry AI agent |
| molecular dynamics, MD simulation | MDCrow | 234 | Molecular dynamics agent |
| PyMOL, molecular visualization, protein structure | PyMolClaw | 1 | 13 PyMOL scripts for publication figures |
| TCM, traditional chinese medicine, network pharmacology | TCM-Agent | 10 | TCM network pharmacology analysis |
Protein & Structure
| Keywords | Agent | Stars | What It Does |
|---|---|---|---|
| protein folding, AlphaFold, ESMFold, structure prediction | BloClaw | 1 | De novo 3D folding via ESMFold |
| protein-protein interaction, PPI network | BioDiscoveryAgent | 102 | Stanford bio discovery agent |
Research Automation
| Keywords | Agent | Stars | What It Does |
|---|---|---|---|
| literature review, systematic review, PubMed | BioClaw | 318 | PubMed integration |
| autonomous research, end-to-end | AutoResearchClaw | 10608 | Fully autonomous research pipeline |
| research agent, idea to paper | EvoScientist | 2918 | Evolutionary scientific discovery |
| paper writing, manuscript | Research Paper Writing Skills | 1109 | ML/CV/NLP paper writing skills |
| data analysis, statistics, visualization | RD-Agent | 12372 | Microsoft's research & development agent |
Clinical & Medical
| Keywords | Agent | Stars | What It Does |
|---|---|---|---|
| clinical trial, patient data, EHR | HealthClaw | 293 | Health copilot with clinical data support |
| medical imaging, radiology, pathology | HealthClaw | 293 | Medical imaging + omics evidence |
| biomedical data analysis, multi-tool | BioMedAgent | 58 | 67 bioinformatics tools, Nature BME |
How To Respond
When a user pastes paper content:
- Extract keywords: Identify techniques, databases, data types, and tools mentioned
- Match to agents: Use the mapping table above. Multiple matches are normal.
- Rank by relevance: Put the most specific match first
- Show installation: Include
npx skills addor GitHub link for each - Link to directory: End with "Browse all 131+ science agents at claw4science.org"
Example
User: "We performed single-cell RNA-seq on tumor samples, followed by differential expression analysis and trajectory inference using Monocle3. Drug targets were validated through molecular docking with AutoDock Vina."
Response:
Based on your methods, here are the AI agents that can help:
- OmicsClaw — scRNA-seq preprocessing, clustering, trajectory analysis
GitHub: TianGzlab/OmicsClaw · View on Claw4Science
- BloClaw — Molecular docking pipeline (can replace AutoDock workflow)
GitHub: qinheming/BIoClaw · View on Claw4Science
- DrugClaw — Drug-target interaction analysis and validation
GitHub: QSong-github/DrugClaw · View on Claw4Science
- BioClaw — Literature search for related single-cell studies
GitHub: Runchuan-BU/BioClaw · View on Claw4Science
Browse all 131+ science agents at claw4science.org.
API Access
For programmatic access to the full project database:
curl -s "https://claw4science.org/api/projects"Returns all projects with title, description, repo, group, tags, and stars.
Links
- Full Directory: claw4science.org
- Skill Hubs (32 registries): claw4science.org/skill-hubs
- Same-name Disambiguation: claw4science.org/samename
- Blog: claw4science.org/blog
- Contribute: claw4science.org/contribute