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Paper to Tools - Match Research Methods to AI Agents

用户粘贴论文摘要或方法部分后,技能提取技术、数据库、数据类型等关键词,对照内置关键词-工具映射表匹配 2-5 个科研 AI agent,给出功能说明与安装方式,并可跳转目录浏览更多项目。

johnnychen1113
johnnychen1113
热度 43.84
最近更新 2026-05-11 17:41:45
分类:搜索依赖:内部调用大模型 / 第三方 API应用场景:研究 / 推荐

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add paper-to-tools
Metadata
name
paper-to-tools
description
Paste a paper abstract or methods section → get matched AI agent tools that can reproduce the analysis. Maps methodology keywords to 131+ curated science agents from the Claw4Science directory. Trigger words: "reproduce this paper", "what tools for this method", "find agents for this analysis", "replicate methodology", "paper to tools", "which agent can do this".

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

  1. User pastes a paper abstract, methods section, or describes an analysis pipeline
  2. You extract methodology keywords (techniques, databases, data types, tools mentioned)
  3. You match keywords against the mapping table below
  4. 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:

  1. Extract keywords: Identify techniques, databases, data types, and tools mentioned
  2. Match to agents: Use the mapping table above. Multiple matches are normal.
  3. Rank by relevance: Put the most specific match first
  4. Show installation: Include npx skills add or GitHub link for each
  5. 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:

  1. OmicsClaw — scRNA-seq preprocessing, clustering, trajectory analysis GitHub: TianGzlab/OmicsClaw · View on Claw4Science

  2. BloClaw — Molecular docking pipeline (can replace AutoDock workflow) GitHub: qinheming/BIoClaw · View on Claw4Science

  3. DrugClaw — Drug-target interaction analysis and validation GitHub: QSong-github/DrugClaw · View on Claw4Science

  4. 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