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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 1.Networkx Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. | zLanqing/ | 4.6k | 16 repos | ~3.2k | Automated safety check: Pass | BSD-3-Clause | 4 mo ago |
| 2 | Guide for using OptimusKG, the biomedical knowledge graph, through the optimuskg Python client. | mims-harvard/ | 146 | — | ~1.9k | Automated safety check: Pass | MIT | 17 days ago |
| 3 | Create publication-quality scientific diagrams, flowcharts, and schematics using Python (graphviz, matplotlib, schemdraw, networkx). | jimmc414/ | 594 | — | ~16k | Automated safety check: Notes | No licence | 4 days ago |
| 4 | Drug-discovery knowledge-graph workflow guide for assembling drug-target-disease-pathway relationship graphs from OpenTargets GraphQL, ChEMBL REST, STRING PPI, and Reactome pathway APIs, then… | DrugClaw/ | 125 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 5 | Adds a new visualization engine or style to the visualization module. | FabioYanezRomero/ | 103 | — | ~3.3k | Automated safety check: Pass | MIT | 1 mo ago |
| 6 | 6.Networkx Creates, analyzes, and visualizes complex networks and graphs in Python with NetworkX. | K-Dense-AI/ | 48k | 1 repo | ~4.2k | Automated safety check: Pass | BSD-3-Clause | 3 days ago |
| 7 | GPU-accelerates scientific Python on NVIDIA hardware and verifies that the result is correct and faster. | K-Dense-AI/ | 48k | 1 repo | ~3.4k | Automated safety check: Pass | MIT | 3 days ago |
| 8 | Supports PyTorch Geometric (PyG) graph neural networks — node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous graphs, neighbor sampling, and custom datasets. | K-Dense-AI/ | 48k | 1 repo | ~5.6k | Automated safety check: Pass | MIT | 3 days ago |
| 9 | Build an automated adversary infrastructure tracking system in Python (dnspython, python-whois, shodan, networkx) that pivots across passive DNS, certificate transparency logs, WHOIS records, and IP… | mukul975/ | 34k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 10 | Visualize biological networks (PPI, gene-regulatory, co-expression, pathway) with layout algorithm choice (ForceAtlas2, Fruchterman-Reingold, Kamada-Kawai, hive plots), edge bundling… | GPTomics/ | 1.2k | 2 repos | ~3.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 11 | Query protein-protein and gene interaction databases (STRING, BioGRID, IntAct, SIGNOR, Reactome, HuRI, HuMAP, OmniPath, ConsensusPathDB, DIP). | GPTomics/ | 1.2k | 2 repos | ~5.3k | Automated safety check: Pass | MIT | 1 mo ago |
| 12 | Graph and network analysis toolkit. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 370 | 1 repo | ~5.8k | Automated safety check: Pass | BSD-3-Clause | 9 days ago |
| 13 | PyTorch Geometric (PyG) for graph neural networks: node/graph classification, link prediction with GCN, GAT, GraphSAGE, GIN. | jaechang-hits/ | 370 | 1 repo | ~5.1k | Automated safety check: Pass | MIT | 9 days ago |
| 14 | GPU-accelerate Python code using CuPy, Numba CUDA, Warp, cuDF, cuML, cuGraph, KvikIO, cuCIM, cuxfilter, cuVS, cuSpatial, and RAFT. | majiayu000/ | 666 | 1 repo | ~8.5k | Automated safety check: Pass | MIT | yesterday |