10 actions in 6 pieces of software · ranked by words, meaning and measured trust · 535 ms

1. 1deepchemverified and signedpassport

   skilldavila7/claude-code-templatesrecord

   • deepchem

     Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.

2. 2deepchemverified and signedpassport

   skillk-dense-ai/scientific-agent-skillsrecord

   • deepchem

     Builds molecular property prediction and MoleculeNet workflows with DeepChem, including SMILES featurization, scaffold or grouped holdouts, masked labels, graph models and explicit pretrained encoder transfer. Used for ADMET, toxicity, solubility and chemistry ML when DeepChem data/model contracts a

3. 3deepchemverified and signedpassport

   skillK-Dense-AI/claude-scientific-skillsrecord

   • deepchem

     Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and MoleculeNet benchmarks. Best for quick experiments with pre-trained models, diverse molecular representations. For

4. 4peftverified and signedpassport

   libraryhuggingface/peftrecord8,417,278 downloads/month

   • deep

5. 5deepagentsverified and signedpassport

   librarylangchain-ai/deepagentsrecord5,563,902 downloads/month

   • agents

   • langchain

   • ai

   • deep-agent

   • agentic

6. 6chemdeepfound in code, not yet checkedno passport yet

   MCP serverkettly1260/chemdeep

   • run_deep_research

     【全流程深度研究】一键执行完整的迭代式深度文献调研流程。