InternScience/MolClaw

MolClaw: An Autonomous Agent with Hierarchical Skills for Drug Molecule Evaluation, Screening, and Optimization

38Stars on the repository
70Mods indexed here, across every type
1mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scplinkinventlinkersamplingbywarheadpairname, mcpmolclaw-scplinkinventlinkersamplingbywarheads. Generate new molecules sampling from the input two warhead fragments.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 72 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpcalculatemolbasicinfo. Compute a set of basic molecular properties for a given list of SMILES strings, returning the molecular formula, exact and average molecular weights, counts of heavy and total atoms, number of bonds, valence electrons, and formal charge for…

not rated 38 +1 changed 1mo ago A SkillSpector: pass 85 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpcalculatemolcharge. Compute Gasteiger partial charges and formal charge for a list of SMILES strings, returning the minimum, maximum, average, and range of the Gasteiger charges alongside the formal charge for each molecule.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 75 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpcalculatemolcomplexity. Compute custom molecular complexity-related descriptors for a given list of SMILES strings, returning the molecular complexity score, aromatic proportion, and asphericity value for each input molecule.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 71 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpcalculatemolhbond. Compute hydrogen bonding-related properties for a list of SMILES strings, specifically determining the number of hydrogen bond donors and acceptors for each input molecule.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 65 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpcalculatemolhydrophobicity. Computes hydrophobicity-related molecular descriptors for a given list of SMILES strings, returning the octanol-water partition coefficient (logP) and molar refractivity for each input molecule.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 77 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Integrating molecular property calculation tools with the reasoning capabilities of Large Language Models (LLMs) to optimize key physicochemical properties of drug molecules, such as LogP, QED, and solubility.

not rated 38 +1 1mo ago A SkillSpector: pass 51 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpcalculatecommonfragments, mcpmolclaw-scpcalculatemorganfingerprintsimilarity. Calculate both Tanimoto similarities and the count of shared structural fragments between a target molecule and a list of candidate molecules via Morgan fingerprints.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 78 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpcalculatemolstructurecomplexity. Compute a set of molecular structure complexity descriptors for a list of SMILES strings, returning detailed metrics for each molecule including the number of rotatable bonds, total/aromatic/aliphatic/saturated rings, heteroatoms…

not rated 38 +1 changed 1mo ago A SkillSpector: pass 104 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpcalculatemoltopology. Compute a comprehensive set of topological descriptors for a list of SMILES strings, returning the Topological Polar Surface Area (TPSA), a series of valence and non-valence molecular connectivity indices (Chi0–Chi4), the Hall–Kier alpha…

not rated 38 +1 changed 1mo ago A SkillSpector: pass 109 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpreinventmol2molsampling. Generate new molecules sampling from the input molecule.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 47 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpopenawsemsim, mcpmolclaw-scpopenawsemtrajextract. Runs OpenAWSEM simulations and extracts representative trajectory frames for downstream ensemble analysis.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 65 tokens original MIT

molclaw-p2rank

37

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scppredpocketprank. Use P2Rank to locate binding pockets in the input protein. Unless specified by the user, prioritize using fpocket.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 57 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scppacksidechains. Predicts full-atom sidechain conformations from backbone PDBs using AttnPacker for structure preparation workflows.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 55 tokens original MIT

molclaw-pdbfixer

39

InternScience/MolClaw

Skill Claude CodeCodex

Repair a protein PDB or mmCIF structure with PDBFixer and write a repaired PDB.

not rated 38 +1 1mo ago A SkillSpector: pass 30 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpgetpepinventinfo, mcpmolclaw-scppepinventpeptidesamplingbypeptide, mcpmolclaw-scppepinventpeptidesamplingbytemplate. Generate new peptide molecules sampling from the input peptide sequence.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 84 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

ProLIF docking-pose analysis skill for batch interaction fingerprints and interaction count summaries.

not rated 38 +1 1mo ago A SkillSpector: pass 25 tokens original MIT

molclaw-prolif-md

42

InternScience/MolClaw

Skill Claude CodeCodex

ProLIF MD trajectory analysis skill for protein-ligand interaction fingerprints with frame slicing and residue controls.

not rated 38 +1 1mo ago A SkillSpector: pass 28 tokens original MIT

molclaw-prolif-pdb

43

InternScience/MolClaw

Skill Claude CodeCodex

ProLIF static complex analysis skill for a single protein-ligand structure.

not rated 38 +1 1mo ago A SkillSpector: pass 24 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

ProLIF protein-protein trajectory analysis skill for interface interaction fingerprints and stability profiling.

not rated 38 +1 1mo ago A SkillSpector: pass 27 tokens original MIT

molclaw-prolif-tool

45

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpprolifdocking, mcpmolclaw-scpprolifmd, mcpmolclaw-scpprolifpdb, mcpmolclaw-scpprolifproteinprotein. Unified ProLIF analysis skill covering MD trajectories, docking poses, single complex structures, and protein-protein interfaces.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 101 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Execution-ready protein-ligand MM/GB(PB)SA workflow with explicit MCP handoffs and optional analysis.

not rated 38 +1 1mo ago A 36 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Use when calling these MolClaw MCP tools: mcpmolclaw-scpopenmmextractframes, mcpmolclaw-scpproteinopenmmmd. Run OpenMM protein MD and extract evenly spaced trajectory frames for downstream structural analysis.

not rated 38 +1 changed 1mo ago A SkillSpector: pass 64 tokens original MIT

InternScience/MolClaw

Skill Claude CodeCodex

Execution-ready protein-protein MM/GB(PB)SA workflow with MCP-exposed tool names, strict file validation, and failure guards.

not rated 38 +1 1mo ago A SkillSpector: pass 40 tokens original MIT

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