OpenClaw-Medical-Skills tooluniverse-chemical-compound-retrieval

Retrieves chemical compound information from PubChem and ChEMBL with disambiguation, cross-referencing, and quality assessment. Creates comprehensive compound profiles with identifiers, properties, bioactivity, and drug information. Use when users need chemical data, drug information, or mention PubChem CID, ChEMBL ID, SMILES, InChI, or compound names.

install
source · Clone the upstream repo
git clone https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/tooluniverse-chemical-compound-retrieval" ~/.claude/skills/freedomintelligence-openclaw-medical-skills-tooluniverse-chemical-compound-retri && rm -rf "$T"
OpenClaw · Install into ~/.openclaw/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/skills/tooluniverse-chemical-compound-retrieval" ~/.openclaw/skills/freedomintelligence-openclaw-medical-skills-tooluniverse-chemical-compound-retri && rm -rf "$T"
manifest: skills/tooluniverse-chemical-compound-retrieval/SKILL.md
source content

Chemical Compound Information Retrieval

Retrieve comprehensive chemical compound data with proper disambiguation and cross-database validation.

IMPORTANT: Always use English compound names and search terms in tool calls, even if the user writes in another language (e.g., translate "阿司匹林" to "aspirin"). Only try original-language terms as a fallback if English returns no results. Respond in the user's language.

Workflow Overview

Phase 0: Clarify (if needed)
    ↓
Phase 1: Disambiguate Compound Identity
    ↓
Phase 2: Retrieve Data (Internal)
    ↓
Phase 3: Report Compound Profile

Phase 0: Clarification (When Needed)

Ask the user ONLY if:

  • Compound name is highly ambiguous (e.g., "vitamin E" → α, β, γ, δ-tocopherol?)
  • Multiple distinct compounds share the name (e.g., "aspirin" is clear; "sterol" is not)

Skip clarification for:

  • Unambiguous drug names (aspirin, ibuprofen, metformin)
  • Specific identifiers provided (CID, ChEMBL ID, SMILES)
  • Clear structural queries (SMILES, InChI)

Phase 1: Compound Disambiguation

1.1 Resolve Primary Identifier

from tooluniverse import ToolUniverse
tu = ToolUniverse()
tu.load_tools()

# Strategy depends on input type
if user_provided_cid:
    cid = user_provided_cid
elif user_provided_smiles:
    result = tu.tools.PubChem_get_CID_by_SMILES(smiles=smiles)
    cid = result["data"]["cid"]
elif user_provided_name:
    result = tu.tools.PubChem_get_CID_by_compound_name(compound_name=name)
    cid = result["data"]["cid"]

1.2 Cross-Reference Identifiers

Always establish compound identity across both databases:

# PubChem → ChEMBL cross-reference
chembl_result = tu.tools.ChEMBL_search_compounds(query=compound_name, limit=5)
if chembl_result["data"]:
    chembl_id = chembl_result["data"][0]["molecule_chembl_id"]

1.3 Handle Naming Collisions

For generic names (e.g., "vitamin", "steroid", "acid"):

  • Search returns multiple CIDs → present top matches with structures
  • Verify SMILES/InChI matches user intent
  • Note stereoisomers or salt forms if relevant

Identity Resolution Checklist:

  • PubChem CID established
  • ChEMBL ID cross-referenced (if exists)
  • Canonical SMILES captured
  • Stereochemistry noted (if relevant)
  • Salt forms identified (if applicable)

Phase 2: Data Retrieval (Internal)

Retrieve all data silently. Do NOT narrate the search process.

2.1 Core Properties (PubChem)

# Basic properties
props = tu.tools.PubChem_get_compound_properties_by_CID(cid=cid)

# Bioactivity summary
bio = tu.tools.PubChem_get_bioactivity_summary_by_CID(cid=cid)

# Drug label (if approved drug)
drug = tu.tools.PubChem_get_drug_label_info_by_CID(cid=cid)

# Structure image
image = tu.tools.PubChem_get_compound_2D_image_by_CID(cid=cid)

2.2 Bioactivity Data (ChEMBL)

if chembl_id:
    # Detailed bioactivity
    activity = tu.tools.ChEMBL_get_bioactivity_by_chemblid(chembl_id=chembl_id)
    
    # Protein targets
    targets = tu.tools.ChEMBL_get_target_by_chemblid(chembl_id=chembl_id)
    
    # Assay data
    assays = tu.tools.ChEMBL_get_assays_by_chemblid(chembl_id=chembl_id)

2.3 Optional Extended Data

# Patents (for drugs)
patents = tu.tools.PubChem_get_associated_patents_by_CID(cid=cid)

# Similar compounds (for SAR)
similar = tu.tools.PubChem_search_compounds_by_similarity(cid=cid, threshold=85)

Fallback Chains

PrimaryFallbackNotes
PubChem_get_CID_by_compound_nameChEMBL_search_compounds → get SMILES → PubChem_get_CID_by_SMILESName lookup failed
ChEMBL_get_bioactivityPubChem_get_bioactivity_summaryChEMBL ID unavailable
PubChem_get_drug_label_infoNote "Drug label unavailable"Not an approved drug

Phase 3: Report Compound Profile

Output Structure

Present results as a Compound Profile Report. Hide all search process details.

# Compound Profile: [Compound Name]

## Identity
| Property | Value |
|----------|-------|
| **PubChem CID** | [cid] |
| **ChEMBL ID** | [chembl_id or "N/A"] |
| **IUPAC Name** | [full name] |
| **Common Names** | [synonyms] |

## Chemical Properties

### Molecular Descriptors
| Property | Value | Drug-Likeness |
|----------|-------|---------------|
| **Formula** | C₉H₈O₄ | - |
| **Molecular Weight** | 180.16 g/mol | ✓ (<500) |
| **LogP** | 1.19 | ✓ (-2 to 5) |
| **H-Bond Donors** | 1 | ✓ (<5) |
| **H-Bond Acceptors** | 4 | ✓ (<10) |
| **Polar Surface Area** | 63.6 Ų | ✓ (<140) |
| **Rotatable Bonds** | 3 | ✓ (<10) |

### Structural Representation
- **SMILES**: `CC(=O)Oc1ccccc1C(=O)O`
- **InChI**: `InChI=1S/C9H8O4/...`

[2D structure image if available]

## Bioactivity Profile

### Summary
- **Active in**: [X] assays out of [Y] tested
- **Primary Targets**: [list top targets]
- **Mechanism**: [if known]

### Key Target Interactions (from ChEMBL)
| Target | Activity Type | Value | Units |
|--------|--------------|-------|-------|
| [Target 1] | IC50 | [value] | nM |
| [Target 2] | Ki | [value] | nM |

## Drug Information (if applicable)

### Clinical Status
| Property | Value |
|----------|-------|
| **Approval Status** | [Approved/Investigational/N/A] |
| **Drug Class** | [therapeutic class] |
| **Indication** | [approved uses] |
| **Route** | [oral/IV/topical/etc.] |

### Safety
- **Black Box Warning**: [Yes/No]
- **Major Interactions**: [if any]

## Related Compounds (if retrieved)

Top 5 structurally similar compounds:
| CID | Name | Similarity | Key Difference |
|-----|------|------------|----------------|
| [cid] | [name] | 95% | [note] |

## Data Sources
- PubChem: [CID link]
- ChEMBL: [ChEMBL ID link]
- Retrieved: [date]

Data Quality Tiers

Apply to data completeness assessment:

TierSymbolCriteria
Complete●●●All core properties + bioactivity + drug info
Substantial●●○Core properties + bioactivity OR drug info
Basic●○○Core properties only
Minimal○○○CID/name only, limited data

Include in report header:

**Data Completeness**: ●●● Complete (properties, bioactivity, drug data)

Completeness Checklist

Every compound profile MUST include these sections (even if "unavailable"):

Identity (Required)

  • PubChem CID
  • ChEMBL ID (or "N/A")
  • IUPAC name
  • Canonical SMILES

Properties (Required)

  • Molecular formula
  • Molecular weight
  • LogP
  • Lipinski rule assessment

Bioactivity (Required)

  • Activity summary (or "No bioactivity data")
  • Primary targets (or "Unknown")

Drug Info (If Approved Drug)

  • Approval status
  • Indication
  • Drug class

Always Include

  • Data sources with links
  • Retrieval date
  • Quality tier assessment

Common Use Cases

Drug Property Check

User: "Tell me about metformin" → Full compound profile with drug information emphasis

Structure Verification

User: "Verify this SMILES: CC(=O)Oc1ccccc1C(=O)O" → Disambiguation-focused profile, confirm identity

SAR Analysis

User: "Find compounds similar to ibuprofen" → Similarity search + comparative property table

Target Identification

User: "What proteins does gefitinib target?" → ChEMBL bioactivity emphasis with target list


Error Handling

ErrorResponse
"Compound not found"Try synonyms, verify spelling, offer SMILES search
"No ChEMBL ID"Note in Identity section, continue with PubChem data
"No bioactivity data"Include section with "No bioactivity screening data available"
"API timeout"Retry once, note unavailable data with "(retrieval failed)"

Tool Reference

PubChem (Chemical Database)

ToolPurpose
PubChem_get_CID_by_compound_name
Name → CID
PubChem_get_CID_by_SMILES
Structure → CID
PubChem_get_compound_properties_by_CID
Molecular properties
PubChem_get_compound_2D_image_by_CID
Structure visualization
PubChem_get_bioactivity_summary_by_CID
Activity overview
PubChem_get_drug_label_info_by_CID
FDA drug labels
PubChem_get_associated_patents_by_CID
IP information
PubChem_search_compounds_by_similarity
Find analogs
PubChem_search_compounds_by_substructure
Substructure search

ChEMBL (Bioactivity Database)

ToolPurpose
ChEMBL_search_compounds
Name/structure search
ChEMBL_get_compound_by_chemblid
Compound details
ChEMBL_get_bioactivity_by_chemblid
Activity data
ChEMBL_get_target_by_chemblid
Protein targets
ChEMBL_search_targets
Target search
ChEMBL_get_assays_by_chemblid
Assay metadata