소스 정보
- 저장소
- lamm-mit/scienceclaw
- 최근 소스 활동
- 2026년 3월 14일 06:18
- 감지된 SKILL.md 언어
- 영어
- 스타
- 242
- 포크
- 42
설치 방법
기본적으로 소스를 먼저 확인하는 Prompt가 선택됩니다. 직접 명령으로 전환하거나 로컬 사본을 다운로드할 수도 있습니다.
소스 파일 검토
설치 여부를 결정하기 전에 SKILL.md와 SkillsMP에 표시된 보조 파일을 읽어 보세요.
메뉴
기본적으로 소스를 먼저 확인하는 Prompt가 선택됩니다. 직접 명령으로 전환하거나 로컬 사본을 다운로드할 수도 있습니다.
설치 여부를 결정하기 전에 SKILL.md와 SkillsMP에 표시된 보조 파일을 읽어 보세요.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
직접 명령은 검토 Prompt를 거치지 않습니다. 실행하기 전에 소스를 확인하세요.
npx skills add https://github.com/lamm-mit/scienceclaw --skill protein-structure-retrieval명령은 한 줄로 유지됩니다. 복사하기 전에 가로로 스크롤해 전체 내용을 확인하세요.
로컬 사본을 원하시나요? SkillsMP에서 현재 제공할 수 있는 파일을 다운로드하세요.
SOC 직업 분류 기준
SKILL.md 표시 중
| name | protein-structure-retrieval |
| description | ToolUniverse workflow — Protein Structure Retrieval |
| source | https://github.com/mims-harvard/ToolUniverse/tree/main/skills/tooluniverse-protein-structure-retrieval |
| metadata | null |
Retrieve protein structures with proper disambiguation, quality assessment, and comprehensive metadata.
IMPORTANT: Always use English terms in tool calls (protein names, organism names), even if the user writes in another language. Only try original-language terms as a fallback if English returns no results. Respond in the user's language.
Phase 0: Clarify (if needed)
↓
Phase 1: Disambiguate Protein Identity
↓
Phase 2: Retrieve Structures (Internal)
↓
Phase 3: Report Structure Profile
Ask the user ONLY if:
Skip clarification for:
from tooluniverse import ToolUniverse
tu = ToolUniverse()
tu.load_tools()
# Strategy depends on input type
if user_provided_pdb_id:
# Direct structure retrieval
pdb_id = user_provided_pdb_id.upper()
elif user_provided_uniprot:
# Get UniProt info, then search structures
uniprot_id = user_provided_uniprot
# Can also get AlphaFold structure
af_structure = tu.tools.alphafold_get_structure_by_uniprot(
uniprot_id=uniprot_id
)
elif user_provided_protein_name:
# Search by name
result = tu.tools.search_structures_by_protein_name(
protein_name=protein_name
)
Common ambiguous terms:
| Term | Ambiguity | Resolution |
|---|---|---|
| "kinase" | Hundreds of kinases | Ask which kinase (EGFR, CDK2, etc.) |
| "receptor" | Many receptor types | Specify receptor family |
| "protease" | Multiple families | Ask serine/cysteine/metallo/etc. |
| "hemoglobin" | Clear | Proceed (α/β chain specified if needed) |
| "insulin" | Clear | Proceed |
Retrieve all data silently. Do NOT narrate the search process.
# Search by protein name
result = tu.tools.search_structures_by_protein_name(
protein_name=protein_name
)
# Filter results by quality
high_res = [
entry for entry in result["data"]
if entry.get("resolution") and entry["resolution"] < 2.5
]
For each relevant structure:
pdb_id = "4INS"
# Basic metadata
metadata = tu.tools.get_protein_metadata_by_pdb_id(pdb_id=pdb_id)
# Experimental details
exp_details = tu.tools.get_protein_experimental_details_by_pdb_id(
pdb_id=pdb_id
)
# Resolution (if X-ray)
resolution = tu.tools.get_protein_resolution_by_pdb_id(pdb_id=pdb_id)
# Bound ligands
ligands = tu.tools.get_protein_ligands_by_pdb_id(pdb_id=pdb_id)
# Similar structures
similar = tu.tools.get_similar_structures_by_pdb_id(
pdb_id=pdb_id,
cutoff=2.0
)
# Entry summary
summary = tu.tools.pdbe_get_entry_summary(pdb_id=pdb_id)
# Molecular entities
molecules = tu.tools.pdbe_get_molecules(pdb_id=pdb_id)
# Binding sites
binding_sites = tu.tools.pdbe_get_binding_sites(pdb_id=pdb_id)
# When no experimental structure exists, or for comparison
if uniprot_id:
af_structure = tu.tools.alphafold_get_structure_by_uniprot(
uniprot_id=uniprot_id
)
| Primary | Fallback | Notes |
|---|---|---|
| RCSB search | PDBe search | Regional availability |
| get_protein_metadata | pdbe_get_entry_summary | Alternative source |
| Experimental structure | AlphaFold prediction | No experimental structure |
| get_protein_ligands | pdbe_get_binding_sites | Ligand info unavailable |
Present as a Structure Profile Report. Hide search process.
# Protein Structure Profile: [Protein Name]
**Search Summary**
- Query: [protein name/PDB ID]
- Organism: [species]
- Structures Found: [N] experimental, [M] AlphaFold
---
## Best Available Structure
### [PDB ID]: [Title]
| Attribute | Value |
|-----------|-------|
| **PDB ID** | [pdb_id] |
| **UniProt** | [uniprot_id] |
| **Organism** | [species] |
| **Method** | X-ray / Cryo-EM / NMR |
| **Resolution** | [X.XX] Å |
| **Release Date** | [date] |
**Quality Assessment**: ●●● High / ●●○ Medium / ●○○ Low
### Experimental Details
| Parameter | Value |
|-----------|-------|
| **Method** | [X-ray crystallography] |
| **Resolution** | [1.9 Å] |
| **R-factor** | [0.18] |
| **R-free** | [0.21] |
| **Space Group** | [P 21 21 21] |
### Structure Composition
| Component | Count | Details |
|-----------|-------|---------|
| **Chains** | [N] | [A (enzyme), B (inhibitor)] |
| **Residues** | [N] | [coverage %] |
| **Ligands** | [N] | [list ligand names] |
| **Waters** | [N] | |
| **Metals** | [N] | [Zn, Mg, etc.] |
### Bound Ligands
| Ligand ID | Name | Type | Binding Site |
|-----------|------|------|--------------|
| [ATP] | Adenosine triphosphate | Substrate | Active site |
| [MG] | Magnesium ion | Cofactor | Catalytic |
### Binding Site Details
For drug discovery applications:
**Site 1: Active Site**
- Location: Chain A, residues 45-89
- Key residues: Asp45, Glu67, His89
- Pocket volume: [X] ų
- Druggability: High/Medium/Low
---
## Alternative Structures
Ranked by quality and relevance:
| Rank | PDB ID | Resolution | Method | Ligands | Notes |
|------|--------|------------|--------|---------|-------|
| 1 | [4INS] | 1.9 Å | X-ray | Zn | Best resolution |
| 2 | [3I40] | 2.1 Å | X-ray | Zn, phenol | With inhibitor |
| 3 | [1TRZ] | 2.3 Å | X-ray | None | Porcine |
---
| Attribute | Value |
|-----------|-------|
| | [uniprot1] | [PDBid]
PDBe: https://www.ebi.ac.uk/pdbe/entry/pdb/[pdbid]
Retrieved: [date]
| Tier | Symbol | Criteria |
|---|---|---|
| Excellent | ●●●● | X-ray <1.5Å, complete, R-free <0.22 |
| High | ●●●○ | X-ray <2.0Å OR Cryo-EM <3.0Å |
| Good | ●●○○ | X-ray 2.0-3.0Å OR Cryo-EM 3.0-4.0Å |
| Moderate | ●○○○ | X-ray >3.0Å OR NMR ensemble |
| Low | ○○○○ | >4.0Å, incomplete, or problematic |
| Resolution | Use Case |
|---|---|
| <1.5 Å | Atomic detail, H-bond analysis |
| 1.5-2.0 Å | Drug design, mechanism studies |
| 2.0-2.5 Å | Structure-based design |
| 2.5-3.5 Å | Overall architecture, fold |
| >3.5 Å | Domain arrangement only |
| pLDDT Score | Interpretation |
|---|---|
| >90 | Very high confidence, experimental-like |
| 70-90 | Good backbone confidence |
| 50-70 | Uncertain, flexible regions |
| <50 | Low confidence, likely disordered |
Every structure report MUST include:
User: "Get structure for EGFR kinase with inhibitor" → Filter for ligand-bound structures, emphasize binding site
User: "Find best template for homology modeling of protein X" → High-resolution structures, note sequence coverage
User: "Compare available SARS-CoV-2 main protease structures" → All structures with systematic comparison table
User: "Structure of protein with UniProt P12345" → Check PDB first, then AlphaFold, note confidence
| Error | Response |
|---|---|
| "PDB ID not found" | Verify 4-character format, check if obsoleted |
| "No structures for protein" | Offer AlphaFold prediction, suggest similar proteins |
| "Download failed" | Retry once, provide alternative link |
| "Resolution unavailable" | Likely NMR/model, note in assessment |
RCSB PDB (Experimental Structures)
| Tool | Purpose |
|---|---|
search_structures_by_protein_name | Name-based search |
get_protein_metadata_by_pdb_id | Basic info |
get_protein_experimental_details_by_pdb_id | Method details |
get_protein_resolution_by_pdb_id | Quality metric |
get_protein_ligands_by_pdb_id | Bound molecules |
download_pdb_structure_file | Coordinate files |
get_similar_structures_by_pdb_id | Homologs |
PDBe (European PDB)
| Tool | Purpose |
|---|---|
pdbe_get_entry_summary | Overview |
pdbe_get_molecules | Molecular entities |
pdbe_get_experiment_info | Experimental data |
pdbe_get_binding_sites | Ligand pockets |
AlphaFold (Predictions)
| Tool | Purpose |
|---|---|
alphafold_get_structure_by_uniprot | Get prediction |
alphafold_search_structures | Search predictions |