blast_protein_analysis
$
npx mdskill add InternScience/scp/blast_protein_analysisPerforms BLAST search and comprehensive protein analysis using a multi-tool pipeline
- Analyzes protein sequences with BLAST and predicts structure, properties, and function
- Uses BLAST, ESMFold, sequence property calculator, and function predictor from four servers
- Processes the top BLAST hit to predict structure and infer functional properties
- Delivers structured results including BLAST output, 3D structure, properties, and function predictions
SKILL.md
.github/skills/blast_protein_analysisView on GitHub ↗
---
name: blast_protein_analysis
description: "BLAST & Protein Analysis Pipeline - BLAST search followed by comprehensive protein analysis: BLAST, then structure prediction, properties, and function. Use this skill for sequence bioinformatics tasks involving blast search pred protein structure esmfold calculate protein sequence properties predict protein function. Combines 4 tools from 4 SCP server(s)."
---
# BLAST & Protein Analysis Pipeline
**Discipline**: Sequence Bioinformatics | **Tools Used**: 4 | **Servers**: 4
## Description
BLAST search followed by comprehensive protein analysis: BLAST, then structure prediction, properties, and function.
## Tools Used
- **`blast_search`** from `server-17` (streamable-http) - `https://scp.intern-ai.org.cn/api/v1/mcp/17/BioInfo-Tools`
- **`pred_protein_structure_esmfold`** from `server-3` (streamable-http) - `https://scp.intern-ai.org.cn/api/v1/mcp/3/DrugSDA-Model`
- **`calculate_protein_sequence_properties`** from `server-2` (streamable-http) - `https://scp.intern-ai.org.cn/api/v1/mcp/2/DrugSDA-Tool`
- **`predict_protein_function`** from `server-1` (sse) - `https://scp.intern-ai.org.cn/api/v1/mcp/1/VenusFactory`
## Workflow
1. Run BLAST search
2. Predict structure for top hit
3. Calculate protein properties
4. Predict protein function
## Test Case
### Input
```json
{
"sequence": "MKTIIALSYIFCLVFA"
}
```
### Expected Steps
1. Run BLAST search
2. Predict structure for top hit
3. Calculate protein properties
4. Predict protein function
## Usage Example
> **Note:** Replace `<YOUR_SCP_HUB_API_KEY>` with your own SCP Hub API Key. You can obtain one from the [SCP Platform](https://scphub.intern-ai.org.cn).
```python
import asyncio
import json
from mcp import ClientSession
from mcp.client.streamable_http import streamablehttp_client
from mcp.client.sse import sse_client
SERVERS = {
"server-17": "https://scp.intern-ai.org.cn/api/v1/mcp/17/BioInfo-Tools",
"server-3": "https://scp.intern-ai.org.cn/api/v1/mcp/3/DrugSDA-Model",
"server-2": "https://scp.intern-ai.org.cn/api/v1/mcp/2/DrugSDA-Tool",
"server-1": "https://scp.intern-ai.org.cn/api/v1/mcp/1/VenusFactory"
}
async def connect(url, transport_type):
transport = streamablehttp_client(url=url, headers={"SCP-HUB-API-KEY": "<YOUR_SCP_HUB_API_KEY>"})
read, write, _ = await transport.__aenter__()
ctx = ClientSession(read, write)
session = await ctx.__aenter__()
await session.initialize()
return session, ctx, transport
def parse(result):
try:
if hasattr(result, 'content') and result.content:
c = result.content[0]
if hasattr(c, 'text'):
try: return json.loads(c.text)
except: return c.text
return str(result)
except: return str(result)
async def main():
# Connect to required servers
sessions = {}
sessions["server-17"], _, _ = await connect("https://scp.intern-ai.org.cn/api/v1/mcp/17/BioInfo-Tools", "streamable-http")
sessions["server-3"], _, _ = await connect("https://scp.intern-ai.org.cn/api/v1/mcp/3/DrugSDA-Model", "streamable-http")
sessions["server-2"], _, _ = await connect("https://scp.intern-ai.org.cn/api/v1/mcp/2/DrugSDA-Tool", "streamable-http")
sessions["server-1"], _, _ = await connect("https://scp.intern-ai.org.cn/api/v1/mcp/1/VenusFactory", "sse")
# Execute workflow steps
# Step 1: Run BLAST search
result_1 = await sessions["server-17"].call_tool("blast_search", arguments={})
data_1 = parse(result_1)
print(f"Step 1 result: {json.dumps(data_1, indent=2, ensure_ascii=False)[:500]}")
# Step 2: Predict structure for top hit
result_2 = await sessions["server-3"].call_tool("pred_protein_structure_esmfold", arguments={})
data_2 = parse(result_2)
print(f"Step 2 result: {json.dumps(data_2, indent=2, ensure_ascii=False)[:500]}")
# Step 3: Calculate protein properties
result_3 = await sessions["server-2"].call_tool("calculate_protein_sequence_properties", arguments={})
data_3 = parse(result_3)
print(f"Step 3 result: {json.dumps(data_3, indent=2, ensure_ascii=False)[:500]}")
# Step 4: Predict protein function
result_4 = await sessions["server-1"].call_tool("predict_protein_function", arguments={})
data_4 = parse(result_4)
print(f"Step 4 result: {json.dumps(data_4, indent=2, ensure_ascii=False)[:500]}")
# Cleanup
print("Workflow complete!")
if __name__ == "__main__":
asyncio.run(main())
```
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