yorkeccak/scientific-skills/chembl-search

Claude Code and agent skill by yorkeccak/scientific-skills

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Search ChEMBL bioactive molecules database with natural language queries. Find compounds and assay data with Valyu semantic search.

Install

npx vskill@latest install yorkeccak/scientific-skills/chembl-search

SKILL.md

ChEMBL Search

Search the complete ChEMBL database of bioactive molecules, drug targets, and binding data using natural language queries powered by Valyu's semantic search API.

Why This Skill is Powerful

  • No API Parameter Parsing: Just pass natural language queries directly - no need to construct complex search parameters
  • Semantic Search: Understands the meaning of your query, not just keyword matching
  • Full-Text Access: Returns complete compound and target information
  • Image Links: Includes molecular structures and data visualizations
  • Comprehensive Coverage: Access to all ChEMBL bioactive molecule data for drug discovery

Requirements

  1. Node.js 18+ (uses built-in fetch)
  2. Valyu API key from https://platform.valyu.ai ($10 free credits)

CRITICAL: Script Path Resolution

The scripts/search commands in this documentation are relative to this skill's installation directory.

Before running any command, locate the script using:

bash
CHEMBL_SCRIPT=$(find ~/.claude/plugins/cache -name "search" -path "*/chembl-search/*/scripts/*" -type f 2>/dev/null | head -1)

Then use the full path for all commands:

bash
$CHEMBL_SCRIPT "kinase inhibitors" 15

API Key Setup Flow

When you run a search and receive "setup_required": true, follow this flow:

  1. Ask the user for their API key:

"To search ChEMBL, I need your Valyu API key. Get one free ($10 credits) at https://platform.valyu.ai"

  1. Once the user provides the key, run:

``bash scripts/search setup <api-key> ``

  1. Retry the original search.

When to Use This Skill

  • Finding bioactive compounds for drug discovery
  • Target-based compound searching
  • Compound property optimization
  • Assay data and biological activity research
  • Structure-activity relationship studies
  • Lead compound identification

Output Format

json
{
"success": true,
"type": "chembl_search",
"query": "kinase inhibitors",
"result_count": 10,
"results": [
{
"title": "Compound/Assay Title",
"url": "https://chembl.org/...",
"content": "Compound data, targets, assay results...",
"source": "chembl",
"relevance_score": 0.95,
"images": ["https://example.com/structure.png"]
}
],
"cost": 0.025
}

Processing Results

With jq
bash
# Get compound titles
scripts/search "query" 10 | jq -r '.results[].title'
# Get URLs
scripts/search "query" 10 | jq -r '.results[].url'
# Extract full content
scripts/search "query" 10 | jq -r '.results[].content'

Common Use Cases

Drug Discovery
bash
# Find lead compounds
scripts/search "JAK2 selective inhibitors for myelofibrosis" 50
Target Validation
bash
# Search for target information
scripts/search "protein kinase B binding assays" 20
SAR Analysis
bash
# Find structure-activity relationships
scripts/search "benzimidazole derivatives anticancer activity" 15
Mechanism Research
bash
# Search for mechanism data
scripts/search "allosteric modulators of NMDA receptors" 25

Error Handling

All commands return JSON with success field:

json
{
"success": false,
"error": "Error message"
}

Exit codes:

  • 0 - Success
  • 1 - Error (check JSON for details)

API Endpoint

  • Base URL: https://api.valyu.ai/v1
  • Endpoint: /search
  • Authentication: X-API-Key header

Architecture

scripts/
├── search # Bash wrapper
└── search.mjs # Node.js CLI

Direct API calls using Node.js built-in fetch(), zero external dependencies.

Adding to Your Project

If you're building an AI project and want to integrate ChEMBL Search directly into your application, use the Valyu SDK:

Python Integration
python
from valyu import Valyu
client = Valyu(api_key="your-api-key")
response = client.search(
query="your search query here",
included_sources=["valyu/valyu-chembl"],
max_results=20
)
for result in response["results"]:
print(f"Title: {result['title']}")
print(f"URL: {result['url']}")
print(f"Content: {result['content'][:500]}...")
TypeScript Integration
typescript
import { Valyu } from "valyu-js";
const client = new Valyu("your-api-key");
const response = await client.search({
query: "your search query here",
includedSources: ["valyu/valyu-chembl"],
maxResults: 20
});
response.results.forEach((result) => {
console.log(`Title: ${result.title}`);
console.log(`URL: ${result.url}`);
console.log(`Content: ${result.content.substring(0, 500)}...`);
});

See the Valyu docs for full integration examples and SDK reference.

Security

  • Security scanPassed, 100 of 100Pattern checks on the skill's files.
  • Model reviewNot runA model review is scheduled for the next rescan.

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

Popularity

Repository stars
29
Repository forks
2
7-day trend score
17

Stars and forks are for the whole GitHub repository, not this skill alone. Refreshed 3 Apr 2026, 7 months ago.

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