OpenClaw-Medical-Skills open-targets-search
Search Open Targets drug-disease associations with natural language queries. Target validation powered by Valyu semantic search.
git clone https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills
T=$(mktemp -d) && git clone --depth=1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/open-targets-search" ~/.claude/skills/freedomintelligence-openclaw-medical-skills-open-targets-search && rm -rf "$T"
T=$(mktemp -d) && git clone --depth=1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/skills/open-targets-search" ~/.openclaw/skills/freedomintelligence-openclaw-medical-skills-open-targets-search && rm -rf "$T"
skills/open-targets-search/SKILL.md- references API keys
Open Targets Search
Search the complete Open Targets database of drug-disease associations and target validation 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 target-disease association data with evidence scores
- Image Links: Includes data visualizations when available
- Comprehensive Coverage: Access to all Open Targets drug-disease association data
Requirements
- Node.js 18+ (uses built-in fetch)
- Valyu API key from https://platform.valyu.ai ($10 free credits)
CRITICAL: Script Path Resolution
The
scripts/search commands in this documentation are relative to this skill's installation directory.
Before running any command, locate the script using:
OPEN_TARGETS_SCRIPT=$(find ~/.claude/plugins/cache -name "search" -path "*/open-targets-search/*/scripts/*" -type f 2>/dev/null | head -1)
Then use the full path for all commands:
$OPEN_TARGETS_SCRIPT "JAK2 inhibitors" 15
API Key Setup Flow
When you run a search and receive
"setup_required": true, follow this flow:
-
Ask the user for their API key: "To search Open Targets, I need your Valyu API key. Get one free ($10 credits) at https://platform.valyu.ai"
-
Once the user provides the key, run:
scripts/search setup <api-key> -
Retry the original search.
When to Use This Skill
- Target validation for diseases
- Drug-disease associations
- Target prioritization for research
- Genetic evidence for targets
- Target-disease pathway analysis
- Therapeutic hypothesis validation
Output Format
{ "success": true, "type": "open_targets_search", "query": "JAK2 inhibitors", "result_count": 10, "results": [ { "title": "Target-Disease Association", "url": "https://platform.opentargets.org/...", "content": "Association data, evidence, scores...", "source": "open-targets", "relevance_score": 0.95, "images": ["https://example.com/pathway.png"] } ], "cost": 0.025 }
Processing Results
With jq
# Get association 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
Target Validation
# Find target evidence scripts/search "kinase targets in inflammatory diseases" 50
Drug Repurposing
# Search for repurposing opportunities scripts/search "drugs targeting IL-6 pathway" 20
Genetic Evidence
# Find genetic associations scripts/search "loss of function variants protective effects" 15
Disease Mechanism
# Search for mechanistic insights scripts/search "immune checkpoint targets in cancer" 25
Error Handling
All commands return JSON with
success field:
{ "success": false, "error": "Error message" }
Exit codes:
- Success0
- Error (check JSON for details)1
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 Open Targets Search directly into your application, use the Valyu SDK:
Python Integration
from valyu import Valyu client = Valyu(api_key="your-api-key") response = client.search( query="your search query here", included_sources=["valyu/valyu-open-targets"], 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
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-open-targets"], 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.