open-targets-search

open-targets-search is a skill for Claude Code, Codex from Zaoqu-Liu/ScienceClaw. It costs 26 tokens per session (1,238 once invoked), scanned B, a copy of open-targets-search, MIT.

A natural-language search tool for Open Targets, a database linking potential drug targets with diseases and supporting evidence.

In plain words
What is it for?
Use it to search target validation data and review evidence for links between diseases, biological targets, and drugs.
Why use it?
It avoids having to learn the database's search parameters when exploring drug–disease relationships.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: reads .claude/ paths.

Good fit Use it to search target validation data and review evidence for links between diseases, biological targets, and drugs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/zaoqu-liu/scienceclaw/open-targets-search
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Zaoqu-Liu/ScienceClaw --skill open-targets-search
Clone the repo
git clone --depth 1 https://github.com/Zaoqu-Liu/ScienceClaw

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for open-targets-search

README.md
[![agentmods](https://agentmods.dev/badge/skills/zaoqu-liu/scienceclaw/open-targets-search/github.svg)](https://agentmods.dev/skills/zaoqu-liu/scienceclaw/open-targets-search)
Your own site
<a href="https://agentmods.dev/skills/zaoqu-liu/scienceclaw/open-targets-search"><img src="https://agentmods.dev/badge/skills/zaoqu-liu/scienceclaw/open-targets-search/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for open-targets-search

Your own site · 80×15
<a href="https://agentmods.dev/skills/zaoqu-liu/scienceclaw/open-targets-search"><img src="https://agentmods.dev/badge/skills/zaoqu-liu/scienceclaw/open-targets-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,238 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00026 $0.01238
Opus 5 $0.00013 $0.00619
Sonnet 5 $0.00005 $0.00248
Haiku 4.5 $0.00003 $0.00124

Measured 7d ago against content hash 5e064b019461, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade B, and why

open-targets-search scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Reads agent configuration directoriesmediumAgent snooping

.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.

OPEN_TARGETS_SCRIPT=$(find ~/.claude/plugins/cache -name "search" -path "*/open-targets-search/*/scripts/*" -type f 2>/dev/null | head -1)
Origin

This is a copy

100% identical to open-targets-search — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/open-targets-search/SKILL.md · 212 lines

How it starts

The opening of the file, as written. The whole thing — 212 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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

  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:

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:

  1. 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"

  2. Once the user provides the key, run:

    scripts/search setup <api-key>
    
  3. 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
}

Read the full file on GitHub · 212 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 212 lines · 26 tokens per session scan B 5e064b019461

Subscribe to this mod's changes

open-targets-search is a skill published in the GitHub repository Zaoqu-Liu/ScienceClaw (60 stars, last pushed 5mo ago), licensed MIT. It adds 26 tokens to every session and 1,238 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it B with 1 finding (reads agent configuration directories). It is 100% identical to open-targets-search, differing in 0 lines, and is treated as a copy.