Agent skill · Databases

chembl-search

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

FreedomIntelligencegithub.com/FreedomIntelligenceGitHub ↗
claude-codeships scripts
Install
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill chembl-search --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 3
SKILL.md size: 5 KB
Bundled scripts: yes
Path: skills/chembl-search/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 2,909
Language: Python
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the 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

What's inside
Steps it walks through
  1. Why This Skill is Powerful
  2. Requirements
  3. CRITICAL: Script Path Resolution
  4. API Key Setup Flow
  5. When to Use This Skill
  6. Output Format
  7. Processing Results
  8. With jq
  9. Common Use Cases
  10. Drug Discovery
  11. Target Validation
  12. SAR Analysis
  13. Mechanism Research
  14. Error Handling
Ships with 2 files
  • scripts/search
  • scripts/search.mjs
Commands it runs
scripts/search setup <api-key>
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'
Find lead compounds
scripts/search "JAK2 selective inhibitors for myelofibrosis" 50
Search for target information
More from OpenClaw-Medical-Skills
All skills →
About this skill
What does the chembl-search skill do?

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

How do I install it?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill chembl-search --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From FreedomIntelligence/OpenClaw-Medical-Skills, a repository with 2,909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going