chembl-search
Search ChEMBL bioactive molecules database with natural language queries.
Skill by Zaoqu-Liu
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/zaoqu-liu-chembl-search
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: backend, data
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/chembl-search
What's inside
- Skill name
chembl-search- Description
- Search ChEMBL bioactive molecules database with natural language queries. Find compounds and assay data with Valyu semantic search.
- License
- MIT
- Instructions
- 200 lines in SKILL.md · view on GitHub
Before installing
- Instructions call the network
Files (1)
- SKILL.md
SKILL.md (first lines)
# 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"
2. **Once the user provides the key, run:**
```bash
scripts/search setup <api-key>
```
3. **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 dataFrom Zaoqu-Liu/ScienceClaw, MIT.
More from Zaoqu-Liu/ScienceClaw
- 0.508score
browser-automation
Zaoqu-Liu
Browser automation for accessing scientific databases that lack REST APIs.
SkillDFreshness: D★ 60Claude Code +9 - 0.508score
devtu-fix-tool
Zaoqu-Liu
Fix failing ToolUniverse tools by diagnosing test failures, identifying root causes, implementing fixes, and validating solutions.
SkillDFreshness: D★ 60Claude Code +9 - 0.508score
devtu-github
Zaoqu-Liu
GitHub workflow for ToolUniverse - push code safely by moving temp files, activating pre-commit hooks, running tests, and cleaning staged files.
SkillDFreshness: D★ 60Claude Code +9 - 0.508score
devtu-optimize-descriptions
Zaoqu-Liu
Optimize tool descriptions in ToolUniverse JSON configs for clarity and usability.
SkillDFreshness: D★ 60Claude Code +9 - 0.508score
asta-corpus-search
Zaoqu-Liu
Search Allen AI's Asta Scientific Corpus (225M+ papers, 12M+ full-text, 2.4B+ citations) via MCP endpoint.
SkillDFreshness: D★ 60Claude Code +9 - 0.505score
biomedical-search
Zaoqu-Liu
Complete biomedical information search combining PubMed, preprints, clinical trials, and FDA drug labels.
SkillDFreshness: D★ 60Claude Code +9 - 0.504score
biomni
Zaoqu-Liu
Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis.
SkillDFreshness: D★ 60Claude Code +9 - 0.499score
devtu-auto-discover-apis
Zaoqu-Liu
Automatically discover life science APIs online, create ToolUniverse tools, validate them, and prepare integration PRs.
SkillDFreshness: D★ 60Claude Code +9 - 0.495score
devtu-create-tool
Zaoqu-Liu
Create new scientific tools for ToolUniverse framework with proper structure, validation, and testing.
SkillDFreshness: D★ 60Claude Code +9 - 0.495score
create-tooluniverse-skill
Zaoqu-Liu
Create high-quality ToolUniverse skills following test-driven, implementation-agnostic methodology.
SkillDFreshness: D★ 60Claude Code +9 - 0.475score
longevity-scholar
Zaoqu-Liu
This skill should be used when users explicitly request academic papers, recent research, most cited research, or scholarly articles about longevity, aging…
SkillDFreshness: D★ 60Claude Code +9 - 0.271score
academic-literature-search
Zaoqu-Liu
No description from the publisher yet.
SkillDFreshness: D★ 60Claude Code +9
Signals
- Stars
- 60
- Forks
- 14
- Open issues
- 2
- Last commit (this folder)
- Mar 6, 2026 (7 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/Zaoqu-Liu/ScienceClaw
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from Zaoqu-Liu
- 0.508score
asta-corpus-search
Zaoqu-Liu
Search Allen AI's Asta Scientific Corpus (225M+ papers, 12M+ full-text, 2.4B+ citations) via MCP endpoint.
SkillDFreshness: D★ 60Claude Code +9 - 0.508score
browser-automation
Zaoqu-Liu
Browser automation for accessing scientific databases that lack REST APIs.
SkillDFreshness: D★ 60Claude Code +9 - 0.508score
devtu-fix-tool
Zaoqu-Liu
Fix failing ToolUniverse tools by diagnosing test failures, identifying root causes, implementing fixes, and validating solutions.
SkillDFreshness: D★ 60Claude Code +9 - 0.508score
devtu-github
Zaoqu-Liu
GitHub workflow for ToolUniverse - push code safely by moving temp files, activating pre-commit hooks, running tests, and cleaning staged files.
SkillDFreshness: D★ 60Claude Code +9 - 0.508score
devtu-optimize-descriptions
Zaoqu-Liu
Optimize tool descriptions in ToolUniverse JSON configs for clarity and usability.
SkillDFreshness: D★ 60Claude Code +9 - 0.505score
biomedical-search
Zaoqu-Liu
Complete biomedical information search combining PubMed, preprints, clinical trials, and FDA drug labels.
SkillDFreshness: D★ 60Claude Code +9
Cite this page
chembl-search skill. Agent Mart. https://agentmart.dev/skills/zaoqu-liu-chembl-search (last updated 2026-10-24)