scientific-chembl-assay-mining

Extract target-specific bioactivity data and SAR insights from the ChEMBL REST API.

3|1|Updated Feb 11, 2026
One-click install
npx skills add https://github.com/nahisaho/satori --skill scientific-chembl-assay-mining
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scientific-chembl-assay-mining
Source: https://github.com/nahisaho/satori/tree/main/src/.github/skills/scientific-chembl-assay-mining
Command: npx skills add https://github.com/nahisaho/satori --skill scientific-chembl-assay-mining

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill enables automated mining of ChEMBL bioactivity data to drive lead optimization and target profiling. It integrates assay search, activity data retrieval, SAR analysis, selectivity profiling, and structural alerts checks via the ChEMBL REST API.

Core Features & Use Cases

  • Target search and assay activity retrieval to build SAR datasets.
  • SAR analysis and multi-target selectivity profiling to prioritize compounds.
  • Integrated workflow including docking-prep readiness and structural alert detection for safer lead candidates.

Quick Start

Run the integrated chembl_sar_pipeline for a target to obtain SAR insights and structural alerts.

Frequently Asked Questions about scientific-chembl-assay-mining

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I extract target-specific bioactivity data from ChEMBL for SAR analysis?

Extract target-specific bioactivity data from ChEMBL by running the integrated SAR pipeline, which queries the ChEMBL REST API using target IDs and standard_type filters like IC50, Ki, or EC50 to retrieve assay activities for building SAR datasets.

What's the best way to profile multi-target selectivity for lead optimization?

Profile multi-target selectivity for lead optimization by retrieving and comparing bioactivity data across multiple human biology targets using the ChEMBL REST API, allowing you to prioritize compounds based on their selectivity profiles.

Can I filter ChEMBL assay results by specific activity standard types like IC50 and Ki?

Yes, you can filter ChEMBL assay results by applying standard_type filters such as IC50, Ki, or EC50 when querying the ChEMBL REST API, ensuring you retrieve only the specific bioactivity measurements relevant to your discovery pipeline.

Does ChEMBL bioactivity mining support structural alerts detection for safer lead candidates?

Yes, ChEMBL bioactivity mining supports structural alerts detection by integrating structural alert checks into the workflow, helping you identify and flag potentially problematic substructures to ensure safer lead candidates during the discovery process.

What are the limitations when retrieving large-scale bioactivity data from the ChEMBL REST API?

Limitations when retrieving large-scale bioactivity data from the ChEMBL REST API include the need to enforce strict limits on result counts to maintain pipeline reproducibility and avoid exceeding API rate constraints during target-driven discovery.