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Checking ChEMBL for Structured SAR Data
90 / 100 · Low risk
Fine to try. Some of what it can do is expected: a research skill usually looks things up on the internet.
By brycewang-stanford/Auto-Empirical-Research-Skills (GitHub) · research · 5,016 stars · scanned at commit 8684584
Check if medicinal chemistry papers are in ChEMBL database to access curated bioactivity data
Works with any agent that supports SKILL.md skills.
What this skill can do
Sends data to these websites: www.ebi.ac.uk
The author does not mention this. Expected for a research skill.
Found in 15 places.
Show 12 more
- skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 110
response=$(curl -s "https://www.ebi.ac.uk/chembl/api/data/document.json?doi=$doi") - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 124
curl -s "https://www.ebi.ac.uk/chembl/api/data/activity.json?document_chembl_id=CHEMBL3120156&limit=1" - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 130
activity_count=$(curl -s "$activity_url" | jq -r '.page_meta.total_count') - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 190
curl -s "https://www.ebi.ac.uk/chembl/api/data/activity.json?document_chembl_id=CHEMBL3120156&standard_type=IC50&limit=100" > chembl_data.json - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 244
curl "https://www.ebi.ac.uk/chembl/api/data/activity.json?document_chembl_id=ID&standard_type=MIC" - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 326
doc_response = requests.get(doc_url, timeout=10).json() - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 340
act_response = requests.get(act_url, timeout=10).json() - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 383
| Check if DOI in ChEMBL | `curl "https://www.ebi.ac.uk/chembl/api/data/document.json?doi=DOI"` | - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 384
| Get activity count | `curl "https://www.ebi.ac.uk/chembl/api/data/activity.json?document_chembl_id=ID&limit=1"` | - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 385
| Get all activities | `curl "https://www.ebi.ac.uk/chembl/api/data/activity.json?document_chembl_id=ID&limit=1000"` | - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 386
| Filter by activity type | `curl "...activity.json?document_chembl_id=ID&standard_type=MIC"` | - skills/05-kthorn-research-superpower/research/checking-chembl/SKILL.md, line 394
"WebFetch(domain:www.ebi.ac.uk)"
Runs commands on your computer
The author does not mention this.
Found in 8 places.
Show 5 more
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'checking-chembl-for-structured-sar-data' ] || [ -L ~/.agents/skills/'checking-chembl-for-structured-sar-data' ]; then echo 'A skill folder named checking-chembl-for-structured-sar-data already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills' "$d" && git -C "$d" checkout --quiet '8684584e7d1127940f018157d2c579974fae8f79' -- 'skills/05-kthorn-research-superpower/research/checking-chembl' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/05-kthorn-research-superpower/research/checking-chembl' ~/.agents/skills/'checking-chembl-for-structured-sar-data' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'checking-chembl-for-structured-sar-data' ~/.claude/skills/'checking-chembl-for-structured-sar-data' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for brycewang-stanford/Auto-Empirical-Research-Skills shows the score of its lowest-scoring skill.

[](https://zalavijaysinh.github.io/skilltrust/repos/brycewang-stanford/Auto-Empirical-Research-Skills/)
Score history
| Date | Version | Score |
|---|
| 2026-11-10 | 8684584 | 90 |
| 2026-11-08 | bfa0a6e | 90 |
| 2026-11-07 | bfa0a6e | 90 |