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chembl-database-bioactivity
75 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a coding skill usually runs build and test commands.
By jaechang-hits/SciAgent-Skills (GitHub) · coding · 388 stars · scanned at commit 65d6ceb
Query ChEMBL (2M+ compounds, 19M+ bioactivity measurements, 13K+ targets) via the public REST/JSON API with plain `requests` — no SDK install required. Search compounds, retrieve IC50/Ki/EC50 bioactivities, find target inhibitors, run SAR, access drug mechanism/indication data.
Works with any agent that supports SKILL.md skills.
What this skill can do
Downloads and installs other software
The author does not mention this.
Found in 2 places.
Runs commands on your computer
The author does not mention this. Expected for a coding skill.
Found in 1 place.
Connects to the internet
The author does not mention this.
Found in 31 places.
Show 17 more
- skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 98
When passed via `requests.get(..., params={...})`, the library handles URL encoding automatically (including the commas in `__range` and `__in`). - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 188
r = requests.get(f"{BASE}/molecule/CHEMBL25.json", timeout=15) - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 193
r = requests.get(f"{BASE}/molecule.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 200
r = requests.get(f"{BASE}/molecule.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 217
r = requests.get(f"{BASE}/target/CHEMBL203.json", timeout=15) - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 222
r = requests.get(f"{BASE}/target.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 232
r = requests.get(f"{BASE}/target.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 245
r = requests.get(f"{BASE}/activity.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 259
r = requests.get(f"{BASE}/activity.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 267
r = requests.get(f"{BASE}/activity.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 286
r = requests.get(f"{BASE}/similarity/{aspirin_smiles}/85.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 297
r = requests.get(f"{BASE}/substructure/{benzimidazole}.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 309
r = requests.get(f"{BASE}/drug/CHEMBL941.json", timeout=15) # imatinib - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 315
r = requests.get(f"{BASE}/mechanism.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 321
r = requests.get(f"{BASE}/drug_indication.json", - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 331
r = requests.get(f"{BASE}/image/CHEMBL25.svg", timeout=15) - skills/structural-biology-drug-discovery/chembl-database-bioactivity/SKILL.md, line 349
r = requests.get(f"{BASE}/target.json",
and 11 more places
Safer alternatives
Low-risk skills in the same category (coding) that look related. Check that one does what you need.
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'chembl-database-bioactivity' ] || [ -L ~/.agents/skills/'chembl-database-bioactivity' ]; then echo 'A skill folder named chembl-database-bioactivity already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/jaechang-hits/SciAgent-Skills' "$d" && git -C "$d" checkout --quiet '65d6ceb875e20b751ffb3a6d8ee19516558789e1' -- 'skills/structural-biology-drug-discovery/chembl-database-bioactivity' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/structural-biology-drug-discovery/chembl-database-bioactivity' ~/.agents/skills/'chembl-database-bioactivity' && 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/'chembl-database-bioactivity' ~/.claude/skills/'chembl-database-bioactivity' (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 jaechang-hits/SciAgent-Skills shows the score of its lowest-scoring skill.

[](https://zalavijaysinh.github.io/skilltrust/repos/jaechang-hits/SciAgent-Skills/)
Score history
| Date | Version | Score |
|---|
| 2026-11-07 | 65d6ceb | 75 |