Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add AlterLab-IEU/AlterLab-Academic-Skills --skill alterlab-bindingdbgit clone --depth 1 https://github.com/AlterLab-IEU/AlterLab-Academic-SkillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/alterlab-ieu/alterlab-academic-skills/alterlab-bindingdb)<a href="https://agentmods.dev/skills/alterlab-ieu/alterlab-academic-skills/alterlab-bindingdb"><img src="https://agentmods.dev/badge/skills/alterlab-ieu/alterlab-academic-skills/alterlab-bindingdb/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/alterlab-ieu/alterlab-academic-skills/alterlab-bindingdb"><img src="https://agentmods.dev/badge/skills/alterlab-ieu/alterlab-academic-skills/alterlab-bindingdb.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00122 | $0.03653 |
| Opus 5 | $0.00061 | $0.01826 |
| Sonnet 5 | $0.00024 | $0.00731 |
| Haiku 4.5 | $0.00012 | $0.00365 |
Grade A, and why
alterlab-bindingdb scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
allowed-tools: Read WebFetch Bash(curl:*) Bash(python:*) How it starts
The opening of the file, as written. The whole thing — 347 lines — stays where its author put it; the contents beside it link to each section on GitHub.
BindingDB Database
Overview
BindingDB (https://www.bindingdb.org/) is the primary public database of measured drug-protein binding affinities. It contains roughly 3.2 million binding data records for ~1.4 million compounds tested against ~11,400 protein targets, curated from scientific literature and patent literature. BindingDB stores quantitative binding measurements (Ki, Kd, IC50, EC50) essential for drug discovery, pharmacology, and computational chemistry research.
Key resources:
- BindingDB website: https://www.bindingdb.org/
- REST API base: https://bindingdb.org/rest/ (no key; default response is XML, append
response=application/json) - Downloads page: https://www.bindingdb.org/rwd/bind/chemsearch/marvin/Download.jsp (the full TSV is the dated
BindingDB_All_<YYYYMM>_tsv.zip, ~560 MB zipped, refreshed monthly)
When to Use This Skill
Use BindingDB when:
- Target-based drug discovery: What known compounds bind to a target protein? What are their affinities?
- SAR analysis: How do structural modifications affect binding affinity for a series of analogs?
- Lead compound profiling: What targets does a compound bind (selectivity/polypharmacology)?
- Benchmark datasets: Obtain curated protein-ligand affinity data for ML model training
- Repurposing analysis: Does an approved drug bind to an unintended target?
- Competitive analysis: What is the best reported affinity for a target class?
- Fragment screening: Find validated binding data for fragments against a target
Core Capabilities
1. BindingDB REST API
Base URL: https://bindingdb.org/rest
import requests
BASE_URL = "https://bindingdb.org/rest"
def bindingdb_query(method, params):
"""Query the BindingDB REST API."""
url = f"{BASE_URL}/{method}"
response = requests.get(url, params=params, headers={"Accept": "application/json"})
response.raise_for_status()
return response.json()
2. Query by Target (UniProt ID)
The getLigandsByUniprot endpoint takes a single uniprot parameter formatted as
<UniProt accession>;<cutoff in nM>, e.g. P00519;10000.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago First seen · 347 lines · 122 tokens per session scan A d95cc5f1084f
alterlab-bindingdb is a skill published in the GitHub repository AlterLab-IEU/AlterLab-Academic-Skills (66 stars, last pushed 4d ago), licensed MIT. It adds 122 tokens to every session and 3,653 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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