alterlab-bindingdb

alterlab-bindingdb is a skill for Claude Code from AlterLab-IEU/AlterLab-Academic-Skills. It costs 122 tokens per session (3,653 once invoked), scanned A, original, MIT.

A search tool for BindingDB, a public database of measured drug–protein binding results. It finds compounds or targets and returns values such as Ki, Kd, IC50, and EC50, which describe how strongly or effectively a compound interacts with a target.

In plain words
What is it for?
Use it to search by UniProt ID, chemical structure, or pathogen, profile inhibitors, study structure–activity relationships, and support drug-discovery research.
Why use it?
It gathers experimental binding measurements in one place, making it easier to compare known compounds and understand how chemical changes affect activity.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the alterlab-databases plugin — 39 skills shipped together

Good fit Use it to search by UniProt ID, chemical structure, or pathogen, profile inhibitors, study structure–activity relationships, and support drug-discovery research.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/alterlab-ieu/alterlab-academic-skills/alterlab-bindingdb
Install

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.

Any agent
npx skills add AlterLab-IEU/AlterLab-Academic-Skills --skill alterlab-bindingdb
Clone the repo
git clone --depth 1 https://github.com/AlterLab-IEU/AlterLab-Academic-Skills

Made for: Claude Code.

Or install alterlab-databases, the plugin that ships this one along with the rest of its 39 skills.

Wrote 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.

agentmods badge for alterlab-bindingdb

README.md
[![agentmods](https://agentmods.dev/badge/skills/alterlab-ieu/alterlab-academic-skills/alterlab-bindingdb/github.svg)](https://agentmods.dev/skills/alterlab-ieu/alterlab-academic-skills/alterlab-bindingdb)
Your own site
<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.

agentmods 80×15 button for alterlab-bindingdb

Your own site · 80×15
<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>
Per session 122 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,653 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured 5d ago against content hash d95cc5f1084f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

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.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/query_bindingdb.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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:*)
skills/databases/alterlab-bindingdb/SKILL.md · 347 lines

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:

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.

Read the full file on GitHub · 347 lines

Files

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.

Changes

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.

  1. 5d ago First seen · 347 lines · 122 tokens per session scan A d95cc5f1084f

Subscribe to this mod's changes

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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