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-interprogit 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-interpro)<a href="https://agentmods.dev/skills/alterlab-ieu/alterlab-academic-skills/alterlab-interpro"><img src="https://agentmods.dev/badge/skills/alterlab-ieu/alterlab-academic-skills/alterlab-interpro/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-interpro"><img src="https://agentmods.dev/badge/skills/alterlab-ieu/alterlab-academic-skills/alterlab-interpro.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 | $0.00131 | $0.03808 |
| Opus 5 | $0.00066 | $0.01904 |
| Sonnet 5 | $0.00026 | $0.00762 |
| Haiku 4.5 | $0.00013 | $0.00381 |
Grade A, and why
alterlab-interpro 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 4d 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 — 357 lines — stays where its author put it; the contents beside it link to each section on GitHub.
InterPro Database
Overview
InterPro (https://www.ebi.ac.uk/interpro/) is a comprehensive resource for protein family and domain classification maintained by EMBL-EBI. It integrates predictive signatures from its member databases — including Pfam, PANTHER, PRINTS, ProSite, SMART, NCBIfam, SUPERFAMILY, CDD, Gene3D, and others (see the member-database table below) — into a unified set of entries, providing a single view of functional annotation across UniProtKB. (The legacy TIGRFAMs were absorbed into NCBIfam.)
InterPro classifies proteins into:
- Families: Groups of proteins sharing common ancestry and function
- Domains: Independently folding structural/functional units
- Homologous superfamilies: Structurally similar protein regions
- Repeats: Short tandem sequences
- Sites: Functional sites (active, binding, PTM)
Key resources:
- InterPro website: https://www.ebi.ac.uk/interpro/
- REST API: https://www.ebi.ac.uk/interpro/api/
- API documentation: https://github.com/ProteinsWebTeam/interpro7-api/blob/master/docs/
- Python client: via
requests
Scripts
scripts/query_interpro.py — query the InterPro REST API (stdlib only, JSON to stdout):
python scripts/query_interpro.py protein P04637 # InterPro entries for a UniProt protein
python scripts/query_interpro.py entry IPR000719 # entry details
python scripts/query_interpro.py entry-proteins IPR000719 --page-size 25 # proteins with an entry
When to Use This Skill
Use InterPro when:
- Protein function prediction: What function(s) does an uncharacterized protein likely have?
- Domain architecture: What domains make up a protein, and in what order?
- Protein family classification: Which family/superfamily does a protein belong to?
- GO term annotation: Map protein sequences to Gene Ontology terms via InterPro
- Evolutionary analysis: Are two proteins in the same homologous superfamily?
- Structure prediction context: What domains should a new protein structure be compared against?
- Pipeline annotation: Batch-annotate proteomes or novel sequences
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.
- 4d ago First seen · 357 lines · 131 tokens per session scan A 5948ccbc599d
alterlab-interpro is a skill published in the GitHub repository AlterLab-IEU/AlterLab-Academic-Skills (66 stars, last pushed 4d ago), licensed MIT. It adds 131 tokens to every session and 3,808 once invoked, about $0.0007 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 2026-09-05.
Other skills, from other repositories
r-spss-syntax-architect
A guide for turning research hypotheses into repeatable R or SPSS code for statistical analysis. It covers panel data, where the same companies or other units are observed over time, as well as interaction effects, curves, and mediation.
ob-hrm-scale-adaptor
A guide for adapting organisational behaviour and human-resources survey scales across languages and cultures. It covers permission checks, translation and back-translation, expert review, participant interviews, and tests of whether groups interpret the scale comparably.
management-figure
A chart-making toolkit for evidence-based management, finance, and strategy research. It creates publication-ready plots from regression results and tracking data, including coefficient, interaction, group-comparison, trend, and curved-relationship charts.
thesis-consistency-audit
A consistency audit for quantitative master’s and doctoral theses in management, finance, or strategy. It checks whether numbers, tables, analyses, and claims agree, and can inspect hidden author information in office documents.
reproducibility-architect
A guide for packaging research so another person can rerun its data processing and analysis. A replication package is the project files, instructions, code, data guidance, and software details needed to reproduce published results.
journal-submission-scout
A research tool for choosing a journal for a completed paper. It searches for journals that publish similar work, compares public information such as citation data, fees, open-access listing, and review practices, and screens for warning signs of predatory journals, which charge authors without providing trustworthy publishing services.