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 wentorai/research-plugins --skill quickgo-apigit clone --depth 1 https://github.com/wentorai/research-pluginsWrote 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/wentorai/research-plugins/quickgo-api)<a href="https://agentmods.dev/skills/wentorai/research-plugins/quickgo-api"><img src="https://agentmods.dev/badge/skills/wentorai/research-plugins/quickgo-api/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/wentorai/research-plugins/quickgo-api"><img src="https://agentmods.dev/badge/skills/wentorai/research-plugins/quickgo-api.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 | $0.00016 | $0.01452 |
| Opus 5 | $0.00008 | $0.00726 |
| Sonnet 5 | $0.00003 | $0.00290 |
| Haiku 4.5 | $0.00002 | $0.00145 |
Grade A, and why
quickgo-api 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 6d 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.
curl "https://www.ebi.ac.uk/QuickGO/services/ontology/go/search?query=apoptosis&limit=20" How it starts
The opening of the file, as written. The whole thing — 182 lines — stays where its author put it; the contents beside it link to each section on GitHub.
QuickGO API
Overview
QuickGO is the EBI's fast browser and API for Gene Ontology (GO) annotations — the standard framework for describing gene/protein functions across all organisms. It provides access to 800M+ GO annotations covering biological processes, molecular functions, and cellular components. Essential for functional genomics, pathway analysis, and gene set enrichment. Free, no authentication.
API Endpoints
Base URL
https://www.ebi.ac.uk/QuickGO/services
Search GO Terms
# Search terms by keyword
curl "https://www.ebi.ac.uk/QuickGO/services/ontology/go/search?query=apoptosis&limit=20"
# Get term details
curl "https://www.ebi.ac.uk/QuickGO/services/ontology/go/terms/GO:0006915"
# Get term ancestors/descendants
curl "https://www.ebi.ac.uk/QuickGO/services/ontology/go/terms/GO:0006915/ancestors"
curl "https://www.ebi.ac.uk/QuickGO/services/ontology/go/terms/GO:0006915/descendants"
Query Annotations
# Get annotations for a protein (UniProt ID)
curl "https://www.ebi.ac.uk/QuickGO/services/annotation/search?geneProductId=P04637&limit=50"
# Annotations for a GO term
curl "https://www.ebi.ac.uk/QuickGO/services/annotation/search?goId=GO:0006915&taxonId=9606&limit=50"
# Filter by evidence code
curl "https://www.ebi.ac.uk/QuickGO/services/annotation/search?\
goId=GO:0006915&taxonId=9606&evidence=EXP,IDA,IMP&limit=50"
# Filter by aspect (ontology branch)
curl "https://www.ebi.ac.uk/QuickGO/services/annotation/search?\
geneProductId=P04637&aspect=biological_process"
Download Annotations
# Download as TSV
curl "https://www.ebi.ac.uk/QuickGO/services/annotation/downloadSearch?\
goId=GO:0006915&taxonId=9606&downloadLimit=10000" -o annotations.tsv
GO Aspects
| Aspect | Code | Description |
|---|---|---|
| Biological Process | biological_process |
What the gene does |
| Molecular Function | molecular_function |
Biochemical activity |
| Cellular Component | cellular_component |
Where in the cell |
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.
- 6d ago First seen · 182 lines · 16 tokens per session scan A d92b5fe317e3
quickgo-api is a skill published in the GitHub repository wentorai/research-plugins (291 stars, last pushed 2mo ago), licensed MIT. It adds 16 tokens to every session and 1,452 once invoked, about $0.0001 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.
Other skills, from other repositories
instrument-data-to-allotrope
Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardize instrument data for LIMS systems, data lakes, or downstream analysis. Supports auto-detection of instrument types. Outputs include full…
exploratory-data-analysis
Perform bounded, local exploratory analysis of explicitly supported scientific files. Use for redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, and basic image metadata inspection; missingness/leakage audits; outlier and transformation sensitivity; and rigorous EDA report scaffolds. Other domain…
matlab
Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT files, and explicit Python interoperability.
phylogenetics
Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral phylodynamics, protein family analysis, and molecular clock studies.
research-engineer
An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology.
mapping-to-snomed
Maps clinical concept spans extracted by OpenMed to SNOMED CT concepts through a USER-SUPPLIED terminology server (the user's own Ontoserver, Snowstorm, or UMLS/UTS), never a bundled vocabulary. Use when the user wants to code findings, disorders, procedures, body structures, or substances to SNOMED CT, run an ECL…