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 LeonChaoX/qinyan-academic-skills --skill cbioportal-databasegit clone --depth 1 https://github.com/LeonChaoX/qinyan-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/leonchaox/qinyan-academic-skills/cbioportal-database)<a href="https://agentmods.dev/skills/leonchaox/qinyan-academic-skills/cbioportal-database"><img src="https://agentmods.dev/badge/skills/leonchaox/qinyan-academic-skills/cbioportal-database/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/leonchaox/qinyan-academic-skills/cbioportal-database"><img src="https://agentmods.dev/badge/skills/leonchaox/qinyan-academic-skills/cbioportal-database.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 4 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Data Exfiltration · line 57 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 189 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 246 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 308 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
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 | $0.00057 | $0.03472 |
| Opus 5 | $0.00028 | $0.01736 |
| Sonnet 5 | $0.00011 | $0.00694 |
| Haiku 4.5 | $0.00006 | $0.00347 |
Grade A, and why
cbioportal-database 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 8d 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.
response = requests.get(url, params=params, headers=HEADERS) Copies of this mod
3 near-identical copies found in the catalogue:
- cbioportal-database — 100% identical, 0 lines differ
- cbioportal-database — 100% identical, 0 lines differ
- alterlab-cbioportal — 86% identical, 92 lines differ
How it starts
The opening of the file, as written. The whole thing — 368 lines — stays where its author put it; the contents beside it link to each section on GitHub.
cBioPortal Database
Overview
cBioPortal for Cancer Genomics (https://www.cbioportal.org/) is an open-access resource for exploring, visualizing, and analyzing multidimensional cancer genomics data. It hosts data from The Cancer Genome Atlas (TCGA), AACR Project GENIE, MSK-IMPACT, and hundreds of other cancer studies — covering mutations, copy number alterations (CNA), structural variants, mRNA/protein expression, methylation, and clinical data for thousands of cancer samples.
Key resources:
- cBioPortal website: https://www.cbioportal.org/
- REST API: https://www.cbioportal.org/api/
- API docs (Swagger): https://www.cbioportal.org/api/swagger-ui/index.html
- Python client:
bravadoorrequests - GitHub: https://github.com/cBioPortal/cbioportal
When to Use This Skill
Use cBioPortal when:
- Mutation landscape: What fraction of a cancer type has mutations in a specific gene?
- Oncogene/TSG validation: Is a gene frequently mutated, amplified, or deleted in cancer?
- Co-mutation patterns: Are mutations in gene A and gene B mutually exclusive or co-occurring?
- Survival analysis: Do mutations in a gene associate with better or worse patient outcomes?
- Alteration profiles: What types of alterations (missense, truncating, amplification, deletion) affect a gene?
- Pan-cancer analysis: Compare alteration frequencies across cancer types
- Clinical associations: Link genomic alterations to clinical variables (stage, grade, treatment response)
- TCGA/GENIE exploration: Systematic access to TCGA and clinical sequencing datasets
Core Capabilities
1. cBioPortal REST API
Base URL: https://www.cbioportal.org/api
The API is RESTful, returns JSON, and requires no API key for public data.
import requests
BASE_URL = "https://www.cbioportal.org/api"
HEADERS = {"Accept": "application/json", "Content-Type": "application/json"}
def cbioportal_get(endpoint, params=None):
url = f"{BASE_URL}/{endpoint}"
response = requests.get(url, params=params, headers=HEADERS)
response.raise_for_status()
return response.json()
def cbioportal_post(endpoint, body):
url = f"{BASE_URL}/{endpoint}"
response = requests.post(url, json=body, headers=HEADERS)
response.raise_for_status()
return response.json()
What ships with it
1 file 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.
- 8d ago First seen · 368 lines · 57 tokens per session scan A be1b08c7cb8f
cbioportal-database is a skill published in the GitHub repository LeonChaoX/qinyan-academic-skills (880 stars, last pushed 1mo ago), licensed MIT. It adds 57 tokens to every session and 3,472 once invoked, about $0.0003 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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lc_arxiv
A tool for searching arXiv, a public repository of research papers, mainly in science and technology.