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 nevergoodstudy-hub/wechat-article-summarizer --skill cbioportal-databasegit clone --depth 1 https://github.com/nevergoodstudy-hub/wechat-article-summarizerWrote 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/nevergoodstudy-hub/wechat-article-summarizer/cbioportal-database)<a href="https://agentmods.dev/skills/nevergoodstudy-hub/wechat-article-summarizer/cbioportal-database"><img src="https://agentmods.dev/badge/skills/nevergoodstudy-hub/wechat-article-summarizer/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/nevergoodstudy-hub/wechat-article-summarizer/cbioportal-database"><img src="https://agentmods.dev/badge/skills/nevergoodstudy-hub/wechat-article-summarizer/cbioportal-database.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 5.5 | $0.00023 | $0.01389 |
| Sonnet 5.5 | $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 1mo 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) This is a copy
100% identical to cbioportal-database — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
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.
- 1mo ago First seen · 368 lines · 57 tokens per session scan A be1b08c7cb8f
cbioportal-database is a skill published in the GitHub repository nevergoodstudy-hub/wechat-article-summarizer (5 stars, last pushed 3mo ago), licensed MIT. It adds 57 tokens to every session and 3,472 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). It is 100% identical to cbioportal-database, differing in 0 lines, and is treated as a copy.
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