Healthcare System Primer
mohitagw15856/pm-claude-skills
Summarise what Healthcare System Primer does in one line. An agent skill from mohitagw15856/pm-claude-skills.
临床决策支持系统(CDSS)开发模式。药物相互作用检查、剂量验证、临床评分(NEWS2、qSOFA)、警报严重性分类以及集成到电子病历工作流程中。
$ npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install affaan-m/ECC healthcare-cdss-patterns --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/zh-CN/skills/healthcare-cdss-patterns .claude/skills/healthcare-cdss-patterns && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "healthcare-cdss-patterns" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/healthcare-cdss-patterns into .claude/skills/healthcare-cdss-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-cdss-patterns", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/healthcare-cdss-patternsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install affaan-m/ECC healthcare-cdss-patterns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/zh-CN/skills/healthcare-cdss-patterns .agents/skills/healthcare-cdss-patterns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "healthcare-cdss-patterns" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/healthcare-cdss-patterns into .agents/skills/healthcare-cdss-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-cdss-patterns", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install affaan-m/ECC healthcare-cdss-patterns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/zh-CN/skills/healthcare-cdss-patterns .cursor/skills/healthcare-cdss-patterns && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "healthcare-cdss-patterns" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/healthcare-cdss-patterns into .cursor/skills/healthcare-cdss-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-cdss-patterns", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/affaan-m/ECC.git --path docs/zh-CN/skills/healthcare-cdss-patterns--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install affaan-m/ECC healthcare-cdss-patterns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/zh-CN/skills/healthcare-cdss-patterns .gemini/skills/healthcare-cdss-patterns && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "healthcare-cdss-patterns" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/healthcare-cdss-patterns into .gemini/skills/healthcare-cdss-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-cdss-patterns", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install affaan-m/ECC healthcare-cdss-patternsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/zh-CN/skills/healthcare-cdss-patterns .github/skills/healthcare-cdss-patterns && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "healthcare-cdss-patterns" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/healthcare-cdss-patterns into .github/skills/healthcare-cdss-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-cdss-patterns", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install affaan-m/ECC healthcare-cdss-patterns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/zh-CN/skills/healthcare-cdss-patterns .opencode/skills/healthcare-cdss-patterns && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "healthcare-cdss-patterns" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/zh-CN/skills/healthcare-cdss-patterns into .opencode/skills/healthcare-cdss-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "healthcare-cdss-patterns", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
healthcare-cdss-patterns临床决策支持系统(CDSS)开发模式。药物相互作用检查、剂量验证、临床评分(NEWS2、qSOFA)、警报严重性分类以及集成到电子病历工作流程中。
Healthcare Cdss Patterns is an agent skill from affaan-m/ECC. 临床决策支持系统(CDSS)开发模式。药物相互作用检查、剂量验证、临床评分(NEWS2、qSOFA)、警报严重性分类以及集成到电子病历工作流程中。
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 4eb71d9. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Healthcare Cdss Patterns loads about 1.9k tokens when it runs. Until then it costs about 25 tokens; SKILL.md has 60 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from affaan-m/ECC at commit 4eb71d9, republished under its MIT licence (© affaan-m). 60 words, ~1,859 tokens.
.claude/skills/healthcare-cdss-patterns/SKILL.md (or your agent's skills folder).构建可集成至EMR工作流的临床决策支持系统的模式。CDSS模块关乎患者安全——对假阴性零容忍。
CDSS引擎是一个无副作用的纯函数库。输入临床数据,输出警报。这使得它完全可测试。
三个核心模块:
checkInteractions(newDrug, currentMeds, allergies) — 检查新药物与现有用药及已知过敏的冲突。返回按严重程度排序的InteractionAlert[]。使用DrugInteractionPair数据模型。validateDose(drug, dose, route, weight, age, renalFunction) — 根据体重、年龄和肾功能调整规则验证处方剂量。返回DoseValidationResult。calculateNEWS2(vitals) — 基于NEWS2Input计算国家早期预警评分2。返回包含总分、风险等级和升级指导的NEWS2Result。EMR UI
↓ (用户输入数据)
CDSS 引擎(纯函数,无副作用)
├── 药物相互作用检查器
├── 剂量验证器
├── 临床评分(NEWS2、qSOFA 等)
└── 警报分类器
↓ (返回警报)
EMR UI(内联显示警报,严重时阻止操作)interface DrugInteractionPair {
drugA: string; // generic name
drugB: string; // generic name
severity: 'critical' | 'major' | 'minor';
mechanism: string;
clinicalEffect: string;
recommendation: string;
}
function checkInteractions(
newDrug: string,
currentMedications: string[],
allergyList: string[]
): InteractionAlert[] {
if (!newDrug) return [];
const alerts: InteractionAlert[] = [];
for (const current of currentMedications) {
const interaction = findInteraction(newDrug, current);
if (interaction) {
alerts.push({ severity: interaction.severity, pair: [newDrug, current],
message: interaction.clinicalEffect, recommendation: interaction.recommendation });
}
}
for (const allergy of allergyList) {
if (isCrossReactive(newDrug, allergy)) {
alerts.push({ severity: 'critical', pair: [newDrug, allergy],
message: `Cross-reactivity with documented allergy: ${allergy}`,
recommendation: 'Do not prescribe without allergy consultation' });
}
}
return alerts.sort((a, b) => severityOrder(a.severity) - severityOrder(b.severity));
}相互作用对必须双向:若药物A与药物B相互作用,则药物B与药物A相互作用。
interface DoseValidationResult {
valid: boolean;
message: string;
suggestedRange: { min: number; max: number; unit: string } | null;
factors: string[];
}
function validateDose(
drug: string,
dose: number,
route: 'oral' | 'iv' | 'im' | 'sc' | 'topical',
patientWeight?: number,
patientAge?: number,
renalFunction?: number
): DoseValidationResult {
const rules = getDoseRules(drug, route);
if (!rules) return { valid: true, message: 'No validation rules available', suggestedRange: null, factors: [] };
const factors: string[] = [];
// SAFETY: if rules require weight but weight missing, BLOCK (not pass)
if (rules.weightBased) {
if (!patientWeight || patientWeight <= 0) {
return { valid: false, message: `Weight required for ${drug} (mg/kg drug)`,
suggestedRange: null, factors: ['weight_missing'] };
}
factors.push('weight');
const maxDose = rules.maxPerKg * patientWeight;
if (dose > maxDose) {
return { valid: false, message: `Dose exceeds max for ${patientWeight}kg`,
suggestedRange: { min: rules.minPerKg * patientWeight, max: maxDose, unit: rules.unit }, factors };
}
}
// Age-based adjustment (when rules define age brackets and age is provided)
if (rules.ageAdjusted && patientAge !== undefined) {
factors.push('age');
const ageMax = rules.getAgeAdjustedMax(patientAge);
if (dose > ageMax) {
return { valid: false, message: `Exceeds age-adjusted max for ${patientAge}yr`,
suggestedRange: { min: rules.typicalMin, max: ageMax, unit: rules.unit }, factors };
}
}
// Renal adjustment (when rules define eGFR brackets and eGFR is provided)
if (rules.renalAdjusted && renalFunction !== undefined) {
factors.push('renal');
const renalMax = rules.getRenalAdjustedMax(renalFunction);
if (dose > renalMax) {
return { valid: false, message: `Exceeds renal-adjusted max for eGFR ${renalFunction}`,
suggestedRange: { min: rules.typicalMin, max: renalMax, unit: rules.unit }, factors };
}
}
// Absolute max
if (dose > rules.absoluteMax) {
return { valid: false, message: `Exceeds absolute max ${rules.absoluteMax}${rules.unit}`,
suggestedRange: { min: rules.typicalMin, max: rules.absoluteMax, unit: rules.unit },
factors: [...factors, 'absolute_max'] };
}
return { valid: true, message: 'Within range',
suggestedRange: { min: rules.typicalMin, max: rules.typicalMax, unit: rules.unit }, factors };
}interface NEWS2Input {
respiratoryRate: number; oxygenSaturation: number; supplementalOxygen: boolean;
temperature: number; systolicBP: number; heartRate: number;
consciousness: 'alert' | 'voice' | 'pain' | 'unresponsive';
}
interface NEWS2Result {
total: number; // 0-20
risk: 'low' | 'low-medium' | 'medium' | 'high';
components: Record<string, number>;
escalation: string;
}评分表必须严格符合皇家内科医师学会规范。
| 严重程度 | UI行为 | 临床医生操作要求 |
|---|---|---|
| 危急 | 阻止操作。不可关闭的模态框。红色。 | 必须记录覆盖原因才能继续 |
| 主要 | 行内警告横幅。橙色。 | 必须确认后才能继续 |
| 次要 | 行内信息提示。黄色。 | 仅需知晓,无需操作 |
危急警报绝不能自动关闭或实现为Toast通知。覆盖原因必须存储在审计追踪中。
describe('CDSS — Patient Safety', () => {
INTERACTION_PAIRS.forEach(({ drugA, drugB, severity }) => {
it(`detects ${drugA} + ${drugB} (${severity})`, () => {
const alerts = checkInteractions(drugA, [drugB], []);
expect(alerts.length).toBeGreaterThan(0);
expect(alerts[0].severity).toBe(severity);
});
it(`detects ${drugB} + ${drugA} (reverse)`, () => {
const alerts = checkInteractions(drugB, [drugA], []);
expect(alerts.length).toBeGreaterThan(0);
});
});
it('blocks mg/kg drug when weight is missing', () => {
const result = validateDose('gentamicin', 300, 'iv');
expect(result.valid).toBe(false);
expect(result.factors).toContain('weight_missing');
});
it('handles malformed drug data gracefully', () => {
expect(() => checkInteractions('', [], [])).not.toThrow();
});
});通过标准:100%。一次遗漏的相互作用即构成患者安全事件。
any类型处理药物或临床数据const alerts = checkInteractions('warfarin', ['aspirin', 'metformin'], ['penicillin']);
// [{ severity: 'critical', pair: ['warfarin', 'aspirin'],
// message: 'Increased bleeding risk', recommendation: 'Avoid combination' }]const ok = validateDose('paracetamol', 1000, 'oral', 70, 45);
// { valid: true, suggestedRange: { min: 500, max: 4000, unit: 'mg' } }
const bad = validateDose('paracetamol', 5000, 'oral', 70, 45);
// { valid: false, message: 'Exceeds absolute max 4000mg' }
const noWeight = validateDose('gentamicin', 300, 'iv');
// { valid: false, factors: ['weight_missing'] }const result = calculateNEWS2({
respiratoryRate: 24, oxygenSaturation: 93, supplementalOxygen: true,
temperature: 38.5, systolicBP: 100, heartRate: 110, consciousness: 'voice'
});
// { total: 13, risk: 'high', escalation: 'Urgent clinical review. Consider ICU.' }© affaan-m, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in docs/zh-CN/skills/healthcare-cdss-patterns of affaan-m/ECC.
Open the folder on GitHubat commit 4eb71d9
Healthcare Cdss Patterns next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Healthcare Cdss Patterns this skillaffaan-m/ECC | 276k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Healthcare System Primermohitagw15856/pm-claude-skills | 1.4k | — | ~252 | Automated safety check: Pass | MIT | |
| Ambient Healthcare Agent With Nemotron Voice AgentNVIDIA/skills | 3.6k | — | ~3.6k | Automated safety check: Notes | Apache-2.0 | |
| Healthcare System Primermohitagw15856/pm-claude-skills | 1.4k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Healthcare AI Privacymukul975/Privacy-Data-Protection-Skills | 301 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| Tw Healthcare Regulationsasgard-ai-platform/skills | 242 | — | ~1.4k | Automated safety check: Pass | MIT |
mohitagw15856/pm-claude-skills
Summarise what Healthcare System Primer does in one line. An agent skill from mohitagw15856/pm-claude-skills.
NVIDIA/skills
Customize NVIDIA Nemotron Voice Agent's Generic Pipecat example for healthcare appointment, five-field patient intake, or custom tool-calling workflows without a separate backend.
mohitagw15856/pm-claude-skills
Understand and enrol in a new country's healthcare system — how it works (public/private/insurance-based), what you're entitled to with your status, how to register with a doctor, get insurance if…
mukul975/Privacy-Data-Protection-Skills
Addresses healthcare AI privacy at the intersection of HIPAA and the EU AI Act for clinical decision support systems.
asgard-ai-platform/skills
Navigate Taiwan healthcare regulations including NHI system, medical device classification, drug registration, telemedicine rules, and health data protection.
hh-health-AI/healthcare-equity
A skill your agent uses for healthcare company initiation, earnings analysis, valuation framing, thesis development, screens, portfolio research, management meetings, sell discipline, international…
affaan-m/ECC
Audits your installed Claude skills and commands for quality, with a quick mode for recently changed skills and a full mode that evaluates all of them through subagents.
affaan-m/ECC
Ingests, indexes, searches, edits and monitors video, audio and live streams through the VideoDB Python SDK, returning stream links, clips and timestamps.
affaan-m/ECC
Route broad documentation-governance requests to existing ECC skills and run an opt-in, read-only audit of mapped documentation roles, links, ADR indexes, and evidence references.
affaan-m/ECC
Scans installed skills for principles that recur across them and proposes rule-file changes: append, revise, add a section, create a file or leave as covered.
affaan-m/ECC
Builds DRAFT counterparty agreements from one markdown template and a small JSON spec per party, with clauses picked by the party's role.
affaan-m/ECC
Set an ECC-specific frontend design direction for production UI work.
临床决策支持系统(CDSS)开发模式。药物相互作用检查、剂量验证、临床评分(NEWS2、qSOFA)、警报严重性分类以及集成到电子病历工作流程中。. Healthcare Cdss Patterns is an agent skill from affaan-m/ECC.
Run `npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a claude-code`. Or copy the skill folder (docs/zh-CN/skills/healthcare-cdss-patterns in affaan-m/ECC) into .claude/skills/healthcare-cdss-patterns in your project. Claude Code loads it when a task matches its description.
Run `npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a codex`. Or copy the skill folder (docs/zh-CN/skills/healthcare-cdss-patterns in affaan-m/ECC) into .agents/skills/healthcare-cdss-patterns in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add affaan-m/ECC --skill healthcare-cdss-patterns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/healthcare-cdss-patterns, .gemini/skills/healthcare-cdss-patterns, .github/skills/healthcare-cdss-patterns and .opencode/skills/healthcare-cdss-patterns in your project.
SKILL.md names no scripts, command-line tools or credentials: Healthcare Cdss Patterns is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Healthcare Cdss Patterns is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Healthcare Cdss Patterns: Healthcare System Primer (mohitagw15856/pm-claude-skills, 1.4k stars), Ambient Healthcare Agent With Nemotron Voice Agent (NVIDIA/skills, 3.6k stars), Healthcare System Primer (mohitagw15856/pm-claude-skills, 1.4k stars) and Healthcare AI Privacy (mukul975/Privacy-Data-Protection-Skills, 301 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
affaan-m (a GitHub user) maintains it in affaan-m/ECC, which has 276,111 GitHub stars. The repository holds 683 skills in this directory. The repository was last updated on October 10, 2026.
Source: affaan-m/ECC on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.