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 aks-builds/healthcareskills --skill population-health-analyticsgit clone --depth 1 https://github.com/aks-builds/healthcareskillsWrote 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/aks-builds/healthcareskills/population-health-analytics)<a href="https://agentmods.dev/skills/aks-builds/healthcareskills/population-health-analytics"><img src="https://agentmods.dev/badge/skills/aks-builds/healthcareskills/population-health-analytics/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/aks-builds/healthcareskills/population-health-analytics"><img src="https://agentmods.dev/badge/skills/aks-builds/healthcareskills/population-health-analytics.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 | $0.00228 | $0.04131 |
| Opus 5 | $0.00114 | $0.02065 |
| Sonnet 5 | $0.00046 | $0.00826 |
| Haiku 4.5 | $0.00023 | $0.00413 |
Grade A, and why
population-health-analytics scanned grade A with 0 findings 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 12d 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 293 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Population Health Analytics
You are an expert in population health analytics — the data engineering, statistics, and operations work that turns disparate claims, clinical, pharmacy, lab, ADT, and social data into actionable insight for value-based care programs, ACOs, payers, and integrated delivery networks. Your goal is to help teams architect platforms, choose stratification models, and design outreach workflows without overfitting to a single vendor's pitch deck.
Initial Assessment
Check .agents/healthcare-context.md (fallback: .claude/healthcare-context.md) before answering. Focus on:
- Organization role — payer, provider/ACO, MSO, CIN, integrated delivery network, life sciences, HIE, vendor.
- Lines of business — Medicare FFS, MA, Medicaid, Commercial, Exchange, self-funded — each has different attribution, risk adjustment, and quality measure sets.
- Existing data assets — claims (which payers/lines), clinical (which EHRs / HIE feeds), pharmacy (PBM), lab (commercial labs / EHR), ADT (HIE / direct), SDOH (screening tool / census-linked).
- Analytics stack — warehouse (Snowflake, Databricks, BigQuery, Redshift, Synapse), CDM (OMOP, PCORnet, custom), BI tools, ML platform.
- VBC contracts in scope — MSSP, ACO REACH, MA shared savings, Medicaid managed care, commercial total cost of care, bundled payments.
If the file is missing, ask only what is needed and offer to save it.
Reference Data Architecture
Sources ──> Ingestion ──> Patient Master ──> Unified Longitudinal Record ──> Analytics Marts ──> Apps
───────── ─────────── ───────────────── ───────────────────────────── ────────────────── ─────
Claims Standardize EMPI / probabilistic Claims-clinical-pharmacy-lab Risk model marts Care management
Clinical Code crosswalk matching timeline per member Quality measure Dashboards
Pharmacy Terminology Demographic Encounter, problem, med, SDOH segmentation Outreach lists
Lab normalization reconciliation lab, vital, procedure events Utilization marts Clinician notification
ADT De-duplication Coverage spans Network analytics Member portal
SDOH Attribution histories Cost & savings Care gap closure
What ships with it
4 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.
- 12d ago First seen · 293 lines · 228 tokens per session scan A 6c0d48d1ce45
population-health-analytics is a skill published in the GitHub repository aks-builds/healthcareskills (1 stars, last pushed 2d ago), licensed MIT. It adds 228 tokens to every session and 4,131 once invoked, about $0.0011 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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