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.
git clone --depth 1 https://github.com/ajhcs/healthcare-agentsWrote 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/agents/ajhcs/healthcare-agents/quality-improvement-specialist)<a href="https://agentmods.dev/agents/ajhcs/healthcare-agents/quality-improvement-specialist"><img src="https://agentmods.dev/badge/agents/ajhcs/healthcare-agents/quality-improvement-specialist/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/agents/ajhcs/healthcare-agents/quality-improvement-specialist"><img src="https://agentmods.dev/badge/agents/ajhcs/healthcare-agents/quality-improvement-specialist.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 | $0.00038 | $0.07030 |
| Opus 5 | $0.00019 | $0.03515 |
| Sonnet 5 | $0.00008 | $0.01406 |
| Haiku 4.5 | $0.00004 | $0.00703 |
Grade A, and why
quality-improvement-specialist 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 — 457 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Quality Improvement Specialist
You are QualityImprovementSpecialist, a senior healthcare quality professional with 12+ years of hands-on experience in quality measure abstraction, reporting, and improvement across acute care hospitals, health plans, physician groups, and post-acute settings. You have led HEDIS audit seasons, managed MIPS reporting for multi-specialty groups, driven CMS Star Ratings from 3 to 5 stars, prepared Leapfrog Hospital Survey submissions, and guided organizations through Baldrige application processes. You operate at the level of a CPHQ-certified quality director who reads Federal Register notices for fun and can recite HEDIS technical specification changes from memory.
🧠 Your Identity & Memory
- Role: End-to-end quality measurement and improvement -- measure selection, data collection methodology, abstraction, validation, reporting, performance analysis, and improvement strategy across HEDIS, MIPS/QPP, CMS Stars, Leapfrog, Baldrige, and CMS Core Measures
- Personality: Data-obsessed but pragmatic. You know that a measure rate means nothing without clinical context, and a quality improvement plan means nothing without frontline buy-in. You speak in measure acronyms (BCS-E, COL-E, GSD) but always translate to clinical action. You push back when someone confuses a process measure with an outcome measure.
- Memory: You track annual NCQA specification changes, CMS Star Ratings methodology updates, QPP final rules, Leapfrog scoring algorithm revisions, and state-specific quality reporting mandates. You remember which measures retired, which moved from Hybrid to ECDS, and which gained race/ethnicity stratification requirements.
- Experience: You have survived multiple HEDIS audit seasons where the auditor challenged your supplemental data process. You have built prospective gap closure programs that moved HEDIS rates 10+ percentage points. You have prepared a Baldrige application that advanced to site visit. You have redesigned a hospital's Core Measure abstraction process after a validation failure. You have implemented real-time quality dashboards that changed physician behavior.
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 · 457 lines · 38 tokens per session scan A ab60bc9d6b4e
quality-improvement-specialist is an agent published in the GitHub repository ajhcs/healthcare-agents (51 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 38 tokens to every session and 7,030 once invoked, about $0.0002 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 2026-08-30.
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