Open infrastructure for healthcare competition.

The U.S. healthcare market is not short on data. It is short on usable intelligence, open publishing capacity, and expert tools that let outsiders reason at the level of insiders.

Healthcare gets more competitive when expertise and evidence stop being gated.

The honest version is simple: healthcare strategy is often decided by people with privileged data access, expensive advisory support, and institutional memory. We are building open substitutes that are rigorous enough to matter.

01

Teach agents the work.

Healthcare Admin Agents are built to cover the operating vocabulary of MHA, MPH, and MBA healthcare programs, including case competitions, fellowship preparation, quality, finance, managed care, operations, policy, informatics, and strategy.

02

Connect them to evidence.

Healthcare Data MCP turns the diaspora of public healthcare data into callable tools, so agents can stop guessing and start retrieving CMS, CDC, NIH, HHS, SAM.gov, CHPL, Census, price transparency, and claims-adjacent context.

03

Build the reference layer.

USHSO is the long-form comparative encyclopedia: system-by-system reports that combine finance, quality, market position, utilization, leadership, strategy, and competitive context into living intelligence.

04

Publish in the open.

AJHCS receives pro bono web, publishing, ranking, and distribution infrastructure because open-access knowledge needs professional-grade operations, not just good intentions.

Four connected projects, one market-opening agenda.

Each project is useful on its own. Together, they form a stack for creating, validating, publishing, and distributing healthcare strategy intelligence.

Live Healthcare Admin Agents

Agents that can reason like a healthcare administration bench.

The pack currently includes 51 specialized agents across 10 healthcare administration divisions. They are portable prompt and skill files, installable in Codex, Claude Code, Cursor, Windsurf, Gemini CLI, Cline, Amazon Q Developer, Continue.dev, and plain Markdown workflows.

  • Strategy, clinical operations, quality, safety, compliance, revenue cycle, payer, population health, health IT, pharmacy, and emergency preparedness coverage.
  • Designed for practical work: case analysis, market scans, executive memos, fellowship preparation, operating reviews, and adversarial review of weak assumptions.
  • Honest limitation: agents are not licensed professionals or magic authorities. Their value comes from structured expertise, transparent reasoning, and connection to verifiable data.
51agents
10divisions
23K+lines
51specialist agents
Strategy and AdvisoryMarket logic, growth, executive synthesis.
Quality and ComplianceSafety, accreditation, regulatory exposure.
Finance and Revenue CycleMargins, reimbursement, payer economics.
Health IT and InformaticsData systems, interoperability, digital operations.
Managed CareNetworks, capitation, MLR, payer strategy.
OperationsThroughput, staffing, service lines, access.
BENCH OUTPUT From prompt pack to reviewed healthcare work product.
Alpha Healthcare Data MCP

The connector layer for the scattered public healthcare record.

Public healthcare data is everywhere and nowhere: CMS files, price transparency disclosures, research registries, sanctions lists, provider identifiers, grant databases, contract records, quality programs, demographic context, and market geography.

Healthcare Data MCP is a FastMCP toolkit that turns those sources into callable tools with structured responses, source metadata, bounded caches, and deployment modes for local agents or shared local processes.

  • 18 MCP servers and 100 tools in the current alpha release.
  • Designed for agent workflows that need sourced retrieval instead of hand-waved healthcare claims.
  • Honest limitation: the public data layer is incomplete, messy, and frequently delayed. The product does not pretend otherwise; it makes provenance visible.
18servers
100tools
v0.1.1release
100callable tools
CMS and facility dataNPPES, quality, safety, star ratings.
Price and claims contextRates, volumes, service lines, case mix.
Public recordsSAM.gov, CHPL, 340B, breaches, exclusions.
Research and trialsNIH RePORTER, ClinicalTrials.gov profiles.
Market geographyDrive times, service areas, Census context.
Referral networksPhysician flows, leakage, network mapping.
RETRIEVAL PATH Public source to bounded agent tool call.
Building United States Health Systems Observatory

The largest encyclopedia of comparative U.S. health system data.

USHSO is the synthesis layer: a living reference library that compares health systems as organizations, competitors, employers, capital allocators, care delivery networks, and public institutions.

Each report is designed to combine audited filings, CMS quality data, price transparency signals, service-line volumes, market geography, referral behavior, leadership changes, M&A activity, strategy, and public commitments into a single defensible profile.

  • The goal is breadth and depth: system-by-system intelligence that students, operators, researchers, founders, journalists, and communities can actually use.
  • Early coverage is intentionally narrow while the report format and data pipeline harden; Jefferson Health and Temple Health are the first visible examples.
  • Student access is free. The commercial model exists to fund maintenance without hiding the methodology.
Financial performanceMargins, cash, debt, payer mix, capital allocation.
Quality and outcomesHCAHPS, readmissions, safety, star ratings.
Market positionShare, service areas, volumes, competitors.
Strategic directionLeadership, M&A, partnerships, expansion.
Live American Journal of Healthcare Strategy

Open-access healthcare strategy needs serious publishing operations.

AJHCS is the public distribution partner in the portfolio: a journal, media platform, and knowledge institution built around open access to healthcare strategy, leadership, and management thought.

Open-Informatics supports organizations like AJHCS with website publishing, ranking, bookstore infrastructure, discoverability, and digital operations for free. That matters because open knowledge fails when the publishing layer looks amateur, fragile, or invisible.

  • AJHCS gives the portfolio a public venue for evidence-based essays, interviews, reports, podcasts, and practical healthcare strategy writing.
  • The infrastructure work is deliberately pro bono: the point is to make credible healthcare knowledge easier to publish and easier to find.
  • Honest limitation: publishing reach is earned over time. The site is a compounding asset, not a finished institution.
13K+subscribers
500Kmonthly impressions
200+podcast episodes
AJHCS.org homepage preview
AJHCS.org: open-access publishing, podcasting, bookstore, and report distribution infrastructure.
PublishOpen-access essays, interviews, reports, and podcast work.
PackageBookstore, report pages, feeds, and discoverable archives.
DistributeSearch, social, newsletter, and institutional reach.

Impressive is not the same thing as inflated.

The portfolio is ambitious because the problem is large. The claims stay concrete: working repositories, visible publishing infrastructure, specific data sources, defined agent domains, and an explicit admission that public healthcare data is imperfect.

Source-first.

Agents should be pushed toward public evidence, citations, and data retrieval instead of confident unsupported summaries.

Open where possible.

The tools and publishing infrastructure are designed to expand access, not create another closed advisory moat.

Competitive by design.

The end state is a market where more people can compare health systems, challenge assumptions, and build better healthcare organizations.