{
  "type": "tool_call",
  "seq": 3,
  "ts": "2026-10-22T17:19:50.829Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "ls -la /sandbox/repo && find /sandbox/repo -iname \"*genhealth*\" -o -iname \"*gen-health*\" | head -50"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-8c7d7bd5751ee7b6",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 5,
  "ts": "2026-10-22T17:19:50.829Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "total 16\ndrwxr-xr-x 3 root root 4096 Sep 18 08:00 .\ndrwxr-xr-x 7 root root 4096 Oct 22 17:19 ..\ndrwxr-xr-x 8 root root 4096 Sep 24 20:05 .git\n-rw-r--r-- 1 root root  408 Sep 18 08:00 .gitignore\n",
        "type": "text"
      }
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  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-8c7d7bd5751ee7b6",
  "is_error": false,
  "tool_kind": "shell"
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{
  "type": "tool_call",
  "seq": 4,
  "ts": "2026-10-22T17:19:50.829Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /sandbox/repo && grep -ril \"genhealth\" . 2>/dev/null | head -20"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-9d581fd086bedac1",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 6,
  "ts": "2026-10-22T17:19:50.829Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "(no output)",
        "type": "text"
      }
    ]
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-9d581fd086bedac1",
  "is_error": false,
  "tool_kind": "shell"
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{
  "type": "tool_call",
  "seq": 9,
  "ts": "2026-10-22T17:19:52.583Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /sandbox/repo && cat .gitignore && git log --oneline -20 && git branch -a"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-9b679f6e36e053c9",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 11,
  "ts": "2026-10-22T17:19:52.583Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "# Keep generated and vendored files out of source diffs.\n\n# Logs / OS cruft\n*.log\n.DS_Store\n\n# JavaScript / TypeScript\nnode_modules/\n.next/\ndist/\nbuild/\ncoverage/\n\n# Python\n.venv/\nvenv/\n__pycache__/\n*.py[cod]\n.pytest_cache/\n*.egg-info/\n\n# Rust\ntarget/\n\n# Go / PHP / Ruby vendored deps\nvendor/\n.bundle/\n\n# Java / Kotlin / Scala\n.gradle/\n\n# .NET\nbin/\nobj/\n\n# Elixir\n_build/\ndeps/\n\n# Dart / Flutter\n.dart_tool/\n9ebf5fb Initial workspace\n* main\n",
        "type": "text"
      }
    ]
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-9b679f6e36e053c9",
  "is_error": false,
  "tool_kind": "shell"
}

{
  "type": "tool_call",
  "seq": 10,
  "ts": "2026-10-22T17:19:52.583Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "timeout 15 curl -sS -o /dev/null -w \"%{http_code}\\n\" https://genhealth.ai 2>&1; echo \"---\"; timeout 15 curl -sS https://pypi.org/simple/ -o /dev/null -w \"%{http_code}\\n\" 2>&1"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-9df337842bae4ff0",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 12,
  "ts": "2026-10-22T17:19:56.351Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "200\n---\n200\n",
        "type": "text"
      }
    ]
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-9df337842bae4ff0",
  "is_error": false,
  "tool_kind": "shell"
}

{
  "type": "tool_call",
  "seq": 15,
  "ts": "2026-10-22T17:19:57.908Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "timeout 20 curl -sSL https://genhealth.ai | head -c 3000; echo; echo \"=== headers ===\"; timeout 20 curl -sSI https://genhealth.ai"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-b8bbd3603699b0d5",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 17,
  "ts": "2026-10-22T17:19:58.905Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "<!DOCTYPE html><html><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"icon\" href=\"/favicon.ico\" sizes=\"any\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"icon\" type=\"image/png\" href=\"/favicon-16x16.png\" sizes=\"16x16\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"icon\" type=\"image/png\" href=\"/favicon-32x32.png\" sizes=\"32x32\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"icon\" type=\"image/png\" href=\"/favicon-48x48.png\" sizes=\"48x48\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" href=\"/apple-touch-icon.png\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" href=\"/apple-touch-icon-152x152.png\" sizes=\"152x152\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" href=\"/apple-touch-icon-167x167.png\" sizes=\"167x167\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"apple-touch-icon\" href=\"/apple-touch-icon-180x180.png\" sizes=\"180x180\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"manifest\" href=\"/site.webmanifest\" class=\"jsx-2561013401\" data-next-head=\"\"/><meta name=\"theme-color\" content=\"#a8fc8f\" class=\"jsx-2561013401\" data-next-head=\"\"/><meta name=\"apple-mobile-web-app-title\" content=\"GenHealth.ai\" class=\"jsx-2561013401\" data-next-head=\"\"/><script type=\"application/ld+json\" class=\"jsx-2561013401\" data-next-head=\"\">{\"@context\":\"https://schema.org\",\"@type\":\"Organization\",\"name\":\"GenHealth.ai\",\"alternateName\":\"GenHealth\",\"url\":\"https://genhealth.ai\",\"logo\":\"https://genhealth.ai/logo_with_name.svg\",\"description\":\"AI-first healthcare automation. GenHealth automates prior authorization, DME/HME intake, eligibility, denials, and appeals end-to-end with AI agents that operate over web, fax, and phone.\",\"foundingDate\":\"2023\",\"sameAs\":[\"https://www.linkedin.com/company/genhealth-ai\",\"https://x.com/genhealthai\",\"https://github.com/genhealth\",\"https://www.crunchbase.com/organization/genhealth-ai\"],\"contactPoint\":[{\"@type\":\"ContactPoint\",\"contactType\":\"Sales\",\"url\":\"https://genhealth.ai/contact\",\"availableLanguage\":[\"en\"]}]}</script><link rel=\"preconnect\" href=\"https://fonts.googleapis.com\" class=\"jsx-2561013401\" data-next-head=\"\"/><link rel=\"preconnect\" href=\"https://fonts.gstatic.com\" class=\"jsx-2561013401\" data-next-head=\"\"/><link href=\"https://fonts.googleapis.com/css2?family=Lexend:wght@100;300;400;500;700;900&amp;display=swap\" rel=\"stylesheet\" class=\"jsx-2561013401\" data-next-head=\"\"/><link href=\"https://fonts.googleapis.com/css2?family=Titillium+Web:wght@100;300;400;500;700;900&amp;display=swap\" rel=\"stylesheet\" class=\"jsx-2561013401\" data-next-head=\"\"/><link href=\"https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@400;500&amp;display=swap\" rel=\"stylesheet\" class=\"jsx-2561013401\" data-next-head=\"\"/><script async=\"\" src=\"/js/highlight.min.js\" class=\"jsx-2561013401\" data-next-head=\"\"></script><title data-next-head=\"\">Revenue Cycle Management and Healthcare Admin for the AI Age</curl: (23) Failure writing output to destination\n\n=== headers ===\nHTTP/2 200 \r\nage: 0\r\ncache-control: private, no-store, max-age=0\r\ncontent-security-policy: frame-ancestors 'none'\r\ncontent-type: text/html; charset=utf-8\r\ndate: Thu, 22 Oct 2026 17:19:58 GMT\r\netag: \"3rrnmucmxw247s\"\r\nreferrer-policy: strict-origin-when-cross-origin\r\nserver: Vercel\r\nstrict-transport-security: max-age=2147483647; includeSubdomains; preload\r\nx-content-type-options: nosniff\r\nx-frame-options: DENY\r\nx-matched-path: /\r\nx-vercel-cache: MISS\r\nx-vercel-id: iad1::iad1::lbhs4-1792689598382-deb9b3e27a8e\r\ncontent-length: 98819\r\n\r\n",
        "type": "text"
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  "is_error": false,
  "tool_kind": "shell"
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{
  "type": "tool_call",
  "seq": 16,
  "ts": "2026-10-22T17:19:57.908Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "for p in https://genhealth.ai/pricing https://genhealth.ai/docs https://docs.genhealth.ai https://api.genhealth.ai; do echo \"--- $p\"; timeout 15 curl -sS -o /dev/null -w \"%{http_code} %{url_effective}\\n\" -L \"$p\"; done"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-833c4154805a3b83",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 18,
  "ts": "2026-10-22T17:20:00.727Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "--- https://genhealth.ai/pricing\n404 https://genhealth.ai/pricing\n--- https://genhealth.ai/docs\n200 https://genhealth.ai/docs\n--- https://docs.genhealth.ai\n200 https://docs.genhealth.ai/docs/integration-with-hl7-davinci-fhir-apis\n--- https://api.genhealth.ai\ncurl: (6) Could not resolve host: api.genhealth.ai\n000 https://api.genhealth.ai/\n\n\nCommand exited with code 6",
        "type": "text"
      }
    ],
    "details": {}
  },
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  "tool_id": "chatcmpl-tool-833c4154805a3b83",
  "is_error": true,
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{
  "type": "tool_call",
  "seq": 21,
  "ts": "2026-10-22T17:20:03.202Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /tmp && timeout 25 curl -sSL https://genhealth.ai/docs -o gh_docs.html; python3 - <<'EOF'\nimport re,html\ns=open('gh_docs.html',encoding='utf-8',errors='ignore').read()\ns=re.sub(r'<script.*?</script>','',s,flags=re.S)\ns=re.sub(r'<style.*?</style>','',s,flags=re.S)\nt=re.sub(r'<[^>]+>','\\n',s)\nt=html.unescape(t)\nt=re.sub(r'\\n\\s*\\n+','\\n',t)\nprint(t[:4000])\nprint(\"=== LINKS ===\")\nfor m in sorted(set(re.findall(r'href=\"([^\"]+)\"',open('gh_docs.html',encoding='utf-8',errors='ignore').read()))):\n    if not m.startswith(('#','/js','/css','/_next','/favicon','https://fonts')): print(m)\nEOF"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-997487a0bb210342",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 23,
  "ts": "2026-10-22T17:20:04.123Z",
  "turn": 1,
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    "content": [
      {
        "text": "\nBuild healthcare workflows with the GenHealth API | GenHealth Developer Docs\nGenHealth.ai\nBook Demo\nDocs\nGuides\nAPI\nBrowse documentation\nSearch or ask AI\n⌘K\nDev Portal\nSearch or ask AI\n⌘K\nSkip to documentation\nDocumentation\nGet started\nOverview\nQuickstart\nAuthentication\nRelease notes\nBuild with an AI agent\nProvider workflows across specialties\nBuild and run your first workflow\nUse integration action contracts\nRun operations and recovery\nProvider patient intake recipe\nPrior authorization recipe\nRecurring care and renewals recipe\nAPI reference\nIntroduction\nConventions\nPagination\nIntegrations\nResponses and errors\nEndpoints\nWorkflow Developer API\nCases\nPolicies\nCodes\nPublishers\nGenHealth developer docs\nBuild healthcare workflows with the GenHealth API\nBuild provider workflow automations across specialties through REST or MCP, with integration actions, medical policies, cases, and codes.\nCopy page\nCopy page link\nView as Markdown\nStart building\nUse the guides to understand authentication and request conventions, then move into the generated API reference when you are ready to work with a specific resource.\nBuild and run a workflow\nStart with a runnable synthetic example, then connect healthcare actions using REST or MCP.\nExplore \nQuickstart\nMake your first authenticated GenHealth API request.\nExplore \nAuthentication\nLearn how API keys, bearer tokens, and scopes work.\nExplore \nAPI reference\nBrowse endpoints generated from the curated OpenAPI snapshot.\nExplore \nWorkflow API\nBuild workflows, discover available functions, and manage versions and runs.\nExplore \nCore resources\nThe GenHealth app organizes prior-authorization work around cases, medical-necessity policies, medical codes, and policy publishers. Each request is scoped to the organization represented by the bearer token.\nCases\nRetrieve and inspect prior-authorization cases for your organization.\nExplore \nPolicies\nFind active policies and the criteria used by GenHealth workflows.\nExplore \nCodes and publishers\nDiscover supported medical codes and policy sources.\nExplore \nHow requests flow\n1\nAuthenticate the organization\nSend a GenHealth-issued credential in the bearer authorization header. The credential determines which organization and operations are available.\n2\nCall a resource endpoint\nUse the cases, policies, codes, or publishers endpoints documented in the generated reference.\n3\nHandle the JSON response\nRead the response status and pagination metadata before continuing a workflow or requesting another page.\nNext\nMake your first GenHealth API request\nOn this page\nCopy page\nCopy page link\nView as Markdown\nStart building\nCore resources\nHow requests flow\nChat with Genie\n\n=== LINKS ===\n/\n/account/api-keys\n/apple-touch-icon-152x152.png\n/apple-touch-icon-167x167.png\n/apple-touch-icon-180x180.png\n/apple-touch-icon.png\n/contact\n/docs\n/docs.md\n/docs/api-reference\n/docs/api-reference#conventions\n/docs/api-reference#pagination\n/docs/api-reference#responses\n/docs/api-reference/v1/cases/list-cases-v2\n/docs/api-reference/v1/codes/list-codes\n/docs/api-reference/v1/policies/list-policies\n/docs/authentication\n/docs/quickstart\n/docs/releases\n/docs/workflows\n/docs/workflows/action-contracts\n/docs/workflows/agent-quickstart\n/docs/workflows/integrations\n/docs/workflows/operations\n/docs/workflows/provider-workflows\n/docs/workflows/recipes/patient-intake\n/docs/workflows/recipes/prior-authorization\n/docs/workflows/recipes/recurring-care\n/site.webmanifest\nhttps://genhealth.ai/docs\nhttps://genhealth.ai/docs.md\n",
        "type": "text"
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{
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  "seq": 22,
  "ts": "2026-10-22T17:20:03.202Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "timeout 20 curl -sS \"https://registry.npmjs.org/-/v1/search?text=genhealth&size=10\" | python3 -c \"import sys,json;d=json.load(sys.stdin);print([o['package']['name']+' :: '+o['package'].get('description','')[:100] for o in d['objects']])\"; echo \"--- pypi\"; for n in genhealth genhealth-ai genhealthai; do echo -n \"$n: \"; timeout 15 curl -sS -o /dev/null -w \"%{http_code}\\n\" https://pypi.org/pypi/$n/json; done"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-9180c7eb61563a48",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 24,
  "ts": "2026-10-22T17:20:05.341Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "['@adobe/gen-health-table :: Generate a Markdown table with health badges for repos.', 'heart-attack-prediction :: Heart Attack Prediction API Client']\n--- pypi\ngenhealth: 404\ngenhealth-ai: 404\ngenhealthai: 404\n",
        "type": "text"
      }
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  "tool_id": "chatcmpl-tool-9180c7eb61563a48",
  "is_error": false,
  "tool_kind": "shell"
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{
  "type": "tool_call",
  "seq": 27,
  "ts": "2026-10-22T17:20:07.730Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /tmp && for p in quickstart authentication workflows/agent-quickstart; do echo \"########## $p\"; timeout 20 curl -sSL \"https://genhealth.ai/docs/$p.md\" | head -200; done"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-82584b0209fd0252",
  "tool_kind": "shell"
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{
  "type": "tool_result",
  "seq": 30,
  "ts": "2026-10-22T17:20:09.434Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "########## quickstart\n# Make your first GenHealth API request\n\n> Authenticate with a GenHealth API key and retrieve the first page of cases for your organization.\n\nSource: [https://genhealth.ai/docs/quickstart](https://genhealth.ai/docs/quickstart)\n\n> **Before you begin**\n>\n> You need a GenHealth-issued API key with read access. [Sign up for GenHealth](https://umpa.genhealth.ai/api/auth/login?screen_hint=signup) to request access. Keep the key on the server and never commit it to source control.\n\n### 1. Store your API key\n\nSet the key as an environment variable in your development environment.\n\n```bash\nexport GENHEALTH_API_KEY=\"<YOUR_API_KEY>\"\n```\n\n### 2. List cases\n\nSend the API key as a bearer token and request the first page of cases.\n\n```bash\ncurl 'https://api.umpa.genhealth.ai/v2/cases?page=1&limit=10' \\\n  --header \"Authorization: Bearer $GENHEALTH_API_KEY\" \\\n  --header 'Accept: application/json'\n```\n\n### 3. Follow the pagination object\n\nUse the returned pagination metadata to request subsequent pages. Case results are always limited to the authenticated organization.\n\n## Understand the response\n\nSuccessful list requests return a data array and pagination metadata. Store resource IDs from the response instead of depending on display text, which may change over time.\n\n```json\n{\n  \"data\": [{ \"id\": \"case_123\", \"status\": \"open\" }],\n  \"pagination\": { \"page\": 1, \"limit\": 10, \"has_more\": false }\n}\n```\n\n## Handle errors\n\n| Status | Meaning | What to do |\n| --- | --- | --- |\n| 401 | Credential was not accepted | Check the bearer token and its expiration |\n| 404 | Resource was not found | Confirm the ID and organization access |\n| 422 | Request parameters are invalid | Use the error details to correct the request |\n\n## Next steps\n\n- [Retrieve one case](https://genhealth.ai/docs/api-reference/v1/cases/get-case.md): Read the full details for a known case ID.\n- [Find policies](https://genhealth.ai/docs/api-reference/v1/policies/list-policies.md): Filter active policies by title or publisher.\n########## authentication\n# Authenticate API requests\n\n> The GenHealth API accepts GenHealth API keys and supported JWTs through the HTTP bearer authorization scheme.\n\nSource: [https://genhealth.ai/docs/authentication](https://genhealth.ai/docs/authentication)\n\n## Choose a credential\n\nUse the credential type provisioned for your integration. API keys are intended for server-to-server requests. Supported JWTs are validated for issuer, audience, expiration, and GenHealth access before a request is authorized.\n\n| Credential | Best for | Storage |\n| --- | --- | --- |\n| GenHealth API key | Server-to-server integrations | Encrypted server-side secret storage |\n| Supported JWT | Short-lived delegated access | Your existing secure token lifecycle |\n\n## Bearer tokens\n\nInclude the credential in the Authorization header of every request. GenHealth resolves the organization and permitted operations from the token.\n\n```http\nAuthorization: Bearer <YOUR_API_KEY>\n```\n\n## Permissions and organization access\n\nThe read endpoints in this preview require API read access. Every request is scoped to the organization resolved from the credential, so a valid resource ID from another organization is not sufficient to grant access.\n\n## Token security\n\n- Keep credentials on the server and outside browser bundles.\n- Store secrets in an encrypted environment or secret manager, not in source control.\n- Rotate a credential immediately if it may have been exposed.\n- Use separate credentials for development and production environments.\n\n> **Protect healthcare data**\n>\n> Do not paste production API keys, patient information, or live request bodies into documentation search or Genie chat.\n\n## Troubleshoot authentication errors\n\n| Symptom | Likely cause | Next check |\n| --- | --- | --- |\n| 401 Unauthorized | Missing, expired, or invalid credential | Authorization header format and credential status |\n| 403 Forbidden | Credential lacks access to the operation | Assigned API permissions and organization |\n| 404 Not Found | Resource is unavailable in the resolved organization | Resource ID and environment |\n########## workflows/agent-quickstart\n# Build and run your first workflow\n\n> Discover capabilities, validate a synthetic graph, publish it, start an idempotent run, and inspect its outcome with REST or MCP.\n\nSource: [https://genhealth.ai/docs/workflows/agent-quickstart](https://genhealth.ai/docs/workflows/agent-quickstart)\n\n## Get access and choose a transport\n\nUse an organization-bound GenHealth API key. The workflow developer boundary accepts API keys, not browser sessions or ordinary JWTs. Request workflow:read for discovery and preflight; add workflow:write, workflow:publish, and workflow:run to create and execute workflows. Your organization also needs the workflows plan feature. Keys and integration connections must be provisioned before an agent can operate independently.\n\n| Transport | Production entry point | Contract |\n| --- | --- | --- |\n| REST | https://api.umpa.genhealth.ai/developer/v1 | Authorization: Bearer <GENHEALTH_API_KEY> |\n| MCP | https://api.umpa.genhealth.ai/developer/mcp | Streamable HTTP with the same bearer header; tool discovery is authenticated |\n| OpenAPI | https://api.umpa.genhealth.ai/developer/openapi.json | Live server contract; prefer it over a cached website snapshot |\n| Swagger | https://api.umpa.genhealth.ai/developer/docs | Interactive REST reference |\n\n## Read the deployed capabilities first\n\n```bash\nexport GENHEALTH_API_BASE=\"https://api.umpa.genhealth.ai\"\n# Set GENHEALTH_API_KEY through your secret manager.\ncurl --fail-with-body \"$GENHEALTH_API_BASE/developer/v1/capabilities/v2\" \\\n  -H \"Authorization: Bearer $GENHEALTH_API_KEY\"\n```\n\nFor MCP, initialize the connection, list tools, then call get_workflow_capabilities_v2. Use its node types, expression syntax, routing ports, lifecycle, and deployment flags. Discover exact handlers with search_workflow_actions and load get_workflow_action before authoring. REST and MCP operate on the same organization-scoped workflows.\n\n## Run a synthetic workflow before connecting a healthcare system\n\nThis graph routes a synthetic boolean to one of two annotation nodes. It creates no patient, order, claim, or authorization and needs no integration credentials. It tests authoring and execution, not clinical accuracy or payer connectivity. Comment nodes contain annotations only; trigger data comes from trigger.default.\n\n```json\n{\n  \"kind\": \"genhealth.workflow_definition\",\n  \"schema_version\": 1,\n  \"workflow\": {\n    \"name\": \"Agent quickstart: synthetic routing\",\n    \"description\": \"Synthetic execution check; no healthcare system reads or writes.\",\n    \"nodes\": [\n      {\n        \"id\": \"received\",\n        \"type\": \"comment\",\n        \"name\": \"Synthetic request\",\n        \"config\": {\n          \"heading\": \"Start\",\n          \"body\": \"Inputs are supplied in trigger_data.\"\n        }\n      },\n      {\n        \"id\": \"route\",\n        \"type\": \"if\",\n        \"name\": \"Ready?\",\n        \"config\": {\n          \"condition\": \"{{trigger.default.ready}}\"\n        }\n      },\n      {\n        \"id\": \"ready\",\n        \"type\": \"comment\",\n        \"name\": \"Ready outcome\",\n        \"config\": {\n          \"heading\": \"Ready\",\n          \"body\": \"The true branch ran.\"\n        }\n      },\n      {\n        \"id\": \"review\",\n        \"type\": \"comment\",\n        \"name\": \"Review outcome\",\n        \"config\": {\n          \"heading\": \"Review\",\n          \"body\": \"The false branch ran; no external review task was created.\"\n        }\n      }\n    ],\n    \"edges\": [\n      {\n        \"source_node_id\": \"received\",\n        \"source_output\": \"default\",\n        \"target_node_id\": \"route\",\n        \"target_input\": \"default\"\n      },\n      {\n        \"source_node_id\": \"route\",\n        \"source_output\": \"true\",\n        \"target_node_id\": \"ready\",\n        \"target_input\": \"default\"\n      },\n      {\n        \"source_node_id\": \"route\",\n        \"source_output\": \"false\",\n        \"target_node_id\": \"review\",\n        \"target_input\": \"default\"\n      }\n    ]\n  }\n}\n```\n\n- [Download the workflow JSON](https://genhealth.ai/docs/examples/agent-smoke-test.json): The canonical import envelope used below.\n- [Download the runnable Python client](https://genhealth.ai/docs/examples/workflow_agent.py): Python 3 standard library; preserves workflow IDs and run idempotency across restarts.\n\n```bash\ncurl --fail-with-body https://genhealth.ai/docs/examples/agent-smoke-test.json -o agent-smoke-test.json\ncurl --fail-with-body https://genhealth.ai/docs/examples/workflow_agent.py -o workflow_agent.py\n\n# Preflight only. No workflow is created.\npython3 workflow_agent.py validate agent-smoke-test.json\n\n# Create, publish, and submit one run; retain this state file for recovery.\npython3 workflow_agent.py execute agent-smoke-test.json --state agent-smoke-state.json\n\n# Inspect without resubmitting. Repeat until this run is terminal.\npython3 workflow_agent.py inspect --state agent-smoke-state.json\n```\n\n## What the client does\n\n| Step | Request | Check before continuing |\n| --- | --- | --- |\n| Preflight | POST /developer/v1/workflows/validate with {\"definition\": <envelope>} | HTTP 200 can still mean viable=false. Inspect schema_errors, findings, and readiness. |\n| Import | POST /developer/v1/workflows/import with the envelope itself | HTTP 201; workflow.id identifies the inactive workflow and immutable initial version. |\n| Draft | POST /developer/v1/workflows/{id}/draft | Create an editable draft before publication or subsequent graph edits. |\n| Publish | POST /developer/v1/workflows/{id}/publish with {} | Publishing audits the graph and activates an immutable version. Static success is not runtime proof. |\n| Run | POST /developer/v1/workflows/{id}/runs | HTTP 202; save run_id. Acceptance is not completion. |\n| Observe | GET /developer/v1/workflows/{id}/runs | Find the exact run_id. completed, failed, and cancelled are terminal. |\n\nA successful smoke test should report completed, execute the true branch for ready=true, and skip the false branch. Inspect individual nodes with GET /developer/v1/workflows/{id}/runs/{run_id}/nodes/{node_id}. Public inspection exposes statuses and value-free shapes, not patient data or raw error text. A completed orchestration does not prove that a business result succeeded; healthcare recipes need explicit business-success branches.\n\n## Connect a real workflow\n\n- [Action contracts](https://genhealth.ai/docs/workflows/action-contracts.md): Resolve connections, inputs, outputs, and business failures.\n- [Run operations and recovery](https://genhealth.ai/docs/workflows/operations.md): Handle interrupted writes, retries, versions, and cancellation.\n- [Provider patient intake recipe](https://genhealth.ai/docs/workflows/recipes/patient-intake.md): Match an extracted patient before a controlled Brightree create.\n",
        "type": "text"
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{
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  "seq": 28,
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  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /tmp && timeout 25 curl -sSL https://genhealth.ai -o gh_home.html; python3 - <<'EOF'\nimport re,html\ns=open('gh_home.html',encoding='utf-8',errors='ignore').read()\ns=re.sub(r'<(script|style).*?</\\1>','',s,flags=re.S)\nt=html.unescape(re.sub(r'<[^>]+>','\\n',s)); t=re.sub(r'\\n\\s*\\n+','\\n',t)\nprint(t[:6000])\nprint(\"=== pricing mentions ===\")\nfor m in re.finditer(r'(?i)(pric|cost|\\$|per month|seat|subscription)',open('gh_home.html',encoding='utf-8',errors='ignore').read()):\n    pass\nraw=open('gh_home.html',encoding='utf-8',errors='ignore').read()\nfor m in re.finditer(r'(?i).{120}(pricing|price|\\$|per\\s+month|subscription|per\\s+case).{160}',t):\n    print(m.group(0).replace('\\n',' '),\"\\n--\")\nEOF"
  },
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  "tool_id": "chatcmpl-tool-96101c2438d3f2cc",
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{
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  "seq": 29,
  "ts": "2026-10-22T17:20:08.105Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "\nRevenue Cycle Management and Healthcare Admin for the AI Age\nGenHealth.ai\nBook Demo\nCompany\nProducts\nWho We Serve\nNews: \nGenHealth Raises Series A Funding\nAI Employees\nfor Healthcare Ops\nIntake, Benefits, Prior Auth, Billing and more\nRequest a demo \nCHART NOTE\n2026-03-14 · p.2\nPt with type 2 diabetes, poorly controlled despite metformin + lifestyle change.\nLabs show\nA1C 8.4%\n,\n BMI 34.2\n.\nInitiating\nsemaglutide 0.25 mg weekly\n. Plan: titrate to 1.0 mg over 8 weeks.\n…3-month follow-up for A1C + tolerability…\nadjudicate · PA-2847\nLIVE\nINITIAL REVIEW\n1.2s ago\nSemaglutide (Ozempic)\nJ3490 · Type 2 Diabetes · Member 847-21 · BCBS TX\nPolicy · BCBS GLP-1 PA 2026\n✓\nDx type 2 diabetes (E11)\nMET\n✓\nA1C ≥ 7.0% on metformin\nMET\n·\nLifestyle modification (≥ 3 mo)\n—\nCitation\n“A1C 8.4%, BMI 34.2” — chart 2026-03-14\nRecommendation\n✓\nAPPROVED\nConfidence\n0\n%\nMed-Caire Inc\nWhite Aid Medical Supplies\nSpecialCare\nGaboro Medical Supply\nFusionSleep\nRely-A-Care\nSpectrum Medical\nSleeptopia\nAbleCare\nPrime Care\nGuideHealth\nPiedmont Medical Solutions\nSoundview Medical Supplies\nMed-Caire Inc\nWhite Aid Medical Supplies\nSpecialCare\nGaboro Medical Supply\nFusionSleep\nRely-A-Care\nSpectrum Medical\nSleeptopia\nAbleCare\nPrime Care\nGuideHealth\nPiedmont Medical Solutions\nSoundview Medical Supplies\nCustomer results\nPiedmont Medical Solutions\n+34.2%\n6.6x ROI\nMore paid-to-date collections with AI-powered RCM.\nRead the case study\nGuideHealth\n$1.2M\n6.9x ROI\nProjected annual admin savings of up to $1.2M.\nRead the case study\nWorkflows\nAutomate tasks\nacross the RCM continuum\n within your current workflows and apps.\nExplore Workflow Automations\nIntake\nEligibility\nChat\nPrior Auth\nResupplies\nStock & Bill\nBilling\nConcurrent Review\nPosting\nDenials\nIntake & data entry\nRead a fax, automate data extraction and entry.\nGet started with Intake\nWeb\nPortals & EMRs\nAutomates tasks on websites, portals, EMRs, and billing systems.\nFax\nDocs & OCR\nRuns OCR and extracts data from documents, PDFs, and images.\nPhone\nOutreach\nCalls patients and providers for information only they have.\nTry a sample supplies check with Maya, then ask about GenHealth or book a meeting by voice. Use your own number.\nTry it\nGenHealth customers\nLess admin. Better outcomes.\nCatch problems sooner\n“\nGenHealth has automated more work with better results than our previous outsourced team—which was five times their size.\n”\nRead case study\nPiedmont Medical Solutions\nJack Bachman\nCEO and Owner\nSave millions of dollars\n“\nWe’ve seen 4X productivity increase and are on track to save nearly $1.2M this year…\n”\nRead case study\nGuideHealth\nDr. Sanjay Doddamani\nCEO\nKeep current workflows\n“\nGenHealth said, ‘We can do it however you need to.’ That mindset really stood out.\n”\nSoundview Medical Supplies\nPatti Maloney\nVice President of Operations\nGet claims paid\n“\nGenHealth now handles intake on more than half of all our orders fully automatically and flags critical issues that would prevent claims from getting paid.\n”\nRead case study\nMedExpress\nChris Leonard\nCEO and Co-Owner\n1\n/\n4\nChat with Genie\nGet in touch\nReady to see GenHealth in your workflow?\nBook a demo\nChoose a time that works for you\nEmail us\nTell us what you want to automate\nGenHealth.ai\nGenerative AI for healthcare operations\n—\nintake, eligibility, prior auth,\nbilling and more.\nFor Enterprise\nTrust Center\nStatus Dashboard\nAICPA SOC 2\nHIPAA\nCopyright © 2026 GenHealth.ai\nWorkflows\nAll Workflows\nIntake\nPrior Authorization\nEligibility\nResupplies\nStock & Bill\nMedical Necessity\nReferrals\nProducts\nAI Automation for RCM\nFull Service RCM\nAI Automation for Health Plans\nAPI & Docs\nMarkets\nDME & HME\nProviders & Health Systems\nHealth Insurance Plans & Payers\nSpecialties\nTop 10 RCM Solutions\nInfo\nAbout\nBlog\nJobs\nTechnologies\nMedical Codes\nMedical Policies\nROI Calculator\nCost Calculator\nSupport & Terms\nPrivacy choices / Do not sell or share\nDocumentation\nTech Support\nPrivacy Policy\nSecurity Policy\nTerms of Service\nBusiness Associate Agreement\n\n=== pricing mentions ===\n",
        "type": "text"
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  "tool_id": "chatcmpl-tool-96101c2438d3f2cc",
  "is_error": false,
  "tool_kind": "shell"
}

{
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  "seq": 33,
  "ts": "2026-10-22T17:20:13.338Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "env | grep -i -E \"genhealth|GH_|API_KEY\" ; echo \"--- probe (no auth)\"; timeout 20 curl -sS -o /tmp/o.json -w \"%{http_code}\\n\" \"https://api.umpa.genhealth.ai/developer/v1/capabilities/v2\" -H \"Accept: application/json\"; head -c 400 /tmp/o.json; echo; timeout 20 curl -sS -o /tmp/o2.json -w \"%{http_code}\\n\" \"https://api.umpa.genhealth.ai/v2/cases?page=1&limit=1\"; head -c 300 /tmp/o2.json"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-999a804815390117",
  "tool_kind": "shell"
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{
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  "seq": 36,
  "ts": "2026-10-22T17:20:16.873Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "PI_GATEWAY_API_KEY=unused\n--- probe (no auth)\n401\n{\"detail\":\"Requires authentication\"}\n403\n{\"detail\":\"Not authenticated\"}",
        "type": "text"
      }
    ]
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-999a804815390117",
  "is_error": false,
  "tool_kind": "shell"
}

{
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  "seq": 34,
  "ts": "2026-10-22T17:20:13.338Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /tmp && mkdir -p ghx && cd ghx && timeout 25 curl -sfSL https://genhealth.ai/docs/examples/agent-smoke-test.json -o agent-smoke-test.json -w \"%{http_code} smoke\\n\"; timeout 25 curl -sfSL https://genhealth.ai/docs/examples/workflow_agent.py -o workflow_agent.py -w \"%{http_code} agent\\n\"; ls -la; echo \"--- pricing pages\"; for p in cost-calculator roi-calculator pricing; do echo -n \"$p: \"; timeout 15 curl -sS -o /dev/null -w \"%{http_code}\\n\" -L https://genhealth.ai/$p; done"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-bce4365ba93ee74f",
  "tool_kind": "shell"
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{
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  "seq": 35,
  "ts": "2026-10-22T17:20:16.076Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "200 smoke\n200 agent\ntotal 24\ndrwx------ 2 root root 4096 Oct 22 17:20 .\ndrwxrwxrwt 7 root root 4096 Oct 22 17:20 ..\n-rw------- 1 root root 1207 Oct 22 17:20 agent-smoke-test.json\n-rw------- 1 root root 9408 Oct 22 17:20 workflow_agent.py\n--- pricing pages\ncost-calculator: 404\nroi-calculator: 200\npricing: 404\n",
        "type": "text"
      }
    ]
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-bce4365ba93ee74f",
  "is_error": false,
  "tool_kind": "shell"
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{
  "type": "tool_call",
  "seq": 39,
  "ts": "2026-10-22T17:20:19.603Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /tmp && for p in docs docs/releases docs/workflows docs/workflows/integrations docs/workflows/operations docs/api-reference; do timeout 20 curl -sSL \"https://genhealth.ai/$p.md\"; done > gh_all_docs.md 2>/dev/null; wc -l gh_all_docs.md; grep -n -i -E \"pricing|price|cost|billing|plan feature|plans|free tier|credit\" gh_all_docs.md | head -40"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-b0e51e4eff1cba51",
  "tool_kind": "shell"
}

{
  "type": "tool_result",
  "seq": 42,
  "ts": "2026-10-22T17:20:23.857Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "11700 gh_all_docs.md\n611:### [Push Authorization To Billing System](https://genhealth.ai/docs/workflows/integrations/authorizations/authorization_push_to_billing_system.md)\n613:- Handler: `authorization_push_to_billing_system`\n619:Perform Push Authorization To Billing System through Authorizations.\n631:- Outputs: `success`, `skipped`, `coverage_id`, `status_code`, `status`, `has_active_coverage`, `has_coverage_determination`, `requested_procedure_codes`, `submitted_procedure_codes`, `procedure_code_support`, `procedure_code_support_detail`, `subscriber`, `patient`, `payer`, `requesting_provider`, `plans`, `raw_response`, `customer_message`, `payer_rejection_reason`, `payer_rejection_category`, `is_coverage_data_issue`, `error`, `error_message`\n903:### [Update Patient Billing Info](https://genhealth.ai/docs/workflows/integrations/bonafide/bonafide_update_patient_billing_info.md)\n905:- Handler: `bonafide_update_patient_billing_info`\n911:Perform Update Patient Billing Info through Bonafide.\n992:- Inputs: `sales_order_key`, `proc_code`, `quantity`, `billing_quantity`, `dry_run`\n1046:### [Backfill Order Cost Evidence](https://genhealth.ai/docs/workflows/integrations/brightree/brightree_backfill_order_cost_evidence.md)\n1048:- Handler: `brightree_backfill_order_cost_evidence`\n1052:- Outputs: `success`, `date_from`, `date_to`, `window_exhausted`, `days_completed`, `orders_seen`, `orders_processed`, `orders_skipped_observed`, `inserted`, `updated`, `valid_costs`, `missing_costs`, `invalid_costs`, `nonpositive_costs`, `order_errors`, `error`\n1054:Perform Backfill Order Cost Evidence through Brightree.\n1225:### [Copy Billing Address to Insured](https://genhealth.ai/docs/workflows/integrations/brightree/brightree_copy_billing_address_to_insured.md)\n1227:- Handler: `brightree_copy_billing_address_to_insured`\n1233:Perform Copy Billing Address to Insured through Brightree.\n1525:- Outputs: `success`, `date_from`, `date_to`, `line_count`, `paid_line_count`, `unpaid_line_count`, `revenue`, `cost`, `gp_dollars`, `gp_pct`, `negative_pct`, `below_15_pct`, `below_30_pct`, `by_payer`, `by_hcpcs`, `sku_opportunities`, `error`\n1585:- Outputs: `success`, `dry_run`, `orders_scanned`, `orders_evaluated`, `flagged`, `wip_moved`, `skipped_unpriced`, `skipped_no_estimates`, `skipped_partial_estimates`, `skipped_already_flagged`, `skipped_recently_evaluated`, `skipped_wrong_wip`, `skipped_wip_unreadable`, `order_errors`, `error`\n1605:- Outputs: `success`, `period_start`, `period_end`, `line_count`, `paid_line_count`, `unpaid_line_count`, `revenue`, `cost`, `gp_dollars`, `gp_pct`, `has_prior_period`, `prior_gp_pct`, `gp_pct_change`, `comparable_to_prior`, `snapshot_id`, `snapshot_persisted`, `html_body`, `subject`, `error`\n1808:### [Resolve Client Sheet Costs](https://genhealth.ai/docs/workflows/integrations/brightree/brightree_resolve_client_sheet_costs.md)\n1810:- Handler: `brightree_resolve_client_sheet_costs`\n1814:- Outputs: `success`, `catalog_entries`, `rows_scanned`, `cost_written`, `matched_item`, `matched_hcpcs`, `no_catalog_match`, `quantity_unparsed`, `uncosted_remaining`, `error`\n1816:Perform Resolve Client Sheet Costs through Brightree.\n1828:### [Resolve Historical Order Costs](https://genhealth.ai/docs/workflows/integrations/brightree/brightree_resolve_historical_order_costs.md)\n1830:- Handler: `brightree_resolve_historical_order_costs`\n1834:- Outputs: `success`, `candidates_selected`, `candidates_remaining`, `cost_written`, `no_received_po`, `no_usable_810`, `shared_po_skipped`, `order_errors`, `shared_purchase_orders`, `error`\n1836:Perform Resolve Historical Order Costs through Brightree.\n2026:### [Set Patient Delivery Address Same As Billing](https://genhealth.ai/docs/workflows/integrations/brightree/brightree_set_patient_delivery_address_same_as_billing.md)\n2028:- Handler: `brightree_set_patient_delivery_address_same_as_billing`\n2034:Perform Set Patient Delivery Address Same As Billing through Brightree.\n2299:### [Validate Patient Billing Address](https://genhealth.ai/docs/workflows/integrations/brightree/brightree_validate_patient_billing_address.md)\n2301:- Handler: `brightree_validate_patient_billing_address`\n2307:Perform Validate Patient Billing Address through Brightree.\n2314:- Inputs: `patient_id`, `patient_state`, `patient_key`, `patient_context`, `facility_payload`, `facility_set_payload`, `marketing_referral_payload`, `billing_address_payload`, `delivery_address_payload`, `dropdown_payload`, `responsible_party_payload`, `primary_doctor_payload`, `tax_zone_payload`, `account_group`, `account_key`, `set_dropdowns`, `dry_run`\n2612:- Outputs: `success`, `status`, `is_eligible`, `is_capitated`, `has_non_covered_benefit`, `payer_cannot_process`, `managed_care_organizations`, `plan_assignments`, `contracted_service_providers`, `plan_name`, `plan_number`, `group_name`, `group_number`, `coverage_start`, `coverage_end`, `payer_names`, `payer_program_identifier`, `related_entities`, `other_insurance`, `has_other_insurance`, `coverage_codes`, `coverage_descriptions`, `service_type_codes`, `service_type_descriptions`, `insurance_plans`, `insurance_type_codes`, `insurance_type_descriptions`, `active_insurance_plans`, `active_insurance_type_codes`, `active_insurance_type_descriptions`, `network_statuses`, `network_status_descriptions`, `benefit_coverage_windows`, `plan_coverage_windows`, `plan_begin_date`, `plan_end_date`, `eligibility_begin_date`, `eligibility_end_date`, `benefit_count`, `relevant_benefit_count`, `eligibility_id`, `result_date`, `document_id`, `pdf_path`, `pdf_error`, `payer_errors`, `retryable`, `error`, `skipped`, `skip_reason`\n2695:- Inputs: `patient_data`, `billing_location_ids`, `order_params`\n2895:- Inputs: `report`, `selected_ids`, `billing_location_ids`, `begin_date`, `end_date`, `date_basis`, `statuses`, `detail_level`, `include_claim_comments`, `include_no_payer`, `ignore_location_sorting`, `timely_filing_min`, `timely_filing_max`, `max_rows`, `skip_rows`, `poll_interval_seconds`, `timeout_seconds`\n2905:- Inputs: `begin_date`, `end_date`, `billing_location_ids`, `order_statuses`, `search_text`, `search_fields`, `no_alerts`, `show_deleted`, `max_rows`\n2975:- Inputs: `policy_data`, `patient_state`, `billing_location`, `payer_code_source`, `claimmd_discovery_reason`, `payer_plan`, `payer_card_state`, `payer_name_truncated`, `card_insurance_type`, `member_number`, `document_id`, `reviewed_payer_id`, `reviewed_payer_confirmed`\n2995:- Inputs: `npi`, `name`, `billing_location_id`\n3025:- Inputs: `patient_data`, `billing_location_ids`, `patient_id`, `patient_defaults`, `demographics_override`\n",
        "type": "text"
      }
    ]
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-b0e51e4eff1cba51",
  "is_error": false,
  "tool_kind": "shell"
}

{
  "type": "tool_call",
  "seq": 40,
  "ts": "2026-10-22T17:20:19.603Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /tmp && timeout 25 curl -sSL https://genhealth.ai/roi-calculator -o gh_roi.html; python3 - <<'EOF'\nimport re,html\ns=open('gh_roi.html',encoding='utf-8',errors='ignore').read()\ns=re.sub(r'<(script|style).*?</\\1>','',s,flags=re.S)\nt=html.unescape(re.sub(r'<[^>]+>','\\n',s)); t=re.sub(r'\\n\\s*\\n+','\\n',t)\nprint(t[:2500])\nEOF"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-b1bd6cb93483ca33",
  "tool_kind": "shell"
}

{
  "type": "tool_result",
  "seq": 41,
  "ts": "2026-10-22T17:20:20.781Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "\nROI Calculator — GenHealth.ai\nGenHealth.ai\nBook Demo\nCompany\nProducts\nWho We Serve\nFree tool\nCalculate your \nDME automation\n ROI.\nEnter your organization's numbers and see an instant ROI breakdown — labor savings, denial reduction, and full ROI analysis. Print or save as a PDF when you're ready.\nYour operation\nEnter your organization's information below to generate a detailed ROI report.\nCompany information\nName\nCompany\nEmail address\nTitle\nDME focus area(s)\nRespiratory\nSleep Therapy\nDiabetes Management (CGM & Pumps)\nMobility\nHospital Beds & Support Surfaces\nOrthotics\nEnteral Nutrition\nCompression Therapy\nOther\nCurrent operations\nMonthly incoming orders\nEMR\nSelect your EMR…\nBrightree\nNiko Health\nBonafide\nNymbl\nOther\nAvg order value ($)\nGross margin (%)\nStaff cost ($/hr)\nDenial rate (%)\nConversion rate (%)\nMins / order\nSee my ROI\nYour report appears instantly on this page. You can print or save it as a PDF.\nWhat you get\nA full \nROI breakdown\n for your operation.\nAn instant analysis you can print or save as a PDF directly from this page.\n01\nAnnual Labor Savings\nSee exactly how much you save in labor cost by automating repetitive manual tasks with AI.\n02\nDenial Reduction Impact\nCalculate the revenue recovered by reducing claim denials through better documentation and compliance.\n03\nRevenue Growth Potential\nUnderstand additional revenue from improved conversion rates and operational efficiency.\n04\nTime-to-Value Analysis\nView your payback period and when you start seeing positive returns.\n05\nTotal ROI Percentage\nYour complete return on investment calculation showing overall financial impact.\n06\nNet Annual Benefit\nYour total annual benefit after accounting for GenHealth.ai subscription costs.\nChat with Genie\nGet in touch\nFind a time to interview GenHealth or Contact us to learn more.\nBook demo\nEmail us instead\nLoading available demo times\nM\nT\nW\nT\nF\nSign Up\nTry GenHealth free.\nSpin up a free account and run real PA, intake, and eligibility flows in your sandbox.\nAutomate intake, eligibility, and PA\nwith AI agents that work in your EMR and billing systems.\nDrop-in agents for PA, intake, eligibility\nFree sandbox — no credit card\nConnects to your EMR & billing\nCreate a free account\nGenHealth.ai\nGenerative AI for healthcare operations\n—\nintake, eligibility, prior auth,\nbilling and more.\nFor Enterprise\nTrust Center\nStatus Dashboard\nAICPA SOC 2\nHIPAA\nCopyright © 2026 GenHealth.ai\nWorkflows\nAll Workflows\nIntake\nPrior Authorization\nEligibility\nResupplies\nStock & Bill\nMed\n",
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      {
        "text": "# GenHealth Workflow Developer API\n\n> Create, version, audit, publish, run, and maintain UMPA workflows directly against the core ETL API. The capability and action-discovery operations are optimized for AI agents.\n\nSource: [https://genhealth.ai/docs/workflows](https://genhealth.ai/docs/workflows)\n\n> **Workflow API access**\n>\n> Use a GenHealth API key with the workflow scope required by each operation. Copy the request examples to call the API from your server; interactive requests are not enabled in this reference.\n\n## Build workflow automations\n\nDiscover supported integrations and actions, validate canonical workflow JSON, manage drafts and immutable versions, inspect graphs, publish viable workflows, and operate organization-scoped workflow runs.\n\n- [Provider workflows across specialties](https://genhealth.ai/docs/workflows/provider-workflows.md): Scope referral intake, clearance, authorization, and recurring care using the right system contracts.\n- [Build and run your first workflow](https://genhealth.ai/docs/workflows/agent-quickstart.md): Use REST or MCP, validate a synthetic graph, publish it, and inspect an idempotent run.\n- [Discover capabilities](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/get-workflow-capabilities.md): Inspect controls, node types, expressions, integrations, and action schemas.\n- [Find workflow functions](https://genhealth.ai/docs/workflows/integrations.md): Search the actions available for use in a workflow definition.\n- [Create workflows](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/create-developer-workflow.md): Create organization-scoped workflow records and validate their JSON first.\n- [Publish and run](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/run-developer-workflow.md): Publish immutable versions and start idempotent workflow runs.\n\n## Workflow runs, integrations, and events\n\nThese terms describe what starts a workflow, how it works with other systems, and how its step attempts are modeled.\n\n### Workflow run\n\nOne run begins each time a workflow is triggered—by a person, schedule, API request, file upload, or webhook—and ends when it completes, fails, or is canceled. Branches, waits, loops, and step retries remain part of that run; a child workflow starts a separate run.\n\n### Integration\n\nAn integration connects a workflow to another system or exposes a GenHealth capability. It provides actions—tools such as finding a record, extracting data, or sending an update—that can be used as workflow steps. Some integrations require a configured connection or credentials.\n\n[Browse available integrations and actions](https://genhealth.ai/docs/workflows/integrations.md)\n\n### Modeled internal event\n\nA planning unit for work performed inside a run. In the historical benchmark, each event represents one successful or failed attempt to execute a workflow step, after replay duplicates are removed. Loops and retries can add events; an event does not map one-to-one to a visible block, tool call, or external request.\n\n## Contract summary\n\n| Property | Value |\n| --- | --- |\n| OpenAPI | 3.1.0 |\n| API version | 1.0.0 |\n| Operations | 37 |\n| Component schemas | 62 |\n| Authentication | HTTP bearer token with operation-specific workflow scopes |\n\n## Organization isolation\n\nWorkflow definitions, versions, graphs, webhook endpoints, and runs are resolved within the organization carried by the authenticated credential. An identifier from another organization does not grant access.\n\n## Operations\n\n- [Search Workflow Actions](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/search-workflow-actions.md): `GET /developer/v1/actions` — Search tenant-permitted platform actions; connection setup is reported separately.\n- [Get Workflow Action](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/get-workflow-action.md): `GET /developer/v1/actions/{handler}` — Return the complete first-pass schema for one exact public action handler.\n- [List Workflow Action Field Options](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/list-workflow-action-field-options.md): `GET /developer/v1/actions/{handler}/fields/{field}/options` — Resolve dynamic choices for one action field without exposing credentials.\n- [Get Workflow Capabilities](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/get-workflow-capabilities.md): `GET /developer/v1/capabilities` — Return the established strict V1 workflow capability manifest.\n- [Get Workflow Capabilities V2](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/get-workflow-capabilities-v2.md): `GET /developer/v1/capabilities/v2` — Describe graph controls plus the public webhook lifecycle contract.\n- [List Workflow Integration Connections](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/list-workflow-integration-connections.md): `GET /developer/v1/integration-connections` — Report whether each public integration has credentials, without exposing them.\n- [List Workflow Integrations](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/list-workflow-integrations.md): `GET /developer/v1/integrations` — List tenant-permitted public integrations; this does not assert connection setup.\n- [Cancel Developer Workflow Run](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/cancel-developer-workflow-run.md): `POST /developer/v1/runs/{run_id}/cancel` — Request cancellation of one organization-owned public-compatible workflow run.\n- [List Developer Workflows](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/list-developer-workflows.md): `GET /developer/v1/workflows` — List the same organization-scoped workflows shown in UMPA.\n- [Create Developer Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/create-developer-workflow.md): `POST /developer/v1/workflows` — Create a workflow directly in the core ETL store used by UMPA.\n- [Import Developer Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/import-developer-workflow.md): `POST /developer/v1/workflows/import` — Import canonical JSON as an inactive UMPA workflow with published version 1.\n- [Validate Workflow Definition](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/validate-workflow-definition.md): `POST /developer/v1/workflows/validate` — Preflight canonical workflow JSON against save, audit, and public API rules. This operation does not persist anything. A definition that fails validation still returns HTTP 200 with ``viable=false`` and machine-actionable findings.\n- [Delete Developer Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/delete-developer-workflow.md): `DELETE /developer/v1/workflows/{definition_id}` — Soft-delete a workflow after publish-scope authorization and explicit confirmation.\n- [Get Developer Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/get-developer-workflow.md): `GET /developer/v1/workflows/{definition_id}` — Read an active, historical, or draft workflow definition by identifier.\n- [Update Developer Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/update-developer-workflow.md): `PATCH /developer/v1/workflows/{definition_id}` — Update workflow metadata or an existing draft; published graphs are immutable.\n- [Audit Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/audit-workflow.md): `POST /developer/v1/workflows/{definition_id}/audit` — Audit the unpublished draft and return actionable graph findings without mutation.\n- [Discard Developer Workflow Draft](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/discard-developer-workflow-draft.md): `DELETE /developer/v1/workflows/{definition_id}/draft` — Discard the current unpublished draft while preserving published versions.\n- [Create Developer Workflow Draft](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/create-developer-workflow-draft.md): `POST /developer/v1/workflows/{definition_id}/draft` — Create an editable draft from the workflow's currently active version.\n- [Replace Developer Workflow Draft From Json](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/replace-developer-workflow-draft-from-json.md): `POST /developer/v1/workflows/{definition_id}/draft/from-json` — Replace the complete draft graph from canonical JSON without publishing it.\n- [Export Developer Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/export-developer-workflow.md): `GET /developer/v1/workflows/{definition_id}/export` — Export canonical workflow JSON suitable for validation or exact re-import.\n- [Get Workflow Graph](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/read-workflow-graph.md): `GET /developer/v1/workflows/{definition_id}/graph` — Read the complete public-safe graph for a workflow's current target version.\n- [Replace Workflow Graph](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/replace-workflow-graph.md): `PUT /developer/v1/workflows/{definition_id}/graph` — Replace the entire editable draft graph after public policy validation.\n- [Insert Workflow Node After](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/insert-workflow-node-after.md): `POST /developer/v1/workflows/{definition_id}/nodes/after` — Insert one node after an existing draft node and optionally rewire its targets.\n- [Insert Workflow Node Before](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/insert-workflow-node-before.md): `POST /developer/v1/workflows/{definition_id}/nodes/before` — Insert one node before an existing draft node and optionally rewire its sources.\n- [Delete Workflow Node](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/delete-workflow-node.md): `DELETE /developer/v1/workflows/{definition_id}/nodes/{node_id}` — Delete one draft node and optionally reconnect its incoming and outgoing edges.\n- [Get Workflow Node Details](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/read-workflow-node-details.md): `GET /developer/v1/workflows/{definition_id}/nodes/{node_id}` — Read one node's configuration, connections, and public action metadata.\n- [Update Workflow Node](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/update-workflow-node.md): `PATCH /developer/v1/workflows/{definition_id}/nodes/{node_id}` — Patch selected fields on one node in the editable draft graph.\n- [Get Workflow Node Context](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/read-workflow-node-context.md): `GET /developer/v1/workflows/{definition_id}/nodes/{node_id}/context` — Read one node with its immediate upstream and downstream graph context.\n- [Get Workflow Outline](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/read-workflow-outline.md): `GET /developer/v1/workflows/{definition_id}/outline` — Read a compact node-and-edge outline before requesting larger graph details.\n- [Publish Developer Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/publish-developer-workflow.md): `POST /developer/v1/workflows/{definition_id}/publish` — Audit and publish the current draft as an immutable active version. Inherits the same confirm_removed_nodes / 409 removed_nodes_require_confirmation contract as the interactive publish route (see publish_draft); confirmation retries must echo the returned removed_nodes_confirmation.\n- [List Workflow Runs Safe](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/list-workflow-runs-safe.md): `GET /developer/v1/workflows/{definition_id}/runs` — Return run navigation metadata without trigger or node-result values.\n- [Run Developer Workflow](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/run-developer-workflow.md): `POST /developer/v1/workflows/{definition_id}/runs` — Start an active published workflow with idempotent retry semantics.\n- [Read Workflow Run Node Shape](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/read-workflow-run-node-shape.md): `GET /developer/v1/workflows/{definition_id}/runs/{run_id}/nodes/{node_id}` — Return status and value-free output shapes for one executed node.\n- [List Developer Workflow Versions](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/list-developer-workflow-versions.md): `GET /developer/v1/workflows/{definition_id}/versions` — List immutable published versions and draft metadata for one workflow.\n- [Get Developer Workflow Version](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/get-developer-workflow-version.md): `GET /developer/v1/workflows/{definition_id}/versions/{version_id}` — Read one immutable workflow version without changing the active version.\n- [Revert Developer Workflow Version](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/revert-developer-workflow-version.md): `POST /developer/v1/workflows/{definition_id}/versions/{version_id}/revert` — Create a new editable draft copied from a historical workflow version.\n- [Get Developer Workflow Webhook Endpoint](https://genhealth.ai/docs/workflows/api-reference/v1/workflow-developer-api/get-developer-workflow-webhook-endpoint.md): `GET /developer/v1/workflows/{definition_id}/webhook-endpoint` — Return an active, published webhook URL; never exposed as an MCP tool.\n",
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      {
        "text": "{\n  \"kind\": \"genhealth.workflow_definition\",\n  \"schema_version\": 1,\n  \"workflow\": {\n    \"name\": \"Agent quickstart: synthetic routing\",\n    \"description\": \"Synthetic execution check; no healthcare system reads or writes.\",\n    \"nodes\": [\n      { \"id\": \"received\", \"type\": \"comment\", \"name\": \"Synthetic request\", \"config\": { \"heading\": \"Start\", \"body\": \"Inputs are supplied in trigger_data.\" } },\n      { \"id\": \"route\", \"type\": \"if\", \"name\": \"Ready?\", \"config\": { \"condition\": \"{{trigger.default.ready}}\" } },\n      { \"id\": \"ready\", \"type\": \"comment\", \"name\": \"Ready outcome\", \"config\": { \"heading\": \"Ready\", \"body\": \"The true branch ran.\" } },\n      { \"id\": \"review\", \"type\": \"comment\", \"name\": \"Review outcome\", \"config\": { \"heading\": \"Review\", \"body\": \"The false branch ran; no external review task was created.\" } }\n    ],\n    \"edges\": [\n      { \"source_node_id\": \"received\", \"source_output\": \"default\", \"target_node_id\": \"route\", \"target_input\": \"default\" },\n      { \"source_node_id\": \"route\", \"source_output\": \"true\", \"target_node_id\": \"ready\", \"target_input\": \"default\" },\n      { \"source_node_id\": \"route\", \"source_output\": \"false\", \"target_node_id\": \"review\", \"target_input\": \"default\" }\n    ]\n  }\n}\n",
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    "command": "mkdir -p /sandbox/repo/examples && cp /tmp/ghx/agent-smoke-test.json /sandbox/repo/examples/synthetic-routing.workflow.json && ls -R /sandbox/repo"
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    "command": "cd /sandbox/repo && chmod +x genhealth_quickstart.py && python3 -m py_compile genhealth_quickstart.py && echo \"compiles OK\"\necho \"=== 1) no key ===\"; python3 genhealth_quickstart.py doctor; echo \"exit=$?\"\necho \"=== 2) bogus key (expect clean 401) ===\"; GENHEALTH_API_KEY=dummy-key-not-real python3 genhealth_quickstart.py doctor; echo \"exit=$?\"\necho \"=== 3) validate with bogus key ===\"; GENHEALTH_API_KEY=dummy-key-not-real python3 genhealth_quickstart.py validate examples/synthetic-routing.workflow.json; echo \"exit=$?\"\necho \"=== 4) local guard: non-synthetic graph ===\"; echo '{\"kind\":\"genhealth.workflow_definition\",\"schema_version\":1,\"workflow\":{\"name\":\"x\",\"nodes\":[{\"id\":\"a\",\"type\":\"brightree_create_sales_order\"}]}}' > /tmp/unsafe.json; GENHEALTH_API_KEY=dummy python3 genhealth_quickstart.py validate /tmp/unsafe.json; echo \"exit=$?\""
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      {
        "text": "compiles OK\n=== 1) no key ===\nerror: GENHEALTH_API_KEY is not set. Get an organization-bound key:\n  1. sign up at https://umpa.genhealth.ai/api/auth/login?screen_hint=signup\n  2. create a key at https://genhealth.ai/account/api-keys\n  3. export GENHEALTH_API_KEY=...   (never commit it)\nexit=1\n=== 2) bogus key (expect clean 401) ===\nerror: HTTP 401 on GET /capabilities/v2 -> GENHEALTH_API_KEY missing/expired/invalid - check the bearer token. (no automatic write retry attempted)\nexit=1\n=== 3) validate with bogus key ===\nerror: HTTP 401 on POST /workflows/validate -> GENHEALTH_API_KEY missing/expired/invalid - check the bearer token. (no automatic write retry attempted)\nexit=1\n=== 4) local guard: non-synthetic graph ===\nerror: This example runs synthetic comment/if graphs only; found brightree_create_sales_order. Real integration actions need provisioned connections and a review of /docs/workflows/action-contracts.\nexit=1\n",
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    "command": "cd /sandbox/repo && python3 - <<'EOF'\nimport json\nd=json.load(open('examples/synthetic-routing.workflow.json'))\nids={n['id'] for n in d['workflow']['nodes']}\nbad=[e for e in d['workflow']['edges'] if e['source_node_id'] not in ids or e['target_node_id'] not in ids]\nprint(\"nodes:\",sorted(ids),\"| dangling edges:\",bad,\"| kind:\",d['kind'],\"| schema_version:\",d['schema_version'])\nEOF\nprintf '\\n# GenHealth example run state (workflow/run ids; never commit secrets here either)\\ngenhealth-example-state.json\\n*-state.json\\n' >> .gitignore && tail -5 .gitignore"
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    "content": [
      {
        "text": "nodes: ['ready', 'received', 'review', 'route'] | dangling edges: [] | kind: genhealth.workflow_definition | schema_version: 1\n.dart_tool/\n\n# GenHealth example run state (workflow/run ids; never commit secrets here either)\ngenhealth-example-state.json\n*-state.json\n",
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    "content": [
      {
        "text": "/developer/openapi.json -> 200\n/developer/docs -> 200\n/developer/mcp -> 405\n\ntotal 48\ndrwxr-xr-x 5 root root  4096 Oct 22 17:21 .\ndrwxr-xr-x 7 root root  4096 Oct 22 17:19 ..\ndrwxr-xr-x 8 root root  4096 Sep 24 20:05 .git\n-rw-r--r-- 1 root root   534 Oct 22 17:21 .gitignore\n-rw------- 1 root root  6871 Oct 22 17:21 README.md\ndrwx------ 2 root root  4096 Oct 22 17:20 __pycache__\ndrwx------ 2 root root  4096 Oct 22 17:20 examples\n-rwx------ 1 root root 12670 Oct 22 17:20 genhealth_quickstart.py\n M .gitignore\n?? README.md\n?? examples/\n?? genhealth_quickstart.py\n",
        "type": "text"
      }
    ]
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-a05423469934b630",
  "is_error": false,
  "tool_kind": "shell"
}

{
  "type": "tool_call",
  "seq": 80,
  "ts": "2026-10-22T17:21:27.328Z",
  "name": "bash",
  "turn": 1,
  "input": {
    "command": "cd /sandbox/repo && chmod 644 README.md genhealth_quickstart.py examples/*.json && chmod 755 examples && rm -rf __pycache__\ntimeout 20 curl -sSL https://api.umpa.genhealth.ai/developer/openapi.json -o /tmp/gh_openapi.json -w \"%{http_code}\\n\"; python3 - <<'EOF'\nimport json\nd=json.load(open('/tmp/gh_openapi.json'))\nprint(\"openapi:\",d.get(\"openapi\"),\"| version:\",d.get(\"info\",{}).get(\"version\"))\nprint(\"paths:\",len(d.get(\"paths\",{})),\"| schemas:\",len(d.get(\"components\",{}).get(\"schemas\",{})))\nprint(\"sample:\",list(d.get(\"paths\",{}))[:6])\nprint(\"security:\",d.get(\"components\",{}).get(\"securitySchemes\"))\nEOF\ngit status --short"
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-928eba50a160d92e",
  "tool_kind": "shell"
}

{
  "type": "tool_result",
  "seq": 81,
  "ts": "2026-10-22T17:21:28.110Z",
  "turn": 1,
  "output": {
    "content": [
      {
        "text": "200\nopenapi: 3.1.0 | version: 1.0.0\npaths: 29 | schemas: 62\nsample: ['/developer/v1/capabilities', '/developer/v1/capabilities/v2', '/developer/v1/actions', '/developer/v1/integrations', '/developer/v1/integration-connections', '/developer/v1/actions/{handler}']\nsecurity: {'HTTPBearer': {'type': 'http', 'scheme': 'bearer'}}\n M .gitignore\n?? README.md\n?? examples/\n?? genhealth_quickstart.py\n",
        "type": "text"
      }
    ]
  },
  "run_id": "cmvjt3bdh011s0jusn4ty4cox",
  "tool_id": "chatcmpl-tool-928eba50a160d92e",
  "is_error": false,
  "tool_kind": "shell"
}