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seniorpulse

Access AI-synthesized Medicare guidance, care facility evaluations, medication safety checks, benefits discovery, and caregiver support for seniors and families worldwide.

Instructions

SeniorPulse: Global elder care intelligence API. AI-synthesized Medicare guidance, care facility evaluation, medication safety, benefits discovery, and caregiver support for seniors and their families worldwide. U

Coverage: Global

Endpoints: • medicare ($0.15): Medicare plan guidance • facility ($0.15): Care facility evaluation guide • meds ($0.10): Medication safety check for elderly patients (polypharmacy) • benefits ($0.10): Benefits eligibility assessment (US) • caregiver ($0.10): Family caregiver resource guide • grief ($0.10): Post-loss estate and grief guide • legal ($0.10): Elder law document guide (POA, advance directive, guardianship) • memory ($0.10): Cognitive decline staging and dementia care trajectory • nh-compare ($0.15): Nursing home quality comparison (CMS Care Compare data) • property-tax ($0.08): Senior property tax relief programs by state • rx-assist ($0.10): Prescription assistance programs (Extra Help, state programs, pharma PAPs) • snap-utility ($0.10): Senior SNAP food assistance and LIHEAP utility assistance • veterans ($0.15): VA Aid & Attendance and senior veteran benefits

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
ageNoPatient age — used to calibrate Beers Criteria thresholds (most critical for ages 65–75 vs. 85+)
zipNoZIP code for plan availability context (US)
langNoResponse language (e.g. 'es', 'zh', 'ko', 'vi', 'tl') — Claude responds natively in any language
typeNoFacility type. Defaults to assisted-living.
stateNoUS state name or 2-letter abbreviation (e.g. 'Texas', 'TX')
actionYesWhich endpoint to call. Options: medicare | facility | meds | benefits | caregiver | grief | legal | memory | nh-compare | property-tax | rx-assist | snap-utility | veterans
assetsNoTotal countable assets in USD — excludes primary home and one vehicle
budgetNoMonthly budget in local currency (USD for US, GBP for UK, AUD for Australia, CAD for Canada)
incomeNoMonthly gross income in USD (Social Security, pension, wages)
has_poaNoWhether an existing POA is in place — affects urgency and next steps
veteranNoSet true to include VA Aid & Attendance and other veteran-specific benefits in the assessment
locationNoCity and state/country (e.g. 'Austin TX', 'London UK', 'Toronto Canada', 'Sydney Australia')
own_homeNoWhether the senior owns their home — affects LIHEAP eligibility and some SNAP asset tests
care_costNoMonthly unreimbursed care costs in USD (home health aide, assisted living, adult day care)
cdr_scoreNoClinical Dementia Rating (0, 0.5, 1, 2, 3). 0=normal, 0.5=very mild, 1=mild, 2=moderate, 3=severe.
diagnosisNoFormal diagnosis if known (e.g. 'Alzheimer's', 'vascular dementia', 'Lewy body', 'MCI', 'frontotemporal')
situationNoEnrollment scenario — e.g. 'turning 65', 'comparing plans', 'losing employer coverage at 67', 'enrolling due to disability', 'reviewing Part D'
days_sinceNoDays since the loss — calibrates guidance to immediate (0–7 days), short-term (1–4 weeks), or ongoing estate (1–12 months) phases
facilitiesNoComma-separated facility names or addresses to compare head-to-head (e.g. 'Sunrise Senior Living Austin,Brookdale South Austin')
home_valueNoEstimated home value in USD — used to estimate annual savings
mmse_scoreNoMini-Mental State Examination score (0–30). 24–30 normal, 18–23 mild, 0–17 severe.
moca_scoreNoMontreal Cognitive Assessment score (0–30). Below 26 indicates possible impairment.
medicationsNoComma-separated medication list using generic names (e.g. 'metformin,lisinopril,aspirin,diphenhydramine,amlodipine')
on_medicareNoWhether the senior is enrolled in Medicare Part D — affects Extra Help vs. manufacturer PAP eligibility
veteran_ageNoVeteran age
current_livingNoCurrent living situation (e.g. 'alone', 'with spouse', 'with adult children', 'assisted living')
household_sizeNoNumber of people in the household — SNAP limits vary by household size
capacity_concernNoSet true if there are concerns about the senior's cognitive capacity to sign legal documents — triggers guardianship guidance
medical_expensesNoMonthly out-of-pocket medical expenses — seniors can deduct excess medical costs to qualify for SNAP
surviving_spouseNoSet true if the applicant is a surviving spouse of a veteran — unlocks Survivors Pension and Aid & Attendance for surviving spouses
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations provided. The description mentions endpoints and prices, implying a paid API, but does not disclose data sources, latency, or side effects. Some transparency is present through the endpoint list, but lacking for a complete behavioral picture.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is verbose, contains formatting issues (cut off text, stray 'U'), and repeats the tool name. It could be significantly streamlined.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description does not explain the overall workflow (action dispatch), what the API returns, or how to handle the 30 parameters. It is incomplete and lacks guidance for effective use.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description adds endpoint names and brief purposes, but this largely overlaps with the schema's enum description for 'action'. Marginal value beyond schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool provides 'AI-synthesized Medicare guidance, care facility evaluation, medication safety, benefits discovery, and caregiver support for seniors' and lists specific endpoints. It distinguishes from sibling tools by focusing on elder care.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No explicit guidance on when to use this tool vs sibling tools like vetpulse or legalpulse. The description lists endpoints but does not provide alternative tools or exclusions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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