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seniorpulse

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 (or country-equivalent senior health coverage) • facility ($0.15): Care facility evaluation guide • meds ($0.10): Medication safety check for elderly patients (polypharmacy) • benefits ($0.10): Benefits eligibility assessment (US by default; country-aware) • 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 / care home quality comparison (CMS Care Compare by default; country-aware) • property-tax ($0.08): Senior property tax relief programs by state (US by default; country-aware) • rx-assist ($0.10): Prescription assistance programs (Extra Help, state programs, pharma PAPs; country-aware) • snap-utility ($0.10): Senior SNAP food assistance and LIHEAP utility assistance (US by default; country-aware) • veterans ($0.15): VA Aid & Attendance and senior veteran benefits (US by default; country-aware) • pension-intl ($0.15): International state/public pension intelligence

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')
topicNoFocus area. Defaults to a full overview covering all four.
actionYesWhich endpoint to call. Options: medicare | facility | meds | benefits | caregiver | grief | legal | memory | nh-compare | property-tax | rx-assist | snap-utility | veterans | pension-intl
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)
countryNoCountry of residence — defaults to US Medicare if omitted. Set for non-US countries (e.g. 'United Kingdom', 'Canada', 'Germany') to get that country's senior health coverage instead.
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
moved_abroad_toNoCountry the person has moved or plans to move to, if different from the pension-paying country — triggers cross-border/totalization analysis
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
years_contributedNoYears of contributions or residency toward the pension so far, if known

TDQS

B3.1/5.0
Behavior3/5

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

With no annotations, the description carries the full burden. It does disclose that the API is 'AI-synthesized', includes per-endpoint pricing, and notes country-aware defaults (e.g., 'US by default; country-aware'). However, it omits authentication requirements, response format, rate limits, and what happens on missing optional parameters, which are critical for safe invocation.

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 well-organized with bullet points, but it runs long and includes pricing details that are peripheral to invocation. More critically, the text is truncated after 'worldwide. U', indicating a formatting issue that interrupts readability. The structure helps, but the truncation and verbosity reduce its effectiveness.

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?

Given the tool's complexity (14 endpoints, 34 parameters) and no output schema, the description should tie everything together—explaining how to select an endpoint, which parameters apply to which endpoint, and what kind of response to expect. It does none of this, instead just cataloging endpoints and prices. The schema is rich, but the description itself leaves major gaps in operational context.

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% with detailed descriptions for all 34 parameters, so the baseline is 3. The tool description itself adds no parameter-level details beyond the endpoint list and pricing, but the schema already thoroughly explains each parameter's meaning and constraints.

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 explicitly states 'Global elder care intelligence API' and enumerates specific endpoints such as 'Medicare plan guidance', 'Care facility evaluation guide', and 'Medication safety check', making the tool's purpose and scope unmistakable. It clearly distinguishes seniorpulse from sibling tools by its specialized elder care domain.

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?

The description lists all 14 endpoints and their prices but provides no guidance on when to use this tool versus a sibling tool, nor how to choose among the endpoints for a given scenario. It lacks explicit 'use this when' or 'instead of' language, leaving the agent to infer usage entirely from endpoint names and schema.

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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TDQS

B3.2/5.0
Disambiguation4/5

Each tool has a unique domain prefix (e.g., airdroppulse, alphapulse, arbipulse) making them mostly distinguishable at a glance. A few adjacent verticals like careerpulse vs talentpulse or marketpulse vs dealpulse have overlapping themes, but their descriptions clarify the distinct focus. The utility tools (catalog_search, discover, get_openapi_spec, x402_troubleshoot) are also clearly distinct in role. However, the sheer number of similar 'pulse' names could still cause misselection without reading descriptions.

Naming Consistency4/5

The dominant naming convention is `<domain>pulse` (e.g., climatepulse, cryptopulse, edupulse), which is highly consistent and predictable. Exceptions like catalog_search, discover, get_openapi_spec, x402_troubleshoot, and stateedge break the pattern, but these are few and serve obvious utility purposes. Overall, the convention is clear and easily learnable.

Tool Count2/5

With 80 tools, the server presents an extremely large and potentially overwhelming surface. While each tool represents a distinct intelligence vertical and navigation aids exist (catalog_search, discover, get_openapi_spec), the count far exceeds the typical 3-15 range for coherent agent use and even the 'heavy' 16-25 range. The burden of selecting the correct vertical from 80 options is significant, despite clear naming.

Completeness5/5

The server offers an exceptionally broad and deep coverage of domains, from finance and health to agriculture and gaming. Each vertical includes multiple endpoints that address core operations for its domain, such as search, analysis, comparisons, deterministic checks, and even action-oriented tools like letter generators and physical mail. The presence of free discovery and troubleshooting tools fills potential gaps, leaving no obvious dead ends in the overall tool surface.