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scholarpulse

Search scholarships across 190+ countries, match international opportunities, assess government programs, and plan student loan repayment with real-time intelligence.

Instructions

ScholarPulse: Global scholarship and student finance intelligence. 12 endpoints covering scholarship search (190+ countries), international scholarship matching, government programs, Erasmus+, US financial aid (Col

Coverage: Global

Endpoints: • search ($0.10): Scholarship search • global ($0.10): International scholarship matching • government ($0.10): Government scholarship programs • erasmus ($0.10): Erasmus+ program guide • aid ($0.10): US financial aid estimate • fafsa ($0.10): FAFSA strategy • loans ($0.10): Student loan repayment strategy • forgiveness ($0.10): Loan forgiveness eligibility • roi ($0.10): Degree ROI analysis • merit ($0.10): Merit aid strategy • deadline ($0.10): Scholarship deadline tracker • essay ($0.10): Scholarship essay strategy

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
actionYesWhich endpoint to call. Options: search | global | government | erasmus | aid | fafsa | loans | forgiveness | roi | merit | deadline | essay
langNoResponse language (default: English)
majorNoField of study (e.g. nursing, engineering, computer-science)
countryNoCountry to search in (default: US)
levelNoEducation level
gpaNoGPA (e.g. 3.8)
incomeNoHousehold income for need-based filtering
demographicNofirst-gen | veteran | international | stem-women
nationalityNoStudent's nationality (e.g. Indian, Nigerian, Brazilian)
destinationNoTarget country (e.g. UK, Germany, USA, Japan)
fieldNoField of study
fromNoHome EU/EEA country
toNoHost country
durationNoDuration in months (2-12)
collegeNoUS college or university name
family_sizeNoHousehold size (default: 4)
assetsNoReportable assets (exclude retirement accounts)
dependency_statusNoDependency status
yearNofreshman | sophomore | junior | senior | graduate
balanceNoTotal loan balance
loan_typeNofederal | private | HELP | Plan2 | OSAP
years_in_repaymentNoYears already in repayment
professionNoteacher | nurse | doctor | social-worker | lawyer | military | government-employee | researcher | veterinarian
employer_typeNopublic-school | nonprofit | government | private
stateNoUS state for state-specific programs
years_in_serviceNoYears in qualifying employment
degree_levelNobachelor | master | phd | associate | professional
debtNoTotal expected debt at graduation
test_scoreNoSAT 1400 | ACT 32 | IB 38
monthNonext | this-month | next-3-months
scholarshipNoScholarship name (e.g. Gates Scholarship, Chevening, DAAD, Rhodes)
promptNoThe essay prompt text
word_limitNoWord limit
backgroundNoBrief student background
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It mentions pricing ($0.10 per endpoint) which adds some transparency, but it does not disclose rate limits, authentication requirements, or side effects. The behavioral traits are not well described.

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

Conciseness4/5

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

The description is front-loaded with the main purpose and structured as a summary followed by a bulleted list. However, it is somewhat verbose (over 200 words) and could be more concise by removing the pricing details from each endpoint description.

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

Completeness3/5

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

Given the complexity (34 parameters, no output schema), the description lists all endpoints but does not provide guidance on which parameters to combine for each endpoint. It is adequate but not fully complete for an agent to understand all usage scenarios.

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 descriptions for all 34 parameters, so baseline is 3. The description adds some context for the 'action' parameter by listing endpoints with brief explanations (e.g., 'search ($0.10): Scholarship search'), but does not add meaning beyond the schema for other parameters.

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's domain: 'Global scholarship and student finance intelligence' and lists 12 specific endpoints covering various aspects. It distinguishes itself from sibling 'pulse' tools which focus on different topics (e.g., cryptopulse, taxpulse). The verb 'search', 'matching', etc. are specific and tied to the resource.

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

Usage Guidelines3/5

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

The description does not explicitly state when to use this tool versus alternatives. It is implied by the domain (scholarships, student finance) and the sibling tools cover other domains, but no when-to-use or when-not-to-use guidance is provided.

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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