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scholarpulse

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 ($0.15): Scholarship search • global ($0.15): International scholarship matching • government ($0.10): Government scholarship programs • erasmus ($0.08): Erasmus+ program guide • aid ($0.12): US financial aid estimate • fafsa ($0.10): FAFSA strategy • loans ($0.12): Student loan repayment strategy • forgiveness ($0.10): Loan forgiveness eligibility • roi ($0.10): Degree ROI analysis • merit ($0.12): Merit aid strategy • deadline ($0.08): Scholarship deadline tracker • essay ($0.10): Scholarship essay strategy • refi ($0.15): Student loan refinancing intelligence

Input Schema

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

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.8/5.0
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 of behavioral disclosure. It reveals per-endpoint pricing and that the tool provides 'intelligence' or analysis, but it does not disclose return formats, whether external API calls are made, data sources, rate limits, or any side effects. The truncated 'US financial aid (Col' also suggests missing important context.

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

Conciseness3/5

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

The bulleted endpoint list is well-organized and front-loaded with the domain and coverage, but the description is not polished: it claims 12 endpoints while listing 13, has an incomplete sentence, and repeats the action enum already present in the schema. The pricing information adds bulk but not much decision utility for an agent.

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?

For a tool with 36 parameters, 13 actions, and no output schema, this description is incomplete. It does not explain which parameters apply to which endpoint, what kind of result the agent should expect, or how pricing affects invocation. The endpoint list provides breadth but lacks the depth needed for correct tool selection and usage.

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 description coverage is 100%, so the baseline is 3. The description adds endpoint-level domain context but does not map the 36 parameters to specific endpoints, nor does it explain parameter relationships. The schema descriptions themselves are terse (e.g., 'Field of study' and 'Education level') and provide minimal added meaning beyond the property names.

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

Purpose4/5

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

The description clearly identifies ScholarPulse as a scholarship and student finance intelligence tool with a global scope, listing 13 endpoints covering search, matching, government programs, and loan strategies. This distinguishes it from the generic sibling 'pulse' tools by domain, though the text claims '12 endpoints' while listing 13 and appears truncated at 'US financial aid (Col'.

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 is given for selecting among the many endpoints. The endpoint names and one-line descriptions imply some usage contexts (e.g., 'fafsa' for FAFSA strategy), but there are no direct recommendations, no examples, and no mention of when to use this tool versus other sibling tools. For a multi-endpoint tool, this is a significant gap.

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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