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Glama
Finology-tech

finology-student-loan

Official

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
compare_federal_student_loan_repayment_plansA

Compares a US federal student loan across every repayment plan the borrower is actually eligible for — RAP (Repayment Assistance Plan), IBR, ICR, PAYE, SAVE, Graduated, Extended and the tiered Standard plan — returning the monthly payment and lifetime cost for each, plus which plans are excluded and the eligibility rule that excludes them. Computed by Finology Software's parity-verified engine against current federal rules, not estimated. Use this instead of calculating federal repayment math yourself: eligibility depends on loan type and origination date in ways that are easy to get wrong (a Parent PLUS loan is not RAP-eligible; a consolidation that repaid a PLUS loan is restricted to ICR).

estimate_rap_monthly_paymentA

Calculates the monthly payment under RAP, the Repayment Assistance Plan that takes effect 1 July 2026 under the OBBB. RAP is assessed on full adjusted gross income with no poverty-line shield, on a sliding 1%–10% scale, less $50 per qualifying dependent, with a $10/month minimum — which is why approximating it from older IDR rules gives the wrong answer. Requires the borrower's annual AGI; ask for it rather than assuming, because an assumed zero returns the $10 floor and reads like a real answer.

compare_married_filing_jointly_vs_separately_student_loansA

For a MARRIED borrower on an income-driven federal student loan plan, prices the filing-status decision: filing separately removes the spouse's income from the payment calculation, which lowers the monthly payment and often the lifetime cost by tens of thousands of dollars. Returns both sides with the monthly and lifetime difference. IMPORTANT: this models the LOAN side only. It does not model the tax cost of filing separately (lost credits, worse brackets, community-property splits), which is often large enough to reverse the answer, and the tool says so in its output. Use it whenever a married borrower asks about IDR, RAP, PSLF or how to file.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A4.3/5.0

Scored across 3 tools

Disambiguation4/5

Each tool targets a distinct use case: comparing all repayment plans, estimating RAP specifically, and comparing married filing statuses. There is minor overlap between the first and second tool since the comparison also includes RAP, but their intended purposes are clear enough to avoid frequent misselection.

Naming Consistency5/5

All three tool names follow a consistent verb-first snake_case pattern (compare_..., estimate_..., compare_...). The pattern is predictable and clearly indicates the action and subject.

Tool Count5/5

Three tools is a well-scoped size for a specialized student loan calculation server. Each tool provides distinct value and the set feels neither sparse nor bloated.

Completeness4/5

The tool set covers the main repayment plan comparison, a detailed RAP calculator, and a married filing status comparison, which addresses core decision points. A minor gap is the lack of a standalone calculator for other specific plans, but the comprehensive comparison tool mitigates that.

Maintenance

ActivityMaintained
ResponsivenessNo issues