Connection check
verified live · 26h ago
counselorai
College-access writing and financial-aid analysis tools for counselors, students, and families.
Tools
13
GitHub stars
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Installs / wk
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Licence
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Transport
streamable-http
Last checked
26h ago
Tools & capabilities
13 toolsRead from the running server on 26h ago.
account_balance
read-only
Free. Returns the credits left on this API key. Call it before a long run of billed calls. Free. Returns the credits left on this API key. Call it before a long run of billed calls.
aid
incomecontextschoolCountstudentNamefafsaContextrepayContext
+1
Explain what a family is likely to see across a list of schools and why, in plain language. An explanation for a counselor to walk a family through, never an official determination… Explain what a family is likely to see across a list of schools and why, in plain language. An explanation for a counselor to walk a family through, never an official determination, and the output says so. Cost: about 73 credits (~$0.073) per call.
appeal
lengthstatuscompetingappealTypekeyDetails*schoolName
+5
Draft a financial aid appeal letter to a college financial aid office. Call this when a family needs to ask for a review of an award: income dropped, an expense appeared, another s… Draft a financial aid appeal letter to a college financial aid office. Call this when a family needs to ask for a review of an award: income dropped, an expense appeared, another school offered more, or the FAFSA was wrong. Returns the letter, not advice on whether to appeal. Runs a 5-step drafting pipeline, so it is the most expensive tool here and the slowest, typically 30 to 60 seconds. Cost: about 353 credits (~$0.353) per call.
awardlens
read-only
letter1*letter2letter3studentNamescorecardData
Break down one to three financial aid award letters: what is grant, what is loan, what is work-study that has to be earned, what the real out-of-pocket cost is, and what renewal co… Break down one to three financial aid award letters: what is grant, what is loan, what is work-study that has to be earned, what the real out-of-pocket cost is, and what renewal conditions are buried in the language. Flags Professional Judgment appeal openings. With more than one letter it compares them side by side. Read-only. Cost: about 95 credits (~$0.095) per call.
fafsa
gradenotesincomeschoolsspecialstimeline
+2
Produce a FAFSA action checklist for one student, keyed to their grade, dependency status and income band. Answers the process question a family actually has: what do we do, in wha… Produce a FAFSA action checklist for one student, keyed to their grade, dependency status and income band. Answers the process question a family actually has: what do we do, in what order, by when. Does not compute an award. Cost: about 87 credits (~$0.087) per call.
humanize
read-only
text*audiencestrengthpreserveFormatting
Rewrite reader-facing prose so it sounds direct, specific, and personal without changing facts or inventing a voice. Use it for outreach, emails, letters, posts, and narrative copy… Rewrite reader-facing prose so it sounds direct, specific, and personal without changing facts or inventing a voice. Use it for outreach, emails, letters, posts, and narrative copy. It preserves quoted text and checks the result against the source. It does not evade or promise to beat AI detectors. Do not use it for code, SQL, JSON, legal text, or technical specifications. Cost: about 413 credits (~$0.413) per call.
letterlens
read-only
focuspurposeletterText*
Analyze a finished recommendation letter and return specific fixes: what is vague, what is asserted without evidence, what reads as generated. Read-only and far cheaper than drafti… Analyze a finished recommendation letter and return specific fixes: what is vague, what is asserted without evidence, what reads as generated. Read-only and far cheaper than drafting. Use it to critique a draft, not to rewrite one, and use revision to apply the fixes. Cost: about 93 credits (~$0.093) per call.
profile
tagsgoalsgrademajornotesschool
+5
Turn raw counselor notes into a structured student profile. Run this first when working one student across several tools: it is cheap, and its output is good input for the relation… Turn raw counselor notes into a structured student profile. Run this first when working one student across several tools: it is cheap, and its output is good input for the relationship, traits and story fields on rec, or keyDetails on appeal. Cost: about 87 credits (~$0.087) per call.
quote_call
read-only
tool*input
Free. Validates the input for a tool and returns the exact credit hold a real call would take at your price, plus whether your balance covers it. Use it to budget before a billed c… Free. Validates the input for a tool and returns the exact credit hold a real call would take at your price, plus whether your balance covers it. Use it to budget before a billed call or to lint an input for free.
rec
majorstorytraits*purposeschoolsprofType
+8
Draft a letter of recommendation from counselor notes. Call this to WRITE a letter. To critique one that already exists, call letterlens instead, which is much cheaper. Runs the sa… Draft a letter of recommendation from counselor notes. Call this to WRITE a letter. To critique one that already exists, call letterlens instead, which is much cheaper. Runs the same 5-step pipeline as appeal. Cost: about 369 credits (~$0.369) per call.
revision
currentText*instruction*
Apply one instruction to an existing letter and return the revised text. Pair it with letterlens: review to find the problems, revise to fix them. Changes only what the instruction… Apply one instruction to an existing letter and return the revised text. Pair it with letterlens: review to find the problems, revise to fix them. Changes only what the instruction asks for. Cost: about 97 credits (~$0.097) per call.
scholarship
gpagrademajornotesstateactivities
+2
Surface scholarships worth this student's time and the angle their application should take for each. Runs a live web search, so it is slower and costs more than the other analysis… Surface scholarships worth this student's time and the angle their application should take for each. Runs a live web search, so it is slower and costs more than the other analysis tools, and the output carries a verification warning because scholarship programs change year to year. Treat the result as a research starting point. Cost: about 165 credits (~$0.165) per call.
translate
read-only
sourceText*targetLang*