CounselorAI
Draft financial aid appeals, recommendation letters, and FAFSA checklists for college counselors and families.
Helps college counselors and families draft financial aid appeal letters, recommendation letters, and FAFSA action plans. Analyzes award letters, estimates aid across schools, surfaces scholarships, and translates guidance into multiple languages.
Try asking Muse: "Draft a financial aid appeal letter explaining why our family needs more aid from the college."
Source: Found in the official MCP Registry (io.github.The-825/counselorai) · First listed September 25, 2026
Last 24 hours
Each bar is one check, every 15 minutes. Green means it answered. Last checked 8 min ago.
Is it safe to connect?
What Muse can see: It does not ask you to sign in, so it cannot see your accounts. It only sees what Muse sends it from your request.
Before it acts: Read what Muse plans to do before you approve it, and remove the app from Muse when you stop using it.
musedirectory.ai is not part of Meta. More about how Muse handles your information
How to add it to Muse
Not in Muse's Connectors list yet, but Muse can still use it. Copy the request below and paste it into Muse. Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.
https://api.counselorai.app/mcpNot in Muse's Connectors list yet. Muse can still use it: its page gives you a request to paste into Muse.
Technical details: safety screening, tools, response time and recent checks
Response time at the last check: 2133ms. Worked in 100% of checks over 30 days.
Screening · September 25, 2026
Screened, no issues found
Screening looks for known threats and hidden instructions at the time of the check, and runs again weekly and whenever the tool list changes. It cannot see the server's code, so only connect what you need and review what Muse asks to do. How screening works.
Tools · 13
appealDraft 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. RunrecDraft 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.letterlensAnalyze 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: aboutawardlensBreak 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 supported net price is, and what renewal conditions are buried in the language. Identifies missing facts and questions for the aid office. With morfafsaProduce 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.aidExplain 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.scholarshipSurface 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 yeaprofileTurn 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 revisionApply 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.translateTranslate counselor-facing output into a family's language, holding the financial aid terms in English on purpose. FAFSA, Pell, SAI, COA and the loan names stay untranslated so a family can match what the school actually sends them against what they were told. Read-only. Cost: abhumanizeRewrite 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 toaccount_balanceFree. Returns the credits left on this API key. Call it before a long run of billed calls.quote_callFree. 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.Recent checks
Link
https://api.counselorai.app/mcpQuestions about CounselorAI in Muse
How do I connect CounselorAI to Muse?
Not in Muse's Connectors list yet, but Muse can still use it. Paste this into Muse: "Use CounselorAI to help me. It is a free service with an MCP server at https://api.counselorai.app/mcp. It does not need an API key. Ask me before you share anything with it." Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.
Is CounselorAI working right now?
At the last check (September 28, 2026, 09:01 UTC) the endpoint was working, answering in 2133ms. Over the last 7 days it answered 100% of health checks. It is checked every 15 minutes.
Is CounselorAI safe to connect to Muse?
It was screened on September 25, 2026 with the result "screened, no issues found". Screening checks the domain against threat feeds and reads the tools for hidden instructions and requests for passwords or card numbers. It cannot see the server's code, so grant only the access you need.
What can CounselorAI do in Muse?
It exposes 13 tools, including appeal, rec, letterlens, awardlens. For example, you could ask Muse: "Draft a financial aid appeal letter explaining why our family needs more aid from the college."
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