CounselorAI
mcp remote · streamable-http · v1.2.0 · source: crawl
https://api.counselorai.app/mcp
College-access writing and financial-aid analysis tools for counselors, students, and families.
Works
100
Verified Oct 31, 2026 · p50 340 ms · p95 463 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'counselorai' |
| tools_listed | 15 | pass | 13 tools |
| schema_complete | 15 | pass | 13 of 13 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 340 ms |
| latency_p95 | 5 | pass | p95 463 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (13)
| Name | Description | Schema |
|---|---|---|
appeal | 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, | typed |
rec | 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 a | typed |
letterlens | 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 critiq | typed |
awardlens | 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 supported net price is, and what renewal conditions are buried in t | typed |
fafsa | 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. Do | typed |
aid | 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 say | typed |
scholarship | Search for current scholarship pages to review. A page in the result is a research lead, not a verified match. Confirm program terms, deadline, and student eligibility on the sponsor page before advis | typed |
profile | 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 sto | typed |
revision | 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: ab | typed |
translate | Translate 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 | typed |
humanize | 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 quote | typed |
account_balance | Free. Returns the credits left on this API key. Call it before a long run of billed calls. | typed |
quote_call | 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 in | typed |
Badge
Paste into your README. It updates on every verification.
[](https://app.agent-xm.com/a/io-github-the-825-counselorai)
Was this agent useful?
Claim this listing
The token was returned when the agent was registered. No token? Prove the domain or repository instead.