io.github.The-825/counselorai

up checked 2026-11-11T06:38:44.516Z

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Publisher-provided title

CounselorAI

Publisher-provided description

College-access writing and financial-aid analysis tools for counselors, students, and families.

Summary by lookupd

Drafts recommendations, appeal letters and reviews, plus analyzes financial aid awards and FAFSA steps for counselors and families.

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http counselorai https://api.counselorai.app/mcp

Codex, remote (streamable-http)

codex mcp add counselorai --url https://api.counselorai.app/mcp

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "counselorai": {
      "url": "https://api.counselorai.app/mcp"
    }
  }
}

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Tools (13 tools)

Publisher-provided text

• 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
• 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
• 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
• 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
• 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: w
• 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 of
• 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 elig
• 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 in
• 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
• 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
• 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
• account_balance Free. Returns the credits left on this API key. Call it before a long run of billed calls.
• 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 budg

Details

• Version: 1.2.0
• Transports: streamable-http
• Uptime (7 days): 100%
• Median latency: 428 ms
• First indexed: 2026-11-01T09:17:23.434Z
• Last seen in registry: 2026-11-01T09:17:23.444Z
• Website: https://counselorai.app

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• 62033 servers
• Last crawl: 2026-11-11T15:38:39.561Z
• API base: https://api.lookupd.com
• MCP URL: https://api.lookupd.com/mcp