CounselorAI

io.github.The-825由 GitHub 账号 The-825 发布v1.2.0更新于 Oct 27, 2026

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

发布方自己的服务:Guide Registry

已验证Streamable HTTP可网页运行效率与工作流网页搜索与抓取金融

概览

AI 生成的概览

CounselorAI 为助手提供大学升学文书与助学金分析工具,可起草推荐信和助学金申诉信、解析奖学金录取信并解释资助方案。

可以做什么
  • 起草与修改信件:根据顾问笔记生成推荐信、起草助学金申诉信,并按指令修订已有信件
  • 审阅与翻译:分析已完成的推荐信,指出空泛或无依据的表述;把顾问面向的输出翻译成家庭语言,助学金术语保留英文
  • 助学金分析:拆解奖助学金录取信,生成 FAFSA 行动清单,并解释多所学校的可能资助结果
  • 奖学金检索:搜索当前奖学金页面作为研究线索
  • 学生档案:把原始顾问笔记整理成结构化学生档案,供后续调用使用
  • 额度管理:查询剩余额度,并免费预估某次工具调用的费用
适用场景
适合学校顾问、学生和家庭处理大学申请与助学金事务时使用:起草或审阅信件、比较录取信、规划 FAFSA 步骤或查找奖学金。免费的费用预估与余额查询工具便于在付费调用前控制预算。
运行要求
远程 MCP 端点,无需本地安装。需要在 Authorization 请求头中提供 API 密钥,可申请免费测试密钥。付费工具消耗预付额度,除免费工具外需要账户有余额。
安装前请注意
多数工具按次扣费,每次约 0.07 至 0.37 美元,奖学金检索最慢也最贵。学生与家庭信息(包括收入区间和顾问笔记)会发送给第三方服务。输出只是草稿和解释,并非官方资助认定,奖学金结果也只是未经核实的线索。

安装

在 SourceWeft 中

  1. 打开 控制台中的 CounselorAI,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/io.github.The-825%2Fcounselorai/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

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

工具

13

appeal

Financial aid appeal letter

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.

输入参数lengthstatuscompetingappealTypekeyDetails必填schoolNamenaturalnessstudentNameamountNeededcurrentAwardcounselorName

rec

Letter of recommendation

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.

输入参数majorstorytraits必填purposeschoolsprofTyperecipientresumeTextsampleTextselectivitystudentNamecontribution另有 2 个

letterlens

Review a letter

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.

输入参数focuspurposeletterText必填

awardlens

Read an award letter

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 the language. Identifies missing facts and questions for the aid office. With more than one letter it compares them side by side. Read-only. Cost: about 173 credits (~$0.173) per call.

输入参数letter1必填letter2letter3studentNamescorecardData

fafsa

FAFSA checklist

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.

输入参数gradenotesincomeschoolsspecialstimelinedependencystudentName

aid

Aid estimate explainer

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.

输入参数incomecontextschoolCountstudentNamefafsaContextrepayContextschoolSummaries

scholarship

Scholarship research links

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 advising the student. Live web search makes this slower and costlier than the other analysis tools. Cost: about 165 credits (~$0.165) per call.

输入参数gpagrademajornotesstateactivitiesbackgroundsstudentName

profile

Student profile summary

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.

输入参数tagsgoalsgrademajornotesschoolacademicsstrengthsactivitieschallengesstudentName

revision

Revise a draft

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.

输入参数currentText必填instruction必填

translate

Translate for families

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 the school actually sends them against what they were told. Read-only. Cost: about 173 credits (~$0.173) per call.

输入参数sourceText必填targetLang必填

humanize

Humanize reader-facing text

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.

输入参数text必填audiencestrengthpreserveFormatting

account_balance

Check remaining credits

Free. Returns the credits left on this API key. Call it before a long run of billed calls.

无需输入参数。

quote_call

Quote a tool call before paying for it

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.

输入参数tool必填input

版本历史

1
  1. v1.2.0最新Sep 16, 2026

评分

已满足适用检查项的 83%

该评分衡量此收录条目的完整程度,依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价,也不表示服务器安全或当前可用:可连通性是带日期的检查结果,评分也不包含安装量或用户评价。

  • 近 30 天内可连通必需25 分
  • 已声明认证方式必需10 分
  • 已列出工具必需15 分
  • 描述必需15 分
  • 图标10 分
  • 文档15 分

    请声明包含 README 的 GitHub 仓库,或在 OAuth 受保护资源元数据中提供 resource_documentation。

  • 许可证不适用

    托管服务按其提供方的条款使用,因此这里不要求许可证。此检查项不计入百分比。

其他 Counselor 集成