CounselorAI

io.github.The-825由 GitHub 帳號 The-825 發布v1.2.0更新於 Oct 27, 2026

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

發布方自己的服務:Guide Registry

已驗證Streamable HTTP可網頁執行效率與工作流網頁搜尋與抓取金融

概覽

AI 產生的概覽

CounselorAI 為助理提供大學升學文書與助學金分析工具,可起草推薦信與助學金申訴信、解析獎助學金通知並說明資助方案。

可以做什麼
  • 起草與修改信件:依顧問筆記產生推薦信、起草助學金申訴信,並依指示修訂既有信件
  • 審閱與翻譯:分析已完成的推薦信,指出空泛或缺乏依據的敘述;把顧問導向的輸出翻譯成家庭語言,助學金術語保留英文
  • 助學金分析:拆解獎助學金通知,產生 FAFSA 行動清單,並說明多所學校可能的資助結果
  • 獎學金搜尋:搜尋目前的獎學金頁面作為研究線索
  • 學生檔案:把原始顧問筆記整理成結構化學生檔案,供後續呼叫使用
  • 額度管理:查詢剩餘額度,並免費預估某次工具呼叫的費用
適用情境
適合學校顧問、學生與家庭在處理大學申請與助學金事務時使用:起草或審閱信件、比較獎助學金通知、規劃 FAFSA 步驟或尋找獎學金。免費的費用預估與餘額查詢工具有助於在付費呼叫前控管預算。
執行需求
遠端 MCP 端點,無需本機安裝。需在 Authorization 標頭提供 API 金鑰,可申請免費測試金鑰。付費工具會扣抵預付額度,除免費工具外需帳戶有餘額。
安裝前請注意
多數工具依次計費,每次約 0.07 至 0.37 美元,獎學金搜尋最慢也最貴。學生與家庭資訊(包括收入區間與顧問筆記)會傳送給第三方服務。輸出僅為草稿與說明,並非官方資助認定,獎學金結果也只是未經查證的線索。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 CounselorAI,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/io.github.The-825%2Fcounselorai/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "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.

輸入參數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.

輸入參數majorstorytraits必填purposeschoolsprofTyperecipientresumeTextsampleTextselectivitystudentNamecontribution另有 2 個

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.

輸入參數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.

輸入參數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.

輸入參數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.

輸入參數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.

輸入參數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.

輸入參數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.

輸入參數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.

輸入參數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.

輸入參數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.

無需輸入參數。

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.

輸入參數tool必填input

版本歷史

1
  1. v1.2.0最新Sep 16, 2026

評分

已滿足適用檢查項的 83%

該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通必需25 分
  • 已宣告認證方式必需10 分
  • 已列出工具必需15 分
  • 描述必需15 分
  • 圖示10 分
  • 文件15 分

    請宣告包含 README 的 GitHub 儲存庫,或在 OAuth 受保護資源後設資料中提供 resource_documentation。

  • 授權條款不適用

    託管服務按其提供方的條款使用,因此這裡不要求授權條款。此檢查項不計入百分比。

其他 Counselor 整合