Essay Stats Mcp

io.github.AnonymousOnyx22由 GitHub 帳號 AnonymousOnyx22 發布v0.1.2更新於 Nov 1, 2026

Essay Stats MCP: offline word and page counts, readability, style flags and word limit checks.

發布方自己的服務:Garmin & Strava for Claude and ChatGPT

已驗證STDIO僅桌面效率與工作流資料與分析

概覽

AI 產生的概覽

離線作文檢查工具,讓助理對你貼上的文字給出準確的字數與頁數、可讀性分數、文風提示和字數上限核對。

可以做什麼
  • 統計字詞、字元、句子與段落數量,估算閱讀時間,並依指定字型、字級與行距估算頁數
  • 以 Flesch Kincaid、Flesch 閱讀易讀度、Gunning Fog 與 SMOG 給出可讀性分數
  • 標出被動語態、重複的句首、贅字詞與過長的句子,並附上句號編號
  • 將草稿與字數上限比對,可選設定下限、容差百分比,並排除參考文獻或引文
  • 列出出現頻率最高的詞及其次數與占比,找出用詞重複
適用情境
適合在交稿前檢查草稿:是否超過字數限制、依某種排版有多少頁、閱讀難度落在哪裡,以及哪些句子和用詞需要再看一遍。它只做測量,不會修改文章。
執行需求
以本機 Node.js 程式透過標準輸入輸出執行,需要 Node.js 20 或更新版本;可用 npx 安裝或寫入 MCP 設定。不需要帳號、API 金鑰或網路連線。
安裝前請注意
這些工具只讀取傳入的文字,README 表示不儲存內容也不發出網路請求,因此貼上的作文文字留在本機。頁數僅為估算,可能與 Word 或 Google Docs 略有差異;文風提示依簡單規則判斷,不能當作錯誤的證明,SMOG 在短文本上的結果可靠度較低。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Essay Stats Mcp,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。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

Essay Stats MCP

You are about to hand in an essay and you are not sure if it is over the word limit, or how many pages it is. A chat assistant tends to guess at word counts. This server counts them properly, on your computer, so your assistant can give you real numbers.

Install it in Claude Code with one line:

claude mcp add essay-stats -- npx -y essay-stats-mcp

Then ask things like:

  • "My limit is 1500 words, not counting the works cited or quotes. Am I over?"
  • "How many pages is this essay in Arial 11 point with 1.5 spacing?"
  • "Find the passive voice and filler words in my draft."

Essay Stats MCP is an essay word counter and writing checker that runs offline. It counts words and pages, gives a readability score, and flags passive voice, filler words, long sentences and repeated sentence openers. It also gives the reading time.

There is no account, no API key and no network call. Your essay text never leaves your machine.

Quick start

For Claude Code, use the one line above. For other apps, add this to the MCP config:

json
{  "mcpServers": {    "essay-stats": {      "command": "npx",      "args": ["-y", "essay-stats-mcp"]    }  }}

It needs Node.js 20 or newer.

Where the config lives:

  • Claude Desktop: Settings, Developer, Edit Config (claude_desktop_config.json).
  • Cursor: Settings, MCP, or .cursor/mcp.json in your project.
  • VS Code: .vscode/mcp.json. VS Code uses a servers key instead of mcpServers.
  • Windsurf: ~/.codeium/windsurf/mcp_config.json.

Tools

ToolWhat it does
count_textWords, characters, sentences, paragraphs, reading time and an estimated page count for a font, size and line spacing.
readability_scoresFlesch Kincaid grade, Flesch reading ease, Gunning Fog and SMOG.
style_flagsPassive voice, repeated sentence openers, filler words and long sentences.
check_word_limitCompares the text with a word limit. Optional minimum, tolerance, and leaving out references and quotes.
word_frequencyThe words used most often, with counts and share of the text, to spot overused terms.

All five tools only read the text you give them. Each one returns a short written answer and the same numbers as structured fields.

count_text

Inputs: text, and optional font (times new roman, arial, calibri, georgia, courier new or verdana), font_size in points (default 12) and spacing (single, 1.5 or double, default double). The page count is an estimate from typical words per page, so Word or Google Docs may differ by a little.

readability_scores

Input: text. The grades are roughly US school grades, so 12 is the end of high school. SMOG is designed for 30 sentences or more, so on a short text the result is marked as less reliable.

style_flags

Inputs: text and optional max_sentence_words (default 30). The checks are simple pattern rules. Use them as a prompt to reread a sentence, not as proof of a mistake.

Sentence numbers start at 1 and follow the order of the text. The sentence_list field gives each passive or long sentence with its number, and the text summary ends with a line listing those numbers, so a reply can point you to the right sentence.

word_frequency

Inputs: text, and optional top (how many words to list, default 10), min_count (fewest uses for a word to be listed, default 2) and include_common_words (also count small words such as the, and, of and to, default false). Case is ignored, and words under 3 letters are skipped unless include_common_words is true.

check_word_limit

Inputs: text, limit, and optional minimum, tolerance_percent, exclude_references and exclude_quotes. References are cut from a heading line such as References, Works Cited or Bibliography to the end. Quotes are lines starting with > and text inside double quotes.

Example prompts

  • "Count the words in this essay and tell me how many pages it is in Arial 11 point with 1.5 spacing."
  • "What reading level is this essay? Give me the Flesch Kincaid, Gunning Fog and SMOG scores."
  • "Find the passive voice and filler words in my draft."
  • "My limit is 1500 words, not counting the works cited or quotes. Am I over?"
  • "Which sentences are over 25 words long?"
  • "Which words do I overuse in this essay?"

How it compares

Essay Stats MCP does one job: it measures a piece of writing you give it. Other tools in this area do different jobs, so the table below is about what each kind of tool is for, not about which is better.

Essay Stats MCPBrightspace MCP servers, such as brightspace-mcp-serverOnline grammar and writing checkersAsking a chat assistant to count
Main jobWord count, page estimate, readability and style flags for an essayReading course data from Brightspace, such as courses and assignmentsFixing grammar, spelling and toneGeneral answers
Works on your own draft textYesNo, it works on course dataYesYes
Exact word and page numbersYes, counted by codeNot its purposeUsually a word count onlyOften a guess
Word limit check that skips references and quotesYes, with check_word_limitNoRarelyUnreliable
Needs an account or API keyNoDepends on the server, check its READMEOften an accountDepends on the app
Sends your text over the networkNoDepends on the serverUsually yesYes, to the assistant
Runs as a local MCP serverYesYesNot usuallyNot applicable

Essay Stats MCP does not fix your writing or reach into Brightspace. If you want Brightspace data next to it, see the next section for our own server, brightspace-d2l-mcp.

Works well with

If your school uses Brightspace, you can run brightspace-d2l-mcp next to Essay Stats MCP in the same app. That server has its own setup, so follow its README to install and sign in. Essay Stats MCP does not talk to it and does not need it.

With both added to your MCP config, you can ask your assistant to look up the word limit in your assignment details, then pass that number to check_word_limit along with your draft. For example:

  • "Find the word limit for my history essay in Brightspace, then check this draft against it, leaving out the works cited."
  • "Look up my assignment instructions, then tell me if this draft is under the limit and how many pages it is."

The assignment details come from the other server. The counting and checking happen here, on your machine, and Essay Stats MCP makes no network calls.

Privacy

Everything is calculated locally by a small Node.js program talking to your app over standard input and output. It makes no network requests, stores nothing and needs no keys or passwords. The text you paste is used for the one call and then dropped.

Development

npm installnpm run buildnpm test

More free student MCP servers

All free, open source and read only where they touch your accounts. Browse the full list at brightspacemcp.com/more-mcps.

ServerWhat it does
Brightspace MCPD2L Brightspace for AI. Due dates with real submission status, grades, a target grade calculator and course files.
Canvas MCPCanvas LMS for AI, read only. Due dates, missing work, grades and announcements.
Moodle MCPMoodle for AI, read only. Due dates, overdue work, grades and announcements.
Google Classroom MCPGoogle Classroom for AI, read only. Todos, due dates, missing work and grades.
GPA Calculator MCPGPA, grade conversion and the grade you need on the final, for AI. Works offline, no account.
Citations MCPAPA, MLA and Chicago citations from a DOI, an ISBN or typed details. No account.
Study Planner MCPExam study schedules, spaced repetition dates, pomodoro plans and assignment milestones. Works offline.
Paper Finder MCPSearch scholarly papers, find open access copies and related work through OpenAlex. No key needed.
BibTeX Reference Manager MCPClean, convert, dedupe and lint BibTeX, RIS and CSL JSON reference lists, and make cite keys. Works offline.
Open Textbook Finder MCPFind free legal copies of textbooks on OpenStax, DOAB and Open Library, look up editions by ISBN and suggest cheaper older ones.
STEM Calculator MCPChemistry and physics homework math: molar mass, balancing equations, grams to moles, unit conversion and significant figures. Works offline.
Syllabus to Calendar MCPSyllabus to calendar MCP server. Extract dates from syllabus text, build an ics calendar, expand recurring classes and merge calendars. Works offline, no account.
Job Application Tracker MCPJob application tracker MCP server. Track internships, jobs, interviews and deadlines offline, see what is coming up, and export your list as CSV or Markdown. No account and no API keys.

License

MIT

來源:README.md,提交 e969ab4

工具

5

count_text

Count words, sentences and pages

Count the words, characters, sentences and paragraphs in a text, and estimate how many pages it fills at a given font, font size and line spacing. Inputs: text, and optional font (times new roman, arial, calibri, georgia, courier new or verdana, default times new roman), font_size in points (default 12) and spacing (single, 1.5 or double, default double). The page count is an estimate from typical words per page, so a word processor may differ by a little. Also returns an estimated reading time at 238 words per minute. Example: "Count the words in this essay and estimate the pages in Times New Roman 12 double spaced.

輸入參數fonttext必填spacingfont_size

readability_scores

Readability scores

Score how hard a text is to read with three standard formulas: Flesch Kincaid grade level (plus the Flesch reading ease score), Gunning Fog index and SMOG index. Each grade is roughly a US school grade, so 12 is the end of high school and 16 is a college degree. Input: text. SMOG is built for samples of 30 sentences or more, so on shorter text the tool still returns a number but marks it as less reliable. Example: "Give me the Flesch Kincaid, Gunning Fog and SMOG scores for this paper.

輸入參數text必填

style_flags

Style flags

Flag common style problems in an essay: sentences in the passive voice, sentences that start with the same word as a neighbour (or three or more times), filler words and phrases such as very, just, in order to, and sentences that are too long. Inputs: text, and optional max_sentence_words (default 30), the length above which a sentence counts as long. Sentence numbers start at 1 and follow the order of the text, so number 3 is the third sentence. The sentence_list field gives each passive or long sentence with its number, and the text summary ends with a line listing those numbers. The checks are simple pattern rules, so treat them as prompts to reread, not as errors. Example: "Flag passive voice and filler words in my draft.

輸入參數text必填max_sentence_words

check_word_limit

Check a word limit

Compare an essay against a word limit. Inputs: text, limit (the maximum word count), optional minimum (a lower bound), optional tolerance_percent (how far over the limit is still acceptable, default 0, a common rule is 10), optional exclude_references (cut everything from a heading line such as References, Works Cited or Bibliography to the end) and optional exclude_quotes (leave out block quotes that start with > and text inside double quotes). Returns the counted words, how many are left or over, and what was excluded. Example: "Is this under 2000 words if I leave out the works cited and quotes?.

輸入參數text必填limit必填minimumexclude_quotestolerance_percentexclude_references

word_frequency

Word frequency

Find the words an essay uses most, to spot overused or repeated terms. Inputs: text, and optional top (how many words to list, default 10), min_count (fewest uses for a word to be listed, default 2) and include_common_words (also count small words such as the, and, of and to, default false). Case is ignored, and words under 3 letters are skipped unless include_common_words is true. Each word comes with its count and its share of all the words in the text. Example: "Which words do I overuse in this essay?.

輸入參數toptext必填min_countinclude_common_words

版本歷史

3
  1. v0.1.2最新Nov 1, 2026
  2. v0.1.1Oct 31, 2026
  3. v0.1.0Oct 30, 2026

評分

已滿足適用檢查項的 90%

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25 分
  • 已宣告認證方式10 分

    請在註冊中心條目中宣告憑證請求標頭,或保持端點能夠回應探測,以便判定其認證方式。

  • 已列出工具必需15 分
  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
  • 授權條款10 分

其他 Stats 整合