RemoveDuplicates.org

org.removeduplicates由 removeduplicates.org 發布官方發布者v1.0.1更新於 Oct 24, 2026

Remove duplicate lines or CSV/TSV rows from text. Stateless: processed per call, never stored.

已驗證Streamable HTTP可網頁執行效率與工作流資料與分析

概覽

AI 產生的概覽

託管式 MCP 伺服器,可從貼上的文字中移除重複行或 CSV/TSV 重複列,並回傳清理後的文字與計數。

可以做什麼
  • 從貼上的清單中移除重複行,可選擇忽略大小寫、去除前後空白、刪除空白行,以及保留第一筆或最後一筆。
  • 從 CSV 或 TSV 文字(例如從 Excel 或 Google Sheets 複製的列)中移除重複列,可依整列或指定欄位比較,並可將首列視為表頭。
  • 回傳清理後的文字以及移除數量的統計,使用與 removeduplicates.org 網站相同的引擎。
適用情境
適合在對話中需要清理貼上的清單或試算表列時使用,例如在後續處理前對姓名、電子郵件或 ID 欄位去重。它是單一用途的小工具,只有在這類清理需求經常出現時才值得加入。
執行需求
需要一個遠端 Streamable HTTP 端點,無需安裝,也不需要帳號或 API 金鑰。僅支援 stdio 的用戶端需要 mcp-remote 之類的橋接工具。每次呼叫文字上限為 128 KiB,此工具不處理 .xlsx 活頁簿。
安裝前請注意
傳送給此工具的文字會離開本機,在伺服器端針對該次請求處理;README 表示不會儲存,但託管方仍會處理一般 HTTP 中介資料。此工具只回傳清理後的文字,不會修改使用者的檔案。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 RemoveDuplicates.org,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/org.removeduplicates%2Fremove-duplicates/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": {
    "removeduplicates-org": {
      "type": "http",
      "url": "https://removeduplicates.org/mcp"
    }
  }
}

README

removeduplicates.org

A focused static tool for removing duplicates from lines, lists, pasted spreadsheet data, CSV files, and local XLSX workbooks, deployed as a Cloudflare Worker with Static Assets.

Links:

License: MIT

Use it from an AI agent (MCP)

A hosted MCP server is available at https://removeduplicates.org/mcp (Streamable HTTP). There is nothing to install and no API key or account. It is listed in the Official MCP Registry as org.removeduplicates/remove-duplicates.

Claude Code:

claude mcp add --transport http removeduplicates https://removeduplicates.org/mcp

Cline (cline_mcp_settings.json):

{  "mcpServers": {    "removeduplicates": {      "type": "streamableHttp",      "url": "https://removeduplicates.org/mcp"    }  }}

Cursor (mcp.json) takes the same mcpServers entry without type. VS Code (.vscode/mcp.json):

{  "servers": {    "removeduplicates": {      "type": "http",      "url": "https://removeduplicates.org/mcp"    }  }}

Gemini CLI can install the repository as an extension (gemini extensions install https://github.com/suvadadepolo-blip/remove-duplicates); gemini-extension.json points it at the same endpoint.

Clients that only speak stdio can bridge with npx mcp-remote https://removeduplicates.org/mcp.

The server has one read-only tool, remove_duplicates. It takes text (up to 128 KiB) plus optional format (auto, lines, table), ignoreCase, trim, removeEmpty, keep (first, last), order (preserve, sort), compare (row, a column index, or a list of indices) and header, and returns the cleaned text with counts. Each call is processed in memory and nothing is stored. For .xlsx workbooks, use the Excel tool, which runs only in the browser.

Product boundary

  • Line and table-aware deduplication runs in browser memory; larger inputs are streamed to a same-origin Web Worker in responsive chunks.
  • Excel and Google Sheets rows can be pasted as TSV, while quoted CSV/TSV files can be opened up to the same 5 MB local limit.
  • The Excel tool accepts only macro-free .xlsx files, compares an entire row or a stable combination of selected columns, and creates the cleaned workbook in a dedicated Module Worker.
  • XLSX package limits are 10 MiB compressed, 2,000 ZIP entries, 100 MiB declared expanded data, 500,000 workbook cells, and 250,000 cells in the selected sheet. Formula row shifts and intersecting merged ranges are blocked.
  • SheetJS CE 0.20.3 is pinned under public/vendor/sheetjs-0.20.3/ with its official source URLs, license, and SHA-256 receipt. It is lazy-loaded only after a valid XLSX passes local ZIP preflight and is never requested by the homepage.
  • The website does not upload or persist text or workbook contents a user opens. The only server-side processing is the optional /mcp endpoint, which handles text an AI agent sends for that one request and stores nothing.
  • No account, database, analytics, advertising, external font, or third-party browser runtime is included.
  • Cloudflare still processes ordinary HTTP metadata needed to deliver and protect the site; the Privacy copy states this boundary directly.
  • Terms and Privacy are real direct pages, enhanced into an in-page dialog when JavaScript is available.

Agent and answer-engine surfaces

  • robots.txt names the major AI crawlers and declares Content-Signal: search=yes, ai-input=yes, ai-train=yes.
  • /llms.txt and /llms-full.txt (with /llm.txt redirects) describe the site for language models.
  • Every page has a Markdown twin (/index.md, /excel.md, /privacy.md, /terms.md), also served for Accept: text/markdown. HTML routes send Vary: Accept and RFC 8288 Link headers for the API catalog, llms.txt, the agent-skills index, and the Markdown alternate.
  • /.well-known/api-catalog (RFC 9727), /.well-known/mcp/server-card.json, /.well-known/agent-skills/index.json with remove-duplicates/SKILL.md, and /.well-known/ai-catalog.json.
  • /mcp is a stateless Streamable HTTP MCP server with one tool, remove_duplicates, capped at 128 KiB of text per call. The homepage registers the same tool through WebMCP when the browser exposes navigator.modelContext; that path runs locally in the tab. Both share public/js/agent-tool.js and the site's dedupe.js engine.
  • server.json is the Official MCP Registry entry org.removeduplicates/remove-duplicates. Namespace ownership is proven over HTTP by /.well-known/mcp-registry-auth (Ed25519 public key); the private half lives only in the gitignored local.env.txt.
  • node scripts/build-agent-files.mjs regenerates the server card, the skill digest, and llms-full.txt; npm run check fails when they are stale.

Commands

npm run checknpm testnpm run verifynpm run previewnpm run qa:browsernpm run benchmark:xlsxnpm run check:httpnpm run deploy

Runtime preview, the XLSX benchmark, browser QA, downloaded-file readback, and Lighthouse belong on OpenClaw. Port 3630 is reserved for the managed preview. Deployment uses the project-scoped Cloudflare wrapper one directory above; credentials never live in this project.

Repository hygiene

  • Runtime artifacts stay out of Git: output/, .codex-results/, .wrangler/, logs, and .DS_Store.
  • Secret-bearing files stay out of Git: .env*, local.env.txt, and *.env.txt; only placeholder templates such as .env.example may be committed.
  • Local planning and provider evidence stay out of Git: EXCEL_PLAN.md, IMPROVEMENT_PLAN.md, PROJECT_STATE.md, UTILITY_BASELINE.md, and ops/.
  • public/vendor/sheetjs-0.20.3/ is intentionally vendored with its upstream license, source receipt, and SHA-256 checks.

Cloudflare shape

  • Worker: removeduplicates-org
  • Static assets: public/
  • Worker entry point: src/worker.js
  • Static asset binding: ASSETS, with run_worker_first: true
  • Live Workers.dev staging URL: https://removeduplicates-org.whatmyname.workers.dev/
  • Canonical production domain: https://removeduplicates.org/
  • Redirecting production alias: https://www.removeduplicates.org/

The Worker owns /excel, direct legal routes, public HTTP-to-HTTPS and canonical-host redirects, method handling, branded 404s, cache policy, HSTS, a hash-pinned CSP, and Workers.dev noindex protection. Excel path case and trailing-slash variants canonicalize to /excel in the same one-hop redirect as scheme or host changes. The Worker accepts only GET and HEAD.

Production release

The active Cloudflare Zone and wrangler.jsonc contain exactly these two custom_domain routes:

  1. removeduplicates.org
  2. www.removeduplicates.org

The Worker returns a 308 from www to the apex while preserving path and query. A partial route state is invalid, and no Zone Redirect Rule is used. The production apex, redirect alias, TLS, HTTP matrix, five-viewport browser suite, and Lighthouse are recorded as passing in the project state and production deployment ledger.

來源:README.md,提交 08a522a

工具

1

remove_duplicates

Remove duplicates

Remove duplicate lines from a text list, or duplicate rows from CSV/TSV text such as rows copied from Excel or Google Sheets. Uses the same engine as removeduplicates.org and returns the cleaned text with counts. Stateless: the text is processed in memory for this call only and is never stored.

輸入參數keeptext必填trimorderformatheadercompareignoreCaseremoveEmpty

版本歷史

2
  1. v1.0.1最新Sep 24, 2026
  2. v1.0.0Sep 23, 2026

評分

已滿足適用檢查項的 100%

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
  • 授權條款10 分

其他 Removeduplicates 整合