RemoveDuplicates.org

org.removeduplicates由 removeduplicates.org 发布官方发布者v1.0.1更新于 Oct 24, 2026

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

已验证Streamable HTTP可网页运行效率与工作流数据与分析

概览

AI 生成的概览

托管式 MCP 服务器,可从粘贴的文本中删除重复行或 CSV/TSV 重复行,并返回清理后的文本与计数。

可以做什么
  • 从粘贴的列表中删除重复行,可选择忽略大小写、去除首尾空白、删除空行,以及保留第一条或最后一条。
  • 从 CSV 或 TSV 文本(例如从 Excel 或 Google Sheets 复制的行)中删除重复行,可按整行或指定列比较,并可将首行视为表头。
  • 返回清理后的文本以及删除数量的统计,使用与 removeduplicates.org 网站相同的引擎。
适用场景
适合在对话中需要清理粘贴的列表或表格行时使用,例如在后续处理前对姓名、邮箱或 ID 列去重。它是单一用途的小工具,只有在这类清理需求经常出现时才值得添加。
运行要求
需要一个远程 Streamable HTTP 端点,无需安装,也不需要账号或 API 密钥。仅支持 stdio 的客户端需要 mcp-remote 之类的桥接工具。每次调用文本上限为 128 KiB,该工具不处理 .xlsx 工作簿。
安装前请注意
发送给该工具的文本会离开本机,在服务端针对该次请求处理;README 称不会存储,但托管方仍会处理常规 HTTP 元数据。该工具只返回清理后的文本,不会修改用户的文件。

安装

在 SourceWeft 中

  1. 打开 控制台中的 RemoveDuplicates.org,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/org.removeduplicates%2Fremove-duplicates/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": {
    "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.

来源: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.

输入参数keeptext必填trimorderformatheadercompareignoreCaseremoveEmpty

版本历史

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

评分

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