app.cleanor由 cleanor.app 發布官方發布者v0.6.1更新於 Oct 24, 2026
Zero-auth MCP: image optimize, cited storage/format data, and dev utilities LLMs get wrong.
免驗證的 MCP 伺服器，提供 22 個工具：圖片最佳化、QR 碼與佔位圖產生、附引用的儲存與格式資料，以及確定性的開發小工具。
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。
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/app.cleanor%2Fcleanor/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。把它新增到你客戶端的 mcpServers 設定中。
{
"mcpServers": {
"cleanor": {
"type": "http",
"url": "https://mcp.cleanor.app/mcp"
}
}
}A hosted, zero-auth MCP server with 22 tools: optimize and convert images, generate QR codes, and run the deterministic dev utilities LLMs get wrong.
[npm] [license] [MCP Registry] [smithery] [DOI]
No API key. No signup. No OAuth. Point any Model Context Protocol client at one URL and 22 tools appear, all read-only and safe to hand to an autonomous agent.
Pick your client. Every option below points at the same hosted server, so there is nothing to build, install or key.
Then run claude mcp list to confirm it connected. Full walkthrough: docs/add-an-mcp-server-to-claude-code.md.
Add to .cursor/mcp.json (per project) or ~/.cursor/mcp.json (global):
Run code --add-mcp '{"name":"cleanor","type":"http","url":"https://mcp.cleanor.app/mcp"}', or add the server to .vscode/mcp.json in the workspace:
Open Settings, then Connectors, then "Add custom connector", and paste the endpoint:
Or run the server locally over stdio from claude_desktop_config.json:
The npm build is the same tool registry compiled for Node. It uses sharp (an optional dependency) for local image encoding; the other 21 tools need nothing.
The endpoint speaks the MCP Streamable HTTP transport, so you can drive it with curl or any HTTP client:
There is also a plain REST surface for non-MCP callers: GET /v1/capabilities (feature detection, machine-readable tool list) and POST /v1/optimize (one image in, optimized bytes out).
22 tools, every one of them carrying an input and an output schema, so a client gets typed structuredContent back and not just a wall of text.
The operations an LLM is unreliable at: hashing, counting, radix math, timezones. Pure compute, no network, no state.
Every tool is annotated readOnlyHint: true. Only optimize_image touches the network (openWorldHint: true); the other 21 are pure functions of their input.
Full input and output schemas: docs/mcp-tools-reference.md.
data/tools.csv is the same 22 tools as a flat, machine-readable table: name, title, category (image, data, dev), summary, required and optional parameters, and output fields. Handy for diffing releases, feeding an MCP directory, or comparing this server against another.
The file is generated, not hand-written: every value is read out of the tool's Zod schema in src/tools/. If you add or change a tool, regenerate it.
Yes. It is free to use, with no account, no API key and no paid tier. The hosted endpoint is rate-limited per IP (120 requests per minute in general, 30 per minute for image optimization) so one client cannot starve the rest, and the source is MIT licensed if you would rather run it yourself.
No. Auth is none, which you can verify for yourself at GET https://mcp.cleanor.app/v1/capabilities. There is no signup, no OAuth flow and no token to rotate. Point your client at https://mcp.cleanor.app/mcp and start calling tools.
Only what you pass to a tool. 21 of the 22 tools are pure functions evaluated on the server, and optimize_image additionally fetches the public image URL you hand it. There is no account, no user identifier, and no database or object store in the server: it is a single Cloudflare Worker with no persistence binding for your inputs. If your data is sensitive, run the stdio build locally with npx -y @cleanor/mcp and nothing leaves your machine.
Yes, in two ways. Run it locally over stdio with npx -y @cleanor/mcp (the same tool registry, with sharp doing the image encoding instead of Cloudflare Images), or deploy this repo to your own Cloudflare account with wrangler deploy, since the Worker entry point and wrangler.jsonc are both in the tree. The Dockerfile builds the stdio server for registries and scanners that prefer to start it themselves.
A local (stdio) server is a process your client spawns on your machine: it can reach your filesystem, but you have to install it, keep it updated and carry its dependencies. A hosted (Streamable HTTP) server is just a URL: no install, no version drift, and the heavy work runs on someone else's CPU. Cleanor MCP is offered both ways, and the hosted endpoint is the one to prefer for image optimization, because Cloudflare Images does the encoding and you never install sharp.
Any MCP client that speaks Streamable HTTP: Claude Code, Claude Desktop (as a custom connector), Cursor, VS Code, and the agent frameworks with MCP support. Clients that only speak stdio can run the npm package instead. Both paths expose the identical 22 tools, because both register the same tool array from src/tools/.
storage_capacity and image_format_savings return numbers from Cleanor Labs' published studies, not from model memory. The format savings come from a controlled benchmark on the 24-image Kodak lossless suite at matched SSIM; the storage numbers come from measured per-item file sizes plus real OS overhead. Every response links its source page on cleanor.app/research.
Cleanor is a set of free, private browser tools (files never leave your device) plus original research on device storage and image formats. This MCP server is a thin front door to that toolset and that data, for AI agents.
MIT, Cleanor Labs.
If you use Cleanor MCP or its data, please cite it. Authored by Cleanor Labs, ORCID 0009-0005-4623-961X. The archived, citable version has DOI 10.5281/zenodo.21225551, a concept DOI that always resolves to the latest release. Machine-readable metadata lives in CITATION.cff.
來源：README.md，提交 34f4657
Optimize / convert an image for the web
Fetch an image from a public URL and re-encode it smaller (WebP/AVIF/JPEG), optionally resizing to a target width. Returns the optimized image plus before/after byte sizes. Use this when an AI-generated or dropped-in asset (hero image, screenshot, illustration) is too large to ship.
widthformatqualityimage_url必填How much fits in a phone storage tier
How many photos or minutes of video actually fit in a given storage size, corrected for real OS/filesystem overhead. Backed by Cleanor Labs measured per-item sizes. Use for realistic sample copy, dashboards, or "how many photos fit in 128 GB" answers.
contentstorage_gb必填Real storage savings of next-gen image formats
How much smaller WebP, AVIF or JPEG XL are than JPEG at matched perceptual quality, from Cleanor Labs’ controlled benchmark. Also reports the "HEIC conversion tax" (converting an iPhone HEIC to JPG/PNG makes it bigger). Use to justify a format choice when building a site or app.
formatqualityGenerate a QR code (SVG)
Encode text or a URL as a QR code and return a crisp, dependency-free SVG you can paste straight into a page, deck or doc.
eccsizetext必填Hash text (SHA family)
Compute a cryptographic hash of text (SHA-1, SHA-256, SHA-384 or SHA-512) and return the hex digest. Use for checksums, cache keys, or verifying content. MD5 is intentionally not offered (broken, and unavailable in Web Crypto). LLMs cannot compute these reliably by hand, so always use this tool instead of guessing.
input必填algorithmGenerate UUIDs
Generate one or more UUIDs. v4 is fully random; v7 is time-sortable (recommended for database keys). LLMs cannot produce cryptographically random or correctly-formatted UUIDs, so always use this tool.
countversionBase64 encode / decode
Encode text to Base64 or decode Base64 back to text (UTF-8 safe). Supports URL-safe alphabet. Use whenever you need to encode/decode data URIs, tokens, or config values instead of guessing the bytes.
modeinput必填url_safeFormat / validate JSON
Validate JSON and pretty-print or minify it, optionally sorting object keys. Returns a precise parse error (with position) if invalid. Use to check and clean JSON instead of eyeballing it.
modeinput必填sort_keysDecode a JWT (no verification)
Decode a JSON Web Token into its header and payload so you can inspect claims (iss, exp, sub, scopes). The signature is NOT verified and no secret is required or stored. Use to read a token during debugging.
token必填Convert a color between formats
Convert a color (hex, rgb() or hsl()) and return hex, RGB and HSL representations at once. Use when picking or translating colors for CSS, design tokens or themes.
value必填Slugify text for URLs
Turn a title or phrase into a clean, URL-safe slug (lowercase, hyphenated, accents stripped). Use when generating page paths, filenames or anchor IDs.
input必填separatorCount characters, words, lines, bytes
Accurately count characters (Unicode code points), UTF-16 units, words, lines and UTF-8 bytes in text. LLMs are notoriously bad at counting, so always use this tool for "how many characters/words" questions.
input必填Test a regular expression
Test a JavaScript regular expression against sample text and return whether it matches, plus every match with its captured groups and index. Use to verify a pattern instead of reasoning about it in your head. Input and pattern are length-capped to keep it fast and safe.
flagsinput必填pattern必填Explain a cron expression
Parse a standard 5-field cron expression (minute hour day-of-month month day-of-week) into a plain-English breakdown and the next few run times in UTC. Use to sanity-check a schedule instead of guessing what the fields mean.
expression必填Convert between units
Convert a value between units of length, mass, data size, time, speed or temperature. Supported units: mm, cm, m, km, in, ft, yd, mi, nmi, mg, g, kg, t, oz, lb, st, bit, byte, kb, kib, mb, mib, gb, gib, tb, tib, ms, s, min, h, day, week, mps, kph, mph, fps, knot, c, f, k. Use for exact conversions instead of approximating.
to必填from必填value必填Current or parsed date/time
Get the current date/time, or convert a given timestamp, into a target IANA timezone with ISO, Unix and human-readable forms. Pass a Unix timestamp (seconds or ms) or an ISO string as input; omit it for "now". LLMs cannot know the real current time, so use this instead of guessing.
inputtimezoneParse a URL into parts
Break a URL into its components: scheme, host, port, path, decoded query parameters and fragment. Use to inspect or debug a URL instead of parsing it by eye.
url必填Convert a number between bases
Convert an integer between number bases 2–36 (e.g. hex to binary, decimal to base-36). Arbitrary precision via BigInt, so large values stay exact. Use for radix conversions instead of doing them by hand.
value必填to_basefrom_baseLine diff between two texts
Compute a line-by-line diff between two texts, marking removed lines with "-", added with "+" and unchanged with two spaces, plus a change count. Use to see exactly what changed instead of comparing by eye. Capped at 1000 lines per side.
a必填b必填HMAC signature of a message
Compute an HMAC (keyed hash) of a message with a secret, using SHA-1/256/384/512, returned as hex or Base64. Use to sign webhook payloads or verify a signature instead of guessing. LLMs cannot compute this by hand.
secret必填message必填encodingalgorithmGenerate a placeholder image (SVG)
Generate a lightweight SVG placeholder image at any size, with an optional label and custom background/text colors. Dependency-free, pastes straight into a page or mockup. Use for wireframes and design stubs instead of hotlinking a placeholder service.
bgtextcolorwidthheightGenerate a color palette
Build a harmonious color palette from a base color using color-theory rules (complementary, analogous, triadic, tetradic, or monochromatic). Returns each color as hex and HSL. Use to derive a theme or design tokens from one brand color.
color必填harmony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。
claude mcp add --transport http cleanor https://mcp.cleanor.app/mcp{ "mcpServers": { "cleanor": { "url": "https://mcp.cleanor.app/mcp" } }}{ "servers": { "cleanor": { "type": "http", "url": "https://mcp.cleanor.app/mcp" } }}https://mcp.cleanor.app/mcp{ "mcpServers": { "cleanor": { "command": "npx", "args": ["-y", "@cleanor/mcp"] } }}curl -s https://mcp.cleanor.app/mcp \ -H 'content-type: application/json' \ -H 'accept: application/json, text/event-stream' \ -d '{"jsonrpc":"2.0","id":1,"method":"initialize", "params":{"protocolVersion":"2025-06-18","capabilities":{}, "clientInfo":{"name":"curl","version":"1"}}}'npm run tools:csv # rewrite data/tools.csv from src/tools/npm run tools:csv:check # exit 1 if data/tools.csv is out of date