SuperCompress

Name: SuperCompress
Author: Supercompress

作者：Supercompress版本 0.5.38i★ –i电脑或云端

注册名称io.github.Supercompress/supercompress

安装

概览

作者提供的说明（英文原文）

Compress coding-agent context ~64%. Hosted Neural Keep MCP for Cursor/Claude/Codex.

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数：意见、测量和人气是不同的东西。

用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
我们的基础检查i1 项中通过 1 项依据公开信息检查；尚未扫描代码
使用情况i尚未统计★ –

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

连接方式: 电脑或云端
传输方式: stdio, Streamable HTTP
分类: 其他
你需要填写：SUPERCOMPRESS_API_KEY

安装

选择你使用的 AI 应用，然后复制设置。

安装之前

基础检查：1 项中通过 1 项
在作者的服务器上运行：你向它提出的内容会经过他们的服务器。
需要你自己填写： SUPERCOMPRESS_API_KEY

标为机密的值是你账户的钥匙。千万不要分享给别人，也不要粘贴到聊天里。

你需要

在云端运行无需安装任何东西，通过互联网连接
npm已安装 Node.js（用于 npx 命令）

你用的是哪个应用？

ClaudeClaude CodeCursorVS CodeChatGPT

在上方选择你的应用。我们会记住它，下次按钮会显示“安装到 …”。

适用于网页版、桌面版和手机版 Claude：

打开 Settings → Connectors
点击 Add custom connector
粘贴下面的地址，然后点击 Add
如果要求登录，请登录作者的服务

https://api.supercompress.dev/api/mcp

或者在你的电脑上运行

打开 Claude Desktop → Settings → Developer → Edit Config，把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "supercompress": {
      "command": "npx",
      "args": [
        "-y",
        "supercompress-proxy",
        "supercompress-mcp"
      ],
      "env": {
        "SUPERCOMPRESS_API_KEY": "your-value"
      }
    }
  }
}

在终端中运行这条命令

claude mcp add --transport http supercompress https://api.supercompress.dev/api/mcp

或者在你的电脑上运行

claude mcp add supercompress --env SUPERCOMPRESS_API_KEY=your-value -- npx -y supercompress-proxy supercompress-mcp

运行前请先填写空着的值。

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "supercompress": {
      "url": "https://api.supercompress.dev/api/mcp"
    }
  }
}

或者在你的电脑上运行

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "supercompress": {
      "command": "npx",
      "args": [
        "-y",
        "supercompress-proxy",
        "supercompress-mcp"
      ],
      "env": {
        "SUPERCOMPRESS_API_KEY": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "supercompress": {
      "type": "http",
      "url": "https://api.supercompress.dev/api/mcp"
    }
  }
}

或者在你的电脑上运行

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "supercompress": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "supercompress-proxy",
        "supercompress-mcp"
      ],
      "env": {
        "SUPERCOMPRESS_API_KEY": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

ChatGPT 只能连接互联网上的服务器：

打开网页版 ChatGPT → Settings → Connectors (Apps)
点击 Create 或 Add（部分套餐需要先在 Advanced 中开启 Developer mode）
粘贴下面的地址，起个名字，然后保存
如果要求登录，请登录作者的服务

https://api.supercompress.dev/api/mcp

菜单名称可能因套餐和版本不同而略有差异。

你的选择通过 Cookie 保存在这台设备上，无需账户。

需要你填写的值

SUPERCOMPRESS_API_KEY 机密 env
Optional API key (sc_…). Prefer OAuth / device-link via `supercompress setup` if unset.

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同，请以 README 为准。

它能做什么

我们还没有读取这个服务器的工具列表；我们会轮流检查各个端点。

基础检查i

我们检查的是任何人都能看到的信息；我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日

✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 Supercompress 验证，该账户拥有此仓库
… 尚未检查
仍在维护
我们还没有从 GitHub 读取这个仓库
… 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
… 尚未检查
端点有响应
尚未检查；我们会轮流检查各个端点
… 尚未检查
使用 OAuth 登录
尚未检查；我们会轮流检查各个端点
… 尚未检查
工具描述中没有隐藏指令
尚未检查；我们会在检查端点时读取工具列表

与“其他”中的其他服务器比较i

星标数多于此分类中其他 32403 个服务器的 0%
发布到注册中心的时间比此分类中其他 32403 个服务器的 55% 更新
基础检查结果等于或优于此分类中其他 32403 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时，星标数才计入。

常见问题

SuperCompress 安全吗？

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前，请先看看这个服务器要求哪些权限，并使用只具备所需权限的密钥。

它需要哪些密钥或代码？

你需要填写：SUPERCOMPRESS_API_KEY

它在我的电脑上运行还是在云端？

两种方式都可以：安装在你的电脑上，或者连接云端版本。

它还在维护吗？

GitHub 仓库最后更新于–，最新版本（0.5.38）于33天前进入注册中心。

哪些应用可以使用它？

支持 MCP 的应用，例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接，所以接受远程 MCP 服务器的应用也可以使用，例如开启开发者模式的 ChatGPT。

有什么可以替代它？

同一分类中有：Spec Driven Development, Remote Desktop Commander, LickityClick

替代选择

同一分类中其他作者的服务器，按星标数排序。

如何看卡片：★ GitHub 星标i三大支柱：评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Spec Driven Development

作者：formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

在你的电脑上运行★ 440MIT14个月前更新

安装

Remote Desktop Commander

作者：desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

在云端运行★ 211昨天更新

安装

LickityClick

作者：lickity.click

Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.

电脑或云端今天更新

安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

SuperCompress

SuperCompress v2 — cut ~64% of LLM input tokens for coding agents, without losing the answer.

~400M Neural Keep on the SuperCompress API scores bulky context (files, logs, tool dumps, pastes) against the current question and drops the rest. Your ask stays intact. This package wires Cursor / Claude Code / Codex / 40+ harnesses into that API via MCP + hooks.

Website · Benchmarks · Playground · Docs

Install

npm install -g supercompress-proxy

Requires Node.js 18+.

Quick start (recommended)

One command links your account and auto-adds MCP + hooks across 40+ harnesses (25+ get a native auto MCP plugin — Cursor, Claude Code, Codex, Goose, Zed, OpenCode, fx, Hermes, OpenClaw, Grok Build, Grok Bot (hosted MCP URL), Gemini, Windsurf, Continue, and more):

supercompress setup

supercompress doctor

Then restart your agent so integrations reload. That’s it.

Re-detect later (new agent installed, etc.):

supercompress plugin

supercompress agents supercompress doctor

Any other agent (custom harness, closed-source, DIY):

supercompress agents connect

That prints a stdio MCP snippet and writes an Agent Plugins 1.0 pack you can drop into any compatible client.

Benchmarks

Same keep-budget (35% of tokens kept). Who still has the answer?

Method	Answer-critical kept
FIFO / truncation	24.8%
Summarization	60.5%
H2O	97.9%
SuperCompress	100%

Metric	Result
Oracle recall (fixed budget)	100%
Mean token cut (real suite)	~67%
Important lines kept (compiler)	100%

Full methodology and charts: [supercompress.dev/benchmarks](https://www.supercompress.dev/benchmarks)

How it works

Your agent ──→ SuperCompress (hooks / MCP) ──→ smaller context ──→ model

↑ query stays whole; only context is compressed

You ask a question (never rewritten).
Large context is scored against that question.
Evidence-critical lines stay in original wording; filler drops.
You pay for fewer input tokens.

Commands

Command	What it does
`supercompress` / `tui`	Interactive paper-branded UI (default in a TTY; Bun)
`supercompress setup`	Recommended — link account, detect agents, install MCP + hooks
`supercompress plugin`	Refresh agent integrations anytime
`supercompress doctor`	Per-harness health matrix (account / MCP / hooks)
`supercompress agents`	40+ catalog — auto-plugin vs recipe/connect
`supercompress start` / `stop` / `status`	Optional local proxy (`setup --proxy`)
`supercompress usage`	Plan, quota, savings (`--json` ok)
`supercompress limits`	Provider rate-limit runway — 5h / weekly windows (`--json` for agents)
`supercompress uninstall`	Remove configs under `~/.supercompress`

Optional localhost API proxy (base-URL rewrite) if you explicitly need it:

supercompress setup --proxy

supercompress start

Then point OpenAI/Anthropic-compatible clients at http://localhost:8080/v1.

MCP

setup / plugin registers the MCP server on every detected host. You can also run it directly:

supercompress-mcp

Manual registration:

"mcpServers": { "supercompress": { "command": "supercompress-mcp" } } }

Tool	Purpose
`compress_context`	Compress bulky context for a query
`connect_account`	Link this install to your dashboard
`usage_summary`	Savings for the connected account
`runway_check`	Provider rate-limit runway (local, no account needed)

Runway (rate limits)

supercompress limits --json / MCP runway_check tell the agent how much provider quota is left and what to do with it. Built from limitcheck, extended to every harness SuperCompress plugs into. Runway runs locally, inside this package; your usage data never goes through the hosted API, and the hosted MCP has no runway tool. Each check (limits status or runway_check, not the statusline) sends one anonymous count to the public total at limitcheck.supercompress.dev: just the verdict (go / land / pace / wait / unknown) and cli or mcp. No ids, usage numbers, prompts or paths. Opt out with SUPERCOMPRESS_TELEMETRY=0, DO_NOT_TRACK=1 or SUPERCOMPRESS_RUNWAY=0. setup / plugin install it automatically: they add the runway rule to every agent's instructions and skill, register runway_check on the local MCP, copy a standalone runtime to ~/.supercompress/runway/, and connect Claude Code's statusline. uninstall reverses all of it.

Source	Harnesses
`~/.codex/sessions` rate-limit events (zero config)	Codex
Statusline tee, wired by `setup` (or `supercompress limits connect claude-code`). Your own statusline keeps working unchanged	Claude Code
Upstream rate-limit headers seen by the local proxy (Anthropic, OpenAI, xAI, OpenRouter, Codex)	Any harness routed through `localhost:8080` (Aider, Continue, Cline, OpenCode, Goose, …)
`supercompress limits ingest --provider` (stdin JSON) / `SUPERCOMPRESS_LIMITS_SNAPSHOT` / `LIMITCHECK_SNAPSHOT`	Anything else (Cursor, Windsurf, Grok Build, Gemini CLI, custom hooks)

Actions: go (with scope), land (keep working, checkpoint before each step), pace (balanced policy only), wait (actually exhausted — waitMinutes, alternatives), unknown (no source; never invented).

The default max policy uses a 5h window all the way to the provider's cutoff instead of stopping at a fixed 10% floor: short windows reset on their own, so unused quota is wasted. Weekly/monthly windows are judged by pace (remaining % vs time left). --policy conservative keeps limitcheck's 25% / 10% thresholds. In a seeded simulation (node test/runway-sim.js) max uses 100% of a binding 5h window vs 91.5%, for +7.8% completed steps, and checkpoints before 59 of 60 cutoffs. SUPERCOMPRESS_RUNWAY=0 stops setup from touching the statusline and disables proxy header capture. Only rate-limit numbers are stored (~/.supercompress/limits/), never prompts or responses.

Account & pricing

1M tokens/month free, then $0.10 / 1M from the dashboard.

Privacy

Hooks / MCP run on your machine. Provider API keys stay with your agent. Context text is sent to the SuperCompress API so the hosted compiler can compress it.

Coding agents: https://docs.supercompress.dev/coding-agents
HTTP / Python API: https://docs.supercompress.dev/quickstart
Source: https://github.com/Supercompress/Supercompress

License

MIT — see LICENSE.

SuperCompress

概览

PopNx MCP 的三大支柱

它能帮你做什么

安装

安装之前

或者在你的电脑上运行

或者在你的电脑上运行

或者在你的电脑上运行

或者在你的电脑上运行

需要你填写的值

它能做什么

基础检查i

作者与仓库一致

仍在维护

有许可证

端点有响应

使用 OAuth 登录

工具描述中没有隐藏指令

与“其他”中的其他服务器比较i

常见问题

替代选择

Spec Driven Development

Remote Desktop Commander

LickityClick

作者的 README

SuperCompress

Install

Quick start (recommended)

Benchmarks

How it works

Commands

MCP

Runway (rate limits)

Account & pricing

Privacy

More

License