原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
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Corroborate MCP

作者:chefcohen版本 0.1.3i★ –i在你的电脑上运行
注册名称io.github.chefcohen/corroborate-mcp

安装

概览

作者提供的说明(英文原文)

Honest claim corroboration for AI agents: syndication-aware independent-source counting.

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。

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: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 其他

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
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 注册中心没有列出需要填写的密钥。

你需要

  • npm已安装 Node.js(用于 npx 命令)

你用的是哪个应用?

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 …”。

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

{
  "mcpServers": {
    "corroborate": {
      "command": "npx",
      "args": [
        "-y",
        "corroborate-mcp"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add corroborate -- npx -y corroborate-mcp

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": {
    "corroborate": {
      "command": "npx",
      "args": [
        "-y",
        "corroborate-mcp"
      ]
    }
  }
}

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": {
    "corroborate": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "corroborate-mcp"
      ]
    }
  }
}

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。

这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上,无需账户。

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

它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。

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7日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 chefcohen 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

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    它在你的电脑上运行;我们只能读取互联网端点的工具列表

与“其他”中的其他服务器比较i

  • 星标数多于此分类中其他 18326 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 18326 个服务器的 29% 更新
  • 基础检查结果等于或优于此分类中其他 18326 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

Corroborate MCP 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?

注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端?

它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(0.1.3)于2个月前进入注册中心。

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。你的电脑上还需要有 Node.js。

有什么可以替代它?

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

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前天更新
安装

Signoff

作者:ayuanxx-max

Five gates that make an agent's 'done' provable: run them, read the verdict, audit the record.

在你的电脑上运行今天更新
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。

corroborate-mcp

The honest corroboration layer for AI agents. Hand it a claim; it tells you how *independently* that claim is actually being reported — and shows its work.

An AP story echoed by 40 outlets is one origin, not 40 citations. Other verifiers count citations; Corroborate counts independent *origins* — syndication-aware — then publishes its own error rates and discloses coverage gaps. That's the judgment layer raw search and citation-checkers skip.

corroborate_claim("NASA delayed the Artemis III landing")   → CONFIRMED       4 independent origins · conf 0.9

corroborate_claim("Zorblatt Corp acquired Portugal") → UNCORROBORATED 0 origins · conf 0.05

When an agent should call this

  • Before relying on a current-event / news claim — is it independently reported, or one source echoed everywhere?
  • To rank or filter sources by genuine independence, with a confidence score.
  • When you need a verdict you can defend — every answer ships its evidence, its confidence, and its own caveats.

Not a web search engine (use Exa/Tavily/Brave for that) and not a human fact-checking network. It's the narrow, honest primitive in between: *how independently is this reported?*

Why it's trustworthy — by design

🔑 Zero API keys, zero accountsKeyless engines (Google News RSS · GDELT · Hacker News). Nothing to sign up for.
👁 Read-onlyIt reads public news. It cannot act, write, spend, or touch your data.
🎯 DeterministicNo LLM in the loop — same evidence in, same verdict out. p50 ~0.4s.
📖 Open source (MIT)Read every line of the judgment.
📊 Published error ratesWe measure our own false-CONFIRMED / false-UNCORROBORATED rates on a public benchmark and print them below. Most "fact-check" tools don't.
🚫 Never lies by omissionIf sources are unreachable it returns an error, never a fake "UNCORROBORATED."

What it measures — and what it doesn't

*Reporting corroboration*, not truth. A claim every outlet syndicated from one wire story comes back SINGLE_SOURCE. A claim nobody covers comes back UNCORROBORATED even if true. The verdict states exactly what was measured, flags its weaknesses in notes, and sets coverage:"degraded" when an engine was down — so absence of evidence is never quietly sold as evidence of absence.

Quickstart

Requires Node ≥ 18. No keys, no config.

Claude Code

claude mcp add corroborate -- npx -y corroborate-mcp

Claude Desktop / Cursor / any MCP client (claude_desktop_config.json, .cursor/mcp.json, …)

{ "mcpServers": { "corroborate": { "command": "npx", "args": ["-y", "corroborate-mcp"] } } }

Try it with no MCP client

npx corroborate-mcp   # starts the stdio server (silent = healthy)

or from a checkout: node cli.js "The Federal Reserve held interest rates steady"

Tools

corroborate_claim — the verdict

{ claim, window_days?=7, max_sources?=8 } →

{

"claim": "Acme Corp acquires Widget Industries for $2 billion", "corroboration": "CONFIRMED", "n_independent_sources": 3, "confidence": 0.9, "coverage": "full", "sources": [ { "headline": "Acme Corp to acquire Widget Industries in $2 billion deal", "outlet": "Financial Times", "domain": "ft.com", "url": "https://…", "published_at": "2026-07-09T14:02:00Z", "age_days": 0.9, "wire": false, "echoed_by_n_domains": 1 } ], "notes": ["syndication detected: near-identical headlines across multiple domains collapsed into one origin"], "method": "reporting-corroboration: counts INDEPENDENT story origins (syndication-aware), not raw article count; does not adjudicate truth" }

FieldMeaning
corroborationCONFIRMED (≥2 independent origins) · SINGLE_SOURCE (1) · UNCORROBORATED (0)
n_independent_sourcesDistinct story *origins* after syndication clustering — not article count
confidence0–1. Rises with origins + cross-engine agreement; penalized for wide single-origin echo
coveragefull, or degraded when an engine failed this call — a weak verdict may then reflect the outage, not the claim
sources[].wireOrigin is a wire service (AP/Reuters/AFP/UPI)
sources[].echoed_by_n_domainsHow many domains carried this same story
notesHonest caveats: syndication collapse, breaking-news cascade (<24h), relevance-gate discards, engine outages
find_sources — the raw evidence

{ query, window_days?=7, max_sources?=10 } → deduped multi-engine list (outlet, domain, url, date), no verdict. The cheaper primitive when you want the coverage and your own judgment.

Measured accuracy — because you should demand it from any fact-check tool

Against a public 40-claim labeled benchmark (benchmark/ — claims, labels, category definitions, and harness are all public; run it yourself with npm run benchmark). The time-sensitive claims are refreshed from current news so the numbers reflect real accuracy, not staleness. Latest run 2026-07-22:

MetricResult
Fabricated claims falsely CONFIRMED0/10
Widely-reported true claims missed0/12 (11 CONFIRMED, 1 single-source)
Niche true claims detected7/8
Stale claims correctly windowed2/5
Distorted claims falsely CONFIRMED6/6 — read the warning ↓
Latencyp50 0.4s · p95 <1s (≤8s worst case when the slow engine is up)

⚠️ Respect the distorted-claim number — it's the honest ceiling of this tool's blind spot. In the latest run all 6 distorted claims came back CONFIRMED (6/6), because each one distorts a *currently-reported* event, and this tool checks whether independent reporting exists around a claim's topic and entities — it does not do stance detection. So "Samsung *cancelled* the Galaxy Z Fold8" (they unveiled it) or "OpenAI released GPT-6" confirms off the real coverage of the true story. The rule to live by: if a claim's topic is being reported, a distorted version of it will very likely CONFIRM. Read CONFIRMED as *"this topic has independent coverage — now verify the specific facts against the returned sources,"* never as "this exact claim is true." Stance detection is the v1.1 roadmap item. (Recurring events like championships/elections can likewise match the current cycle's coverage — see the stale-claim leaks.)

How the judgment works

  1. Search Google News RSS, GDELT, Hacker News in parallel (keywords extracted from the claim; quoted phrases preserved).
  2. Relevance gate — an article counts only if its headline genuinely addresses the claim (≥2 core-token hits AND ≥35% of core tokens). Loose topical echoes are discarded; the discard count is reported.
  3. Syndication clustering — near-identical headlines across domains (Jaccard ≥ 0.55) collapse into one origin; wire domains flagged.
  4. Verdict — independent origins = distinct clusters; confidence rises with origins + cross-engine agreement, falls for wide single-origin echoes; every known weakness goes in notes.

Honest limitations

  • No stance detection (the 6/6 above). CONFIRMED = independently *covered*, not verified in every detail.
  • English-language, headline-level. Paywalled body text isn't fetched.
  • Recency-windowed (default 7 days, max 90). Old claims read UNCORROBORATED — a window statement, not a falsity verdict.
  • Independent rewrites of one wire story can occasionally slip clustering; distinct phrasings of one origin can occasionally count as two.
  • All engines down → error, never a fake UNCORROBORATED.

Development

npm test              # golden-claim suite — deterministic, no network

npm run test:mcp # MCP stdio handshake + tools/list npm run test:live # live invariants against real engines npm run benchmark # 40-claim labeled accuracy benchmark (live, ~2 min) npm run test:release # all of the above — required green before every release

MIT © Ezra Cohen · github · npm

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