Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Fraud and abuse detection for SaaS: investigate scored identities, triage escalations, tune rules.
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。
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。
选择你使用的 AI 应用,然后复制设置。
你需要
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 …”。
适用于网页版、桌面版和手机版 Claude:
https://dregs.com/mcp在终端中运行这条命令
claude mcp add --transport http dregs https://dregs.com/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"dregs": {
"url": "https://dregs.com/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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"dregs": {
"type": "http",
"url": "https://dregs.com/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。
ChatGPT 只能连接互联网上的服务器:
https://dregs.com/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。
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。
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。
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
注册名称已通过域名 dregs.com 验证(注册中心会核实域名所有权)
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
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。
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。
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。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(1.0.0)于2个月前进入注册中心。
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。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Detailing Manager
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Connect your auto detailing studio's tasks, cars, clients and revenue to Claude or ChatGPT.
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。
Dregs scores a site's users for fraud and abuse: fake signups, bots, duplicate accounts, referral fraud, and account takeover, each explained by the observations behind the score. Its built-in Model Context Protocol (MCP) server lets AI agents like Claude, ChatGPT, Codex, Cursor, and VS Code investigate identities, review escalations, and tune rules in your Dregs account.
This repository is the public home for connecting to that server: setup snippets for each client, the Claude Code plugin, and the metadata behind Dregs's listings in MCP directories. The server itself is hosted by Dregs at https://dregs.com/mcp, and its source is not published here.
The maintained, full-length guide is the AI Agents chapter of the Dregs manual. This README is the short version.
| URL | https://dregs.com/mcp |
| Transport | Streamable HTTP |
| Authentication | OAuth 2.1 (preferred), or an MCP token in an Authorization: Bearer header |
| Registry name | com.dregs/dregs-mcp |
OAuth is the easiest way to connect. Clients that support MCP OAuth send you to Dregs to approve the connection in your browser. If you belong to more than one team, you choose the team on the approval page, and you can review or revoke connected agents under Settings → AI Agents in the Dregs dashboard.
MCP tokens are for clients that can't do OAuth, and for scripted agents. Create one in the Dregs dashboard under Settings → AI Agents, copy it right away (it's only shown once), and send it as Authorization: Bearer YOUR_TOKEN. A token acts as you within the team where you created it, so treat it like a password.
The quickest way is the plugin from this repository, which adds the Dregs MCP server plus skills for integrating Dregs into your application and for working with the data afterwards:
/plugin marketplace add dregs-sdk/dregs-mcp
/plugin install dregs@dregs
Then run /mcp, pick dregs, and approve the OAuth connection in your browser. Ask Claude something like _"Summarize my Dregs account"_ to confirm it can reach your team.
Without the plugin, add the server directly and Claude Code will walk you through OAuth:
claude mcp add --transport http dregs https://dregs.com/mcp
Or with an MCP token, for headless use:
claude mcp add --transport http dregs https://dregs.com/mcp --header "Authorization: Bearer YOUR_TOKEN"
The equivalent project-level .mcp.json:
{
"mcpServers": { "dregs": { "type": "http", "url": "https://dregs.com/mcp" } } }
The plugin's skills are workflows, not tool schemas; each reads the relevant manual chapter through get_documentation before it acts, proposes changes for you to review, and confirms before anything is written.
| Skill | What it does |
|---|---|
connect | Connects Claude Code to the Dregs MCP server over OAuth or a token and verifies it with get_account_summary. |
setup | Drives a complete integration of Dregs into your application, checking what exists and asking which parts to do. |
setup-tracking | Adds the dregs.js snippet, dregs.identify() at signup and login, and dregs.track() for key actions, then verifies events arrive. |
setup-events | Sends server-side events with the official Dregs SDK for your language and maps your event names and identity fields to Dregs's canonical types. |
setup-webhooks | Builds a webhook receiver with signature verification and a first response to scores and escalations, then verifies deliveries. |
health-check | Read-only diagnosis of an integration: ingestion, identification, mappings, analyzer observations, limits. |
investigate-identity | Walks one identity from scores to observations, history, links, devices, and events, and reaches a verdict. |
investigate-cluster | Maps a ring of related accounts across shared devices, IPs, and sessions, with the evidence for each member. |
tune-rules | Authors or adjusts badge and escalation rules with a preview of their impact and confirmation before writing. |
weekly-review | A read-only account health review: volume, score distribution, rule activity, open escalations, usage. |
The integration skills edit your code, so they need a client with repository access such as Claude Code or Codex. The others work anywhere the server is connected.
Claude Desktop and claude.ai connect to remote MCP servers as custom connectors, which use OAuth.
https://dregs.com/mcp.ChatGPT on the web connects through plugins created in Developer mode (Settings → Security and login). Open Plugins, add a connection with the URL https://dregs.com/mcp, then add it to a new conversation from the tools menu and approve the OAuth connection.
Codex in the ChatGPT desktop app, the Codex CLI, and the Codex IDE extension share one configuration:
codex mcp add dregs --url https://dregs.com/mcp
codex mcp login dregs
Or with an MCP token in ~/.codex/config.toml:
[mcp_servers.dregs]
url = "https://dregs.com/mcp" bearer_token_env_var = "DREGS_MCP_TOKEN"
Or add it to .cursor/mcp.json in your project (or ~/.cursor/mcp.json for all projects) and approve the OAuth connection when Cursor first connects:
{
"mcpServers": { "dregs": { "url": "https://dregs.com/mcp" } } }
To use an MCP token instead, add "headers": { "Authorization": "Bearer ${env:DREGS_MCP_TOKEN}" } and set DREGS_MCP_TOKEN in the environment before starting Cursor.
Or run MCP: Add Server from the Command Palette, or add it to .vscode/mcp.json:
{
"servers": { "dregs": { "type": "http", "url": "https://dregs.com/mcp" } } }
To use an MCP token, declare a promptString input with "password": true and reference it in an Authorization header. The manual has the complete example.
Any client that supports remote servers over Streamable HTTP can connect the same way. For clients that only support local (stdio) servers, the mcp-remote bridge usually works. Leave out the --header arguments to have it run the OAuth flow instead of using a token:
{
"mcpServers": { "dregs": { "command": "npx", "args": ["-y", "mcp-remote", "https://dregs.com/mcp", "--header", "Authorization: Bearer YOUR_TOKEN"] } } }
The server exposes the investigative and rule-tuning parts of the Dregs dashboard. Clients fetch the live tool list when they connect, so this table is a map of the surface rather than the source of truth.
| Group | Tools |
|---|---|
| Account and dashboard | get_account_summary, dashboard_stats, dashboard_score_distribution, dashboard_rule_activity, get_documentation |
| Identities and events | list_identities, get_identity, get_identity_analysis, get_identity_history, get_identity_links, search_events, analyze_identity, set_identity_disregarded |
| Groups | list_groups, get_group |
| Devices | list_devices, get_device |
| Escalations | list_escalations, get_escalation, escalation_summary, update_escalation_status |
| Escalation rules | list_escalation_rules, get_escalation_rule, preview_escalation_rule, create_escalation_rule, update_escalation_rule, delete_escalation_rule |
| Badge rules | list_badge_rules, get_badge_rule, create_badge_rule, update_badge_rule, delete_badge_rule |
| Notification channels | list_channels, get_channel, list_channel_deliveries, test_channel |
| Datasets and mappings | list_datasets, list_dataset_entries, add_dataset_entry, remove_dataset_entry, list_mappings, set_mapping, delete_mapping |
Reads are available to every team member. Writes follow your dashboard role: creating, changing, or deleting rules, disregarding an identity, re-scoring, testing a channel, and editing datasets or mappings need the admin role. Some things are left to humans on purpose. An agent cannot create or edit notification channels or their secrets, manage your team, credentials, or billing, delete identities or events, or change how Dregs scores. It investigates, proposes, and hands off.
Every tool carries MCP annotations (readOnlyHint, destructiveHint, idempotentHint, openWorldHint), so clients that honor them can prompt before writes and deletes.
Getting data into Dregs is a separate job from connecting an agent to it, and there is an official SDK for each of five server languages. They cover sending events, reading an identity with its scores or its full analysis, requesting a re-score, and verifying webhook signatures, with typed errors per status and retries with backoff built in. Reach for one before writing an HTTP client by hand; the plugin's setup-events skill does.
| Language | Package | Install | Minimum | Source |
|---|---|---|---|---|
| Python | dregs on PyPI | pip install dregs or uv add dregs | Python 3.10 | dregs-sdk-python |
| TypeScript | @dregs/sdk on npm | npm install @dregs/sdk | Node 20 | dregs-sdk-typescript |
| Java | com.dregs:dregs-sdk on Maven Central | add the Gradle or Maven coordinate | Java 17 | dregs-sdk-java |
| Ruby | dregs on RubyGems | bundle add dregs | Ruby 3.1 | dregs-sdk-ruby |
| PHP | dregs/dregs-sdk on Packagist | composer require dregs/dregs-sdk | PHP 8.2 | dregs-sdk-php |
The SDKs are server-side only and authenticate with a credential's secret key (sk_…) as a bearer token. Browser tracking remains the dregs.js script with the public key (pk_…). On npm the bare dregs package is that browser script, not the SDK; the server SDK is @dregs/sdk.
preview_escalation_rule r只显示了开头部分;其余内容请在仓库中阅读