Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Fraud and abuse detection for SaaS: investigate scored identities, triage escalations, tune rules.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
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Works in Claude on the web, desktop and mobile:
https://dregs.com/mcpRun this in your terminal
claude mcp add --transport http dregs https://dregs.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"dregs": {
"url": "https://dregs.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"dregs": {
"type": "http",
"url": "https://dregs.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://dregs.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified against the domain dregs.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Recta
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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 rOnly the beginning is shown; read the rest in the repo