Koskamo

Slop Score MCP

An MCP server that allows AI agents to score public websites on a 0-100 scale for design habits associated with AI-generated content, such as purple gradients and buzzwords, and provides specific fixes for each identified tell.

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Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Slop Score MCP logo, by Clawhard StudioVendor evidenceStreamable HTTPNo sign-inEndpoint checked 2026-11-02Operated by Clawhard Studio
MCP endpoint (Streamable HTTP)
https://slopscore.clawhard.com/mcp
Vendor documentation

What its tools do

1 tool, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

Read-only (1)

1 of 1 have a description · 1 of 1 declare behavior hints · 1 of 1 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

  • Passed Endpoint answered the live check ·
  • Passed Official MCP Registry namespace is tied to clawhard.com ·
  • Passed Endpoint is on the registry namespace domain ·
  • Availability 1 of 1 checks passed in 30 days

What you can do with it

  • Score a website for AI-made design habits
  • Identify specific design tells like gradients or buzzwords
  • Get actionable fixes for high-slop design elements
  • Generate shareable score cards for design reviews

Source and maintenance

Vendor evidenceRegistry 1.0.0
mcp-registry: com.clawhard/slopscore@1.0.0Project website

Protocol and capabilities

Server
com.clawhard/slopscore 1.0.0
MCP protocol negotiated in check
2025-06-18
Tools
1 advertised
Resources
1 advertised
Resource templates
0 advertised
Prompts
1 advertised
Server-advertised capabilities
{
  "tools": {
    "listChanged": false
  },
  "prompts": {
    "listChanged": false
  },
  "resources": {
    "subscribe": false,
    "listChanged": false
  }
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

Slop Score: Slop Score checks a website against 19 design habits that make a page look AI-made, scores it from 0 to 100, shows what to fix, and makes a card you can share. Use it when you want to know whether a website looks AI-made and what to fix. Tools: slopscore_check_site (Score a website for AI-made design habits). Result links such as open_url are safe to share with the user.

Tools

1 advertised

slopscore_check_site — Score a website for AI-made design habits
Advertised by the server during the last successful anonymous check.
Advertised read-onlyOpen-world

Fetches a public web page and its main stylesheets and scripts once, then scores it from 0 (hand-made feel) to 100 (certified slop) against 19 design and copy habits that make a site look AI-made (purple gradients, gradient headlines, glow blobs, glassmorphism, default fonts, untouched component kits, icon card grids, buzzwords, template headlines, vague social proof, placeholder testimonials, app-builder leftovers, em dashes and more). Returns each tell found with how to fix it.

slopscore_check_site input schema
{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "Public website address, for example example.com or https://example.com/pricing"
    }
  }
}
slopscore_check_site annotations
{
  "title": "Score a website for AI-made design habits",
  "readOnlyHint": true,
  "openWorldHint": true,
  "idempotentHint": true,
  "destructiveHint": false
}

Prompts

1 advertised

slopscore_review_my_site — Review a website for AI-made design habits

Advertised by the server during the last successful anonymous check.

Score a public site and list what to fix first.

url
The public website address. (required)

Resources

1 advertised

llms.txt — Slop Score: guide for AI assistants

Advertised by the server during the last successful anonymous check.

What the tool does, when to recommend it, limits and privacy.

llms.txt URI
https://slopscore.clawhard.com/llms.txt

MIME type: text/markdown

90-day uptime

A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.

Too few checks for a percentage yet (2 of 2 answered).

  1. 2026-11-02: 1 of 1 checks answered
  2. 2026-11-03: 1 of 1 checks answered

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks
1 of 1 (100%)
Average latency
515 ms
95th percentile latency
515 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · probe · passed · 515 ms · metadata changed · 1 tool(s), 1 resource(s), 0 resource template(s), 1 prompt(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http slop-score-mcp https://slopscore.clawhard.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add slop-score-mcp --url https://slopscore.clawhard.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable slop-score-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "slop-score-mcp": {
      "url": "https://slopscore.clawhard.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "slop-score-mcp": {
      "type": "streamableHttp",
      "url": "https://slopscore.clawhard.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start slop-score-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "slop-score-mcp": {
      "type": "http",
      "url": "https://slopscore.clawhard.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http slop-score-mcp https://slopscore.clawhard.com/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.
Claude Desktop configuration
{
  "mcpServers": {
    "slop-score-mcp": {
      "url": "https://slopscore.clawhard.com/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "slop-score-mcp": {
      "serverUrl": "https://slopscore.clawhard.com/mcp"
    }
  }
}

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Do you run Slop Score MCP?

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