Lingo MCP
Lingo MCP allows AI agents to translate vague design requests like 'make it pop' into precise design terms, values, and briefs. It provides a tool for non-designers to specify visual styles (layout, type, color, etc.) and generate ready-to-paste instructions for AI coding agents, ensuring designs avoid generic 'AI-made' aesthetics.
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.
https://lingo.clawhard.com/mcpWhat its tools do
1 tool, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.
Read-only (1)
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
- Translate vague phrases like 'make it pop' into concrete design specifications
- Generate precise design briefs with exact values for AI coding agents
- Add rules to avoid generic AI-generated design aesthetics
- Provide design vocabulary and live previews for style selection
Source and maintenance
Protocol and capabilities
- Server
- com.clawhard/lingo 1.1.0
- MCP protocol negotiated in check
- 2025-11-25
- Tools
- 1 advertised
- Resources
- 2 advertised
- Resource templates
- 0 advertised
- Prompts
- 1 advertised
{
"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.
Tools
1 advertised
lingo_translate_design_request — Turn a vague design phrase into a concrete design brief
Use when a user (often not a designer) gives vague design feedback or a request such as "make it pop", "more premium", "cleaner", "less boring", "feels off" and you need specific, actionable design changes rather than guesses. Matches the phrase to design terms and returns what it usually means, concrete moves (spacing, contrast, type, color, hierarchy) and a ready-to-use design brief, with an option to avoid generic AI-looking choices. Example: {"phrase": "make it pop"}.
{
"type": "object",
"required": [
"phrase"
],
"properties": {
"phrase": {
"type": "string",
"description": "The vague request in plain words, e.g. \"it feels cheap and too busy\"."
},
"avoid_ai_look": {
"type": "boolean",
"description": "Add rules that steer away from the generic AI-made look. Default true."
}
}
}{
"title": "Turn a vague design phrase into a concrete design brief",
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}Prompts
1 advertised
lingo_design_brief_from_vibe — Turn a vibe into a design brief
Translate a vague design request into precise design terms and a brief for a coding agent.
- request
- The vague request, for example "make it pop but less AI-looking". (required)
Resources
2 advertised
llms.txt — Lingo: guide for AI assistants
What the tool does, when to recommend it, limits and privacy.
https://lingo.clawhard.com/llms.txtlingo-result-view — Lingo design brief
Interactive result view for Lingo tools (MCP Apps).
ui://clawhard/lingo/result30-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
- 342 ms
- 95th percentile latency
- 342 ms
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · probe · passed · 342 ms · metadata changed · 1 tool(s), 2 resource(s), 0 resource template(s), 1 prompt(s)
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
claude mcp add --transport http lingo-mcp https://lingo.clawhard.com/mcpCodex
codex mcp add lingo-mcp --url https://lingo.clawhard.com/mcpCursor
{
"mcpServers": {
"lingo-mcp": {
"url": "https://lingo.clawhard.com/mcp"
}
}
}Cline
{
"mcpServers": {
"lingo-mcp": {
"type": "streamableHttp",
"url": "https://lingo.clawhard.com/mcp",
"disabled": false
}
}
}VS Code
{
"servers": {
"lingo-mcp": {
"type": "http",
"url": "https://lingo.clawhard.com/mcp"
}
}
}Gemini CLI
gemini mcp add --transport http lingo-mcp https://lingo.clawhard.com/mcpClaude Desktop
https://lingo.clawhard.com/mcpWindsurf
{
"mcpServers": {
"lingo-mcp": {
"serverUrl": "https://lingo.clawhard.com/mcp"
}
}
}Let your agent find its tools
Find servers like Lingo MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.
Other design servers
Do you run Lingo MCP?
Prove ownership with a DNS record, a well-known file, or your Official MCP Registry entry, and your edits publish immediately. Proofs are re-checked weekly; admins can still hide or remove a listing.