MCP

Official12 tools

by wikiprompt

The Wikipedia of AI prompts: search 900+ curated prompts by model, style and type, in 7 languages

Captured live from the server via tools/list.

search_prompts

Search the Wikiprompt catalog of 900+ curated AI prompts. All filters combine. Returns compact rows with the canonical URL; call get_prompt with a slug for the full prompt text.

Parameters11

query	string	optional	Full-text query (typo-tolerant). Omit to browse by filters only.
category	string	optional
model	string	optional	AI model/tool, e.g. "GPT Image 2", "Seedance 2.0", "ChatGPT", "Claude" (see list_facets for values)
style	string	optional	Visual style label, e.g. "cinematic" (see list_facets)
prompt_type	string	optional
media	string	optional	Output type; "visual" = image or video
min_rating	integer	optional	Minimum average result-quality rating (1-5)
featured	boolean	optional	Editor-featured prompts only
sort	string	optional
limit	integer	optional
offset	integer	optional

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "maxLength": 200,
      "description": "Full-text query (typo-tolerant). Omit to browse by filters only."
    },
    "category": {
      "type": "string",
      "enum": [
        "creative",
        "marketing",
        "business",
        "productivity",
        "coding",
        "education",
        "personal",
        "research",
        "other"
      ]
    },
    "model": {
      "type": "string",
      "maxLength": 120,
      "description": "AI model/tool, e.g. \"GPT Image 2\", \"Seedance 2.0\", \"ChatGPT\", \"Claude\" (see list_facets for values)"
    },
    "style": {
      "type": "string",
      "maxLength": 60,
      "description": "Visual style label, e.g. \"cinematic\" (see list_facets)"
    },
    "prompt_type": {
      "type": "string",
      "enum": [
        "system-prompt",
        "template",
        "one-shot",
        "agent",
        "workflow",
        "persona",
        "creative-gen"
      ]
    },
    "media": {
      "type": "string",
      "enum": [
        "image",
        "video",
        "text",
        "visual"
      ],
      "description": "Output type; \"visual\" = image or video"
    },
    "min_rating": {
      "type": "integer",
      "minimum": 1,
      "maximum": 5,
      "description": "Minimum average result-quality rating (1-5)"
    },
    "featured": {
      "type": "boolean",
      "description": "Editor-featured prompts only"
    },
    "sort": {
      "type": "string",
      "enum": [
        "relevance",
        "rating",
        "recent",
        "views"
      ]
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    },
    "offset": {
      "type": "integer",
      "minimum": 0
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_prompt

Fetch one prompt in full by slug (or UUID): complete prompt text, structured metadata (model, prompt type, style, quality assessment), author, media and source attribution. Optional locale (es, pt, fr, zh, de, ja) returns the translated version.

Parameters2

slug_or_id	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug_or_id": {
      "type": "string",
      "minLength": 1,
      "maxLength": 200
    },
    "locale": {
      "type": "string",
      "enum": [
        "en",
        "es",
        "pt",
        "fr",
        "zh",
        "de",
        "ja"
      ]
    }
  },
  "required": [
    "slug_or_id"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_categories

List the 9 Wikiprompt categories with live prompt counts.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_facets

List the searchable facet values with counts: AI models/tools, visual styles, and prompt types. Use these values in search_prompts filters.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_featured

Get the editor-featured prompts (the best of the catalog).

Parameters1

limit

integer

optional

Raw schema

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 30
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_trending

Get prompts trending right now (1000+ views in the last 7 days). May be empty when nothing crosses the threshold.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_recent

Get the most recently added prompts, optionally filtered by category.

Parameters2

limit	integer	optional
category	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    },
    "category": {
      "type": "string",
      "enum": [
        "creative",
        "marketing",
        "business",
        "productivity",
        "coding",
        "education",
        "personal",
        "research",
        "other"
      ]
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

random_prompt

Get one random prompt from the catalog, optionally within a category.

Parameters1

get_stats

Get catalog statistics: total prompts, contributors, and the media/type breakdown.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_prompt_translations

List the available translations of a prompt (locale + translated title).

Parameters1

slug_or_id

string

required

Raw schema

{
  "type": "object",
  "properties": {
    "slug_or_id": {
      "type": "string",
      "minLength": 1,
      "maxLength": 200
    }
  },
  "required": [
    "slug_or_id"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

prompts_by_author

List prompts contributed by a specific author handle (as shown on prompt pages).

Parameters2

handle	string	required
limit	integer	optional

Raw schema

{
  "type": "object",
  "properties": {
    "handle": {
      "type": "string",
      "minLength": 1,
      "maxLength": 100
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    }
  },
  "required": [
    "handle"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

submit_prompt

Submit a new prompt to Wikiprompt. Requires a wikiprompt API key (create one from your profile at wikiprompt.org). Pass it as the api_key argument or send an Authorization: Bearer header.

Parameters7

api_key	string	optional	Your wikiprompt API key (or use an Authorization: Bearer header)
title	string	required
content	string	required	The prompt text itself
description	string	optional	1-2 sentences: what it does and which model it targets
category	string	optional
tags	array	optional
media_urls	array	optional	URLs of example results (images/videos)

Raw schema

{
  "type": "object",
  "properties": {
    "api_key": {
      "type": "string",
      "description": "Your wikiprompt API key (or use an Authorization: Bearer header)"
    },
    "title": {
      "type": "string",
      "minLength": 3,
      "maxLength": 120
    },
    "content": {
      "type": "string",
      "minLength": 10,
      "maxLength": 20000,
      "description": "The prompt text itself"
    },
    "description": {
      "type": "string",
      "maxLength": 500,
      "description": "1-2 sentences: what it does and which model it targets"
    },
    "category": {
      "type": "string",
      "enum": [
        "creative",
        "marketing",
        "business",
        "productivity",
        "coding",
        "education",
        "personal",
        "research",
        "other"
      ]
    },
    "tags": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "maxItems": 10
    },
    "media_urls": {
      "type": "array",
      "items": {
        "type": "string",
        "format": "uri"
      },
      "maxItems": 20,
      "description": "URLs of example results (images/videos)"
    }
  },
  "required": [
    "title",
    "content"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Install

Tools (12)

search_promptsget_promptlist_categorieslist_facetsget_featuredget_trendingget_recentrandom_prompt

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://mcp.wikiprompt.org/mcp

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "mcp": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://mcp.wikiprompt.org/mcp"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.