mcp
The Wikipedia of AI prompts: search 900+ curated prompts by model, style and type, in 7 languages
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"mcp": {
"url": "https://mcp.wikiprompt.org/mcp"
}
}
}Remote endpoints
https://mcp.wikiprompt.org/mcpstreamable-httpWhat it can do
Tool inventory
Tools (12)
🟢search_prompts(query, category, model, style, prompt_type, ...)
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.
Input 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,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_prompt(slug_or_id, locale)
Fetch one prompt in full by slug (or UUID): complete prompt text, structured metadata (model, prompt type, style, quality assessment), author, media and source attribution. Optional locale (es, pt, fr, zh, de, ja) returns the translated version.
Input Schema
{
"type": "object",
"properties": {
"slug_or_id": {
"type": "string",
"minLength": 1,
"maxLength": 200
},
"locale": {
"type": "string",
"enum": [
"en",
"es",
"pt",
"fr",
"zh",
"de",
"ja"
]
}
},
"required": [
"slug_or_id"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢list_categories
List the 9 Wikiprompt categories with live prompt counts.
Input Schema
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢list_facets
List the searchable facet values with counts: AI models/tools, visual styles, and prompt types. Use these values in search_prompts filters.
Input Schema
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_featured(limit)
Get the editor-featured prompts (the best of the catalog).
Input Schema
{
"type": "object",
"properties": {
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 30
}
},
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_trending
Get prompts trending right now (1000+ views in the last 7 days). May be empty when nothing crosses the threshold.
Input Schema
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_recent(limit, category)
Get the most recently added prompts, optionally filtered by category.
Input 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,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢random_prompt(category)
Get one random prompt from the catalog, optionally within a category.
Input Schema
{
"type": "object",
"properties": {
"category": {
"type": "string",
"enum": [
"creative",
"marketing",
"business",
"productivity",
"coding",
"education",
"personal",
"research",
"other"
]
}
},
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_stats
Get catalog statistics: total prompts, contributors, and the media/type breakdown.
Input Schema
{
"type": "object",
"properties": {},
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_prompt_translations(slug_or_id)
List the available translations of a prompt (locale + translated title).
Input Schema
{
"type": "object",
"properties": {
"slug_or_id": {
"type": "string",
"minLength": 1,
"maxLength": 200
}
},
"required": [
"slug_or_id"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢prompts_by_author(handle, limit)
List prompts contributed by a specific author handle (as shown on prompt pages).
Input Schema
{
"type": "object",
"properties": {
"handle": {
"type": "string",
"minLength": 1,
"maxLength": 100
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 50
}
},
"required": [
"handle"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟡submit_prompt(api_key, title, content, description, category, ...)
Submit a new prompt to Wikiprompt. Requires a wikiprompt API key (create one from your profile at wikiprompt.org). Pass it as the api_key argument or send an Authorization: Bearer header.
Input Schema
{
"type": "object",
"properties": {
"api_key": {
"type": "string",
"description": "Your wikiprompt API key (or use an Authorization: Bearer header)"
},
"title": {
"type": "string",
"minLength": 3,
"maxLength": 120
},
"content": {
"type": "string",
"minLength": 10,
"maxLength": 20000,
"description": "The prompt text itself"
},
"description": {
"type": "string",
"maxLength": 500,
"description": "1-2 sentences: what it does and which model it targets"
},
"category": {
"type": "string",
"enum": [
"creative",
"marketing",
"business",
"productivity",
"coding",
"education",
"personal",
"research",
"other"
]
},
"tags": {
"type": "array",
"items": {
"type": "string"
},
"maxItems": 10
},
"media_urls": {
"type": "array",
"items": {
"type": "string",
"format": "uri"
},
"maxItems": 20,
"description": "URLs of example results (images/videos)"
}
},
"required": [
"title",
"content"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}Community
Evidence