org.wikiprompt/mcp

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

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

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "mcp": {
      "url": "https://mcp.wikiprompt.org/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (12)

• 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.

  Parameters:

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

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• 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.

  Parameters:

  • slug_or_id (required) — string
  • locale — string

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• list_categories

  List the 9 Wikiprompt categories with live prompt counts.

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• list_facets

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

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• get_featured

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

  Parameters:

  • limit — integer

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• get_trending

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

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• get_recent

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

  Parameters:

  • limit — integer
  • category — string

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• random_prompt

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

  Parameters:

  • category — string

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• get_stats

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

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• get_prompt_translations

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

  Parameters:

  • slug_or_id (required) — string

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• prompts_by_author

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

  Parameters:

  • handle (required) — string
  • limit — integer

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• 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.

  Parameters:

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

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

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Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.