Promptibus MCP

Model intelligence for AI agents — syntax, parameters, pricing, and routing for 67+ generative AI models (Midjourney, Flux, Suno, Runway, DALL-E, Stable…

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What it can do

  • Recommend Model: Recommend the best AI model for a task. Returns top 3 models with reasoning, parameters, and links.
  • Optimize Prompt: Optimize a prompt for a specific AI model. Applies model-specific syntax, community-tested parameters, and best-practice wording so the prompt produces better results.
  • Lint Prompt: Lint a prompt against a model's rules. Finds errors like deprecated flags, invalid parameters, or length violations, and suggests fixes.

What data it sees

Do you need an account

No: the server works without sign-in

Model intelligence for AI agents — syntax, parameters, pricing, and routing for 67+ generative AI models (Midjourney, Flux, Suno, Runway, DALL-E, Stable Diffusion). 7 tools for any MCP client.

Server tool list (7)

Raw names from tools/list. Only developers need these.

recommend_modelRecommend the best AI model for a task. Returns top 3 models with reasoning, parameters, and links.
optimize_promptOptimize a prompt for a specific AI model. Applies model-specific syntax, community-tested parameters, and best-practice wording so the prompt produces better results.
lint_promptLint a prompt against a model's rules. Finds errors like deprecated flags, invalid parameters, or length violations, and suggests fixes.
compare_modelsCompare 2-5 AI models side-by-side on provider, domain, cost, and capabilities.
get_parametersGet recommended parameters for a model, including defaults, ranges, and community-tested configs.
get_model_profileGet a complete model profile: capabilities, syntax guide, parameters, community tips, and related prompts.
get_pricingGet real-world USD pricing for an AI model, a whole domain, or a planned generation volume. Returns per-unit cost, subscription plans, cheaper alternatives, and total-cost estimates.
Promptibus MCP: connect to Claude, ChatGPT, Cursor · Connectors.fun