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  3. Promptibus MCP
Promptibus MCP logo
Health: ActiveRecent health check succeeded.Last checked 9/22/2026, 3:16:08 AM

Promptibus MCP

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View Repository3 GitHub StarsTotal stargazers on GitHub for the source repository (3 stars).Visit Website

Model intelligence for AI agents β€” syntax, params, pricing for 67+ generative AI models.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "promptibus-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@promptibus/mcp"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Tool Schemas (7) Directory Badge Claim listing AlternativesπŸ’° More in Finance & Fintech

Capabilities & Tool Schemas (7) ~154 tokensApproximate context cost of this server’s tool schemas (~4 chars/token), before any tool is called. Actual usage depends on your client and model.Self-reported Self-reportedParsed from the repository README, not verified against a live server β€” may be incomplete or out of date.

Inspect callable tools, capabilities, and parameters exposed to AI agents by Promptibus MCP.

recommend_model

Top 3 models for a task, with reasoning + cost.

optimize_prompt

Reformats a prompt for a specific model β€” applies model-specific syntax + community-tested wording.

lint_prompt

Finds deprecated flags, invalid parameters, length violations. Suggests fixes.

compare_models

Side-by-side: provider, domain, cost, capabilities. 2–5 models.

get_parameters

Recommended parameters: defaults, ranges, community configs.

get_model_profile

Full profile: capabilities, syntax guide, parameters, community tips, related prompts.

Documentation Overview

@promptibus/mcp β€” model intelligence for AI agents

npm version npm downloads Smithery License: MIT MCP Powered by Promptibus LobeHub MCP Badge

Your agent thinks Midjourney still uses --v 5. It doesn't β€” that flag was dropped at v7. It assumes DALL-E 3 and FLUX Schnell cost the same. They differ by ~50Γ—. It confidently writes [Verse] tags for Suno. They were removed in v4.

This MCP server fixes that. Real syntax, real prices, real recommendations for 67+ generative AI models β€” over the Model Context Protocol.


Works with: Claude Desktop Β· Claude Code Β· Cursor Β· Windsurf Β· Zed Β· Continue.dev Β· n8n Β· any stdio MCP client Domains: image Β· video Β· audio Β· text Β· code Cost to start: $0, no account, no API key

See it in action

Your agent receives a brief β€” "30-second cinematic video of a thunderstorm at sea." β€” and instead of guessing, calls a tool.

Code
recommend_model({ task: "30s cinematic video, thunderstorm at sea", domain: "VIDEO" })
Code
Top 3 models for: "30s cinematic video, thunderstorm at sea"

1. Runway Gen-4 (Runway)
   Domain: VIDEO | Cost: 1 credit | Version: latest
   Improved temporal consistency, camera control, up to 20-second coherent clips.
   Source: https://promptibus.com/models/runway-gen-4

2. Sora (OpenAI)
   Domain: VIDEO | Cost: 1 credit | Version: latest
   Cinematic-quality clips from text prompts.
   Source: https://promptibus.com/models/sora

3. Veo 2 (Google)
   Domain: VIDEO | Cost: 1 credit | Version: latest
   High-fidelity clips with cinematic camera control.
   Source: https://promptibus.com/models/veo-2

The agent picks one, formats the prompt with optimize_prompt, lints the result with lint_prompt, checks get_pricing for the volume budget β€” all before a single token of generation cost is spent.

Why use this

  • Stops hallucination. Your agent answers from a curated DB of 67+ models, not from training data that's 6 months stale.
  • Real money, real choices. get_pricing({ model: "dall-e-3", volume: 100 }) returns actual USD cost plus cheaper alternatives β€” agents can finally optimize for budget, not just "vibes."
  • Right model for the job. recommend_model ranks across all five domains (image / video / audio / text / code) with reasoning, not guessing.
  • Lint before you generate. lint_prompt catches deprecated flags, invalid parameters, and length violations before you burn credits.
  • Zero friction. Works anonymously without an account. npx -y @promptibus/mcp β€” that's the install.

Install in 30 seconds

Option A β€” Smithery (recommended):

Visit smithery.ai/server/@promptibus/mcp, pick your client, click install.

Option B β€” drop into your client's MCP config:

config.json
{
  "mcpServers": {
    "promptibus": {
      "command": "npx",
      "args": ["-y", "@promptibus/mcp"]
    }
  }
}

Option C β€” hosted HTTP endpoint (no install at all):

For clients that support HTTP transport:

config.json
{
  "mcpServers": {
    "promptibus": {
      "url": "https://promptibus.com/api/mcp"
    }
  }
}

Per-client paths are listed under Client configs below.

Tools

Every tool is available on every tier β€” including anonymous. Tiering applies to daily request limits and which models you can query against (free-tier covers 10 popular models; Pro/Studio unlocks all 67+).

ToolWhat it doesExample
recommend_modelTop 3 models for a task, with reasoning + cost.{ task: "logo with embedded text", domain: "IMAGE" }
optimize_promptReformats a prompt for a specific model β€” applies model-specific syntax + community-tested wording.{ text: "a cat in space", model: "midjourney-v7" }
lint_promptFinds deprecated flags, invalid parameters, length violations. Suggests fixes.{ prompt: "a cat --ar 16:9", model: "flux-2-pro" }
compare_modelsSide-by-side: provider, domain, cost, capabilities. 2–5 models.{ models: ["flux-2-pro","midjourney-v7"], criteria: "photorealism" }
get_parametersRecommended parameters: defaults, ranges, community configs.{ model: "stable-diffusion-3-5", task_type: "portrait" }
get_model_profileFull profile: capabilities, syntax guide, parameters, community tips, related prompts.{ model: "suno-v4" }
get_pricingReal USD pricing for a model / domain / planned volume. Includes cheaper alternatives.{ model: "dall-e-3", volume: 100 }

Use cases

"Which video model gives me the longest single shot under $10?" β†’ get_pricing({ domain: "VIDEO", volume: 60 }) returns a sorted matrix; agent picks the cheapest that meets duration.

"Convert this DALL-E prompt to Midjourney v7 syntax." β†’ optimize_prompt({ text: "...", model: "midjourney-v7" }) reformats β€” proper aspect-ratio flag, no --v, model-specific suffixes applied.

"Will this Suno prompt work with v4?" β†’ lint_prompt({ prompt: "[Verse] ...", model: "suno-v4" }) flags [Verse] as deprecated and proposes the v4 structure.

"I need to generate 1000 images at the cheapest viable quality." β†’ recommend_model filters by domain + budget; get_pricing validates total cost; agent ships under budget.

Resources

Browsable model profiles as MCP resources:

Code
promptibus://models/{slug}

Each resource returns a Markdown profile (provider, domain, version, pricing, full guide). Useful for agents that want to surface model info as a sidebar.

Prompts

The system-prompt MCP prompt exposes curated system prompts from the Promptibus community.

Code
system-prompt                                         # lists all available
system-prompt { "slug": "midjourney-prompt-architect" } # returns full text

Plans & rate limits

Anonymous users get full tool access β€” no account needed. Limits + model coverage scale with plan.

PlanDaily requestsModel coverage
Anonymous (no key)2510 free-tier models
Free (with key)10010 free-tier models
Pro500All 67+ models
Studio2,000All 67+ models

Limits reset daily at midnight UTC. Plans + signup at promptibus.com/pricing.

Authentication

Set PROMPTIBUS_API_KEY in your client config:

config.json
{
  "mcpServers": {
    "promptibus": {
      "command": "npx",
      "args": ["-y", "@promptibus/mcp"],
      "env": { "PROMPTIBUS_API_KEY": "psy_your_api_key_here" }
    }
  }
}
VariableRequiredPurpose
PROMPTIBUS_API_KEYNoHigher rate limits, full model coverage. Get one at promptibus.com/settings/api-keys.
PROMPTIBUS_API_URLNoOverride the API base (default https://promptibus.com). For self-hosted Promptibus or staging.

FAQ

Does this generate images, video, or audio? No. It tells your agent how to use whatever generation API the agent already has access to. Think of it as a prompt engineering co-pilot, not a router.

Do I need an account to start? No. Anonymous mode works out of the box (25 req/day, free-tier models). API key raises limits and unlocks all 67+ models.

Are my prompts logged? Tool requests transit promptibus.com over HTTPS. We don't persist prompt bodies. API keys are SHA-256 hashed server-side; the raw key never lands in logs.

How fresh is the model data? Community-curated. New models typically appear within days of release; pricing is reviewed monthly. The data lives in a Postgres-backed catalogue at promptibus.com/models.

Does it work offline? The MCP server runs locally; the catalogue lives at promptibus.com. So: agent ↔ MCP server is local stdio, MCP server ↔ Promptibus is HTTPS. No internet, no answers.

Can I self-host the catalogue? Yes. The Promptibus app is open-source β€” clone promptibus/promptibus, point PROMPTIBUS_API_URL at your deployment.

Is there an HTTP transport instead of stdio? Yes β€” point your client at https://promptibus.com/api/mcp. Useful for sandboxed environments, browser-based MCP clients, and CI.

Caching

The client caches responses for tools whose output rarely changes (get_model_profile, get_parameters, compare_models, get_pricing). TTL: 24 h, in-memory per process. Cache is bypassed for tools whose output is input-dependent (recommend_model, optimize_prompt, lint_prompt).

Privacy

  • HTTPS to promptibus.com; no third-party trackers in the request path
  • API keys hashed server-side (SHA-256)
  • Anonymous usage rate-limited by IP
  • No client-side database, no local state beyond a single HTTP client

Client configs

The same npx -y @promptibus/mcp command works for every stdio client. Only the config file location and JSON shape differ.

Claude Desktop

~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

config.json
{
  "mcpServers": {
    "promptibus": {
      "command": "npx",
      "args": ["-y", "@promptibus/mcp"]
    }
  }
}
Claude Code

Read the full README β†’View source on GitHub β†’

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks β€” not a rating.

GitHub stars
3
Stargazers on the source repository.
npm downloads
488
Package downloads in the last 30 days.
Last commit
4mo ago
Most recent push to the default branch.
Tools exposed
7
Callable tools this server registers over MCP.
Directory activity
2 views
Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about Promptibus MCP

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "promptibus-mcp": { "command": "npx", "args": ["-y","@promptibus/mcp"] } }

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Technical Specs & Signals

CategoryπŸ’°Finance & Fintech
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
Last updatedMay 11, 2026
11/15 checks healthy over the last 45d
Views2
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars3
GitHub Star CountTotal stargazers on GitHub representing community popularity (3 stars).
Last commit4mo ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on May 11, 2026
npm downloads488/mo
Monthly npm DownloadsAverage monthly package installs recorded from npm registry statistics.
53Quality signal: Good Β· 53/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools25/30
Adoption & activity5/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 5d ago via OSV.dev Β· @promptibus/mcp (npm)

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