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GPU-Bridge MCP Server

30 GPU-powered AI services as MCP tools — LLMs, image generation, audio, video, embeddings, reranking, PDF parsing, NSFW detection & more. x402 native for autonomous AI agents: pay per request on-chain with USDC on Base L2. No API keys. No accounts.

npm version License: MIT MCP Compatible

What is GPU-Bridge?

GPU-Bridge is a unified GPU inference API with native x402 support — the open payment protocol that allows AI agents to autonomously pay for compute with USDC on Base L2. No API keys, no accounts, no human intervention required.

This MCP server exposes all 30 GPU-Bridge services as Model Context Protocol tools, giving Claude (and any MCP-compatible AI) direct access to GPU inference.


Related MCP server: hive-mcp-compute

Install in Claude Desktop (2 minutes)

1. Get your API key (or use x402 for autonomous agents)

Visit gpubridge.io and grab a free API key, or use the x402 protocol for keyless agent payments.

2. Add to claude_desktop_config.json

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

{
  "mcpServers": {
    "gpu-bridge": {
      "command": "npx",
      "args": ["-y", "@gpu-bridge/mcp-server"],
      "env": {
        "GPUBRIDGE_API_KEY": "your_api_key_here"
      }
    }
  }
}

3. Restart Claude Desktop

That's it. Claude now has access to 30 GPU-powered AI services.


MCP Tools

gpu_run

Run any GPU-Bridge service. The primary tool for executing AI tasks.

Parameters:
  service  (string)  — Service key (e.g., "llm-4090", "flux-schnell", "whisper-l4")
  input    (object)  — Service-specific input parameters
  priority (string)  — Optional: "fast" (lowest latency) or "cheap" (lowest cost)

gpu_catalog

Get the full catalog of available services with pricing and capabilities.

gpu_estimate

Estimate cost before running a service. No authentication required.

gpu_status

Check the status of a job and retrieve results.

gpu_balance

Check your current balance, daily spend, and volume discount tier.


30 Available Services

Language Models (LLMs)

Service ID

Description

Notes

llm-4090

General purpose LLM

Sub-second via Groq

llm-a100

Maximum capability LLM

Largest models

llm-l4

Ultra-fast, low cost LLM

Budget option

code-4090

Code generation

Optimized for code

llm-stream

Streaming LLM responses

Real-time output

Image Generation

Service ID

Description

Notes

flux-schnell

FLUX.1 Schnell

Fast, 4-step generation

flux-dev

FLUX.1 Dev

High quality

sdxl-4090

Stable Diffusion XL

Versatile

sd35-l4

Stable Diffusion 3.5

Latest SD model

img2img-4090

Image-to-image

Style transfer, editing

Vision & Image Analysis

Service ID

Description

Notes

llava-4090

Visual Q&A

Image understanding

ocr-l4

Text extraction (OCR)

Multi-language

rembg-l4

Background removal

Instant

caption-4090

Image captioning

Auto-describe images

nsfw-detect

Content moderation

NSFW classification

Speech-to-Text

Service ID

Description

Notes

whisper-l4

Fast transcription

Sub-second

whisper-a100

High accuracy transcription

Large files

diarize-l4

Speaker diarization

Who said what

Text-to-Speech

Service ID

Description

Notes

tts-l4

Voice cloning TTS

40+ voices

tts-fast

Ultra-fast TTS

Lowest latency

bark-4090

Expressive TTS

Emotion, laughter

Audio Generation

Service ID

Description

Notes

musicgen-l4

Music generation

Text-to-music

audiogen-l4

Sound effects

Text-to-SFX

Service ID

Description

Notes

embed-l4

Text embeddings

Multilingual

embed-code

Code embeddings

For code search

rerank

Document reranking

Jina, sub-second

Video

Service ID

Description

Notes

animatediff

Text-to-video

AnimateDiff

video-enhance

Video upscaling

Up to 4K

Utilities

Service ID

Description

Notes

pdf-parse

Document parsing

PDF/DOCX to text


x402: For Autonomous AI Agents

GPU-Bridge supports the x402 payment protocol, enabling truly autonomous AI agents to pay for compute without human intervention.

Agent Request → GPU-Bridge returns HTTP 402 Payment Required
      ↓
Agent pays USDC on Base L2 (gas < $0.01, settles in 2s)
      ↓
Agent retries with payment proof → GPU-Bridge executes and returns result

Python Example with x402

from x402.client import PaymentClient

client = PaymentClient(private_key="0x...", chain="base")

response = client.request(
    "POST",
    "https://api.gpubridge.io/v1/run",
    json={
        "service": "flux-schnell",
        "input": {"prompt": "A robot painting on a canvas", "steps": 4}
    }
)
print(response.json())

Pricing

Category

Starting From

LLMs

$0.003/1K tokens

Image Generation

$0.01/image

Speech-to-Text

$0.005/minute

Text-to-Speech

$0.005/1K chars

Embeddings

$0.0001/1K tokens

Reranking

$0.001/query

PDF Parsing

$0.005/document

All prices in USD. x402 payments in USDC on Base L2.



License

MIT © Healthtech Capital LLC

Available Tools

5 tools
gpu_balanceA

Check GPU-Bridge credit balance, daily spend, volume discount tier, and job history.

Inputs: no named parameters.

gpu_catalogA

List all available GPU-Bridge services with pricing and model info. No authentication required.

Inputs: no named parameters.

gpu_estimateA

Estimate the cost of a GPU-Bridge service before running it. No authentication required.

Inputs: service (required), seconds.

gpu_runA

Run any GPU-Bridge AI service. 30 services available: LLM inference (sub-second), image generation (FLUX, SD3.5), video generation, video enhancement (up to 4K), speech-to-text (Whisper, <1s), TTS (40+ voices), music generation, voice cloning, embeddings, document reranking (Jina), OCR, PDF/document parsing, NSFW detection, image captioning, visual Q&A, background removal, face restoration, upscaling, stickers, and more. Use gpu_catalog to see all available services.

Inputs: service (required), input (required), priority.

gpu_statusB

Check the status of a GPU-Bridge job and retrieve results.

Inputs: job_id (required).

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    A4/5.0

    Scored across 5 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose with no overlap: balance checking, catalog listing, cost estimation, job execution, and status monitoring. The descriptions make it unambiguous which tool to use for each task, preventing misselection.

    Naming Consistency5/5

    All tools follow a consistent 'gpu_' prefix with descriptive suffixes (balance, catalog, estimate, run, status). This verb_noun pattern is uniform throughout, making the tool set predictable and easy to navigate.

    Tool Count5/5

    With 5 tools, this server is well-scoped for its GPU service management purpose. Each tool earns its place by covering essential operations: account management, service discovery, cost estimation, job execution, and status tracking, without being overly sparse or bloated.

    Completeness5/5

    The tool set provides complete coverage for the GPU service lifecycle: discover services (catalog), estimate costs, run jobs, monitor status, and manage account (balance). No obvious gaps exist; agents can perform end-to-end workflows without dead ends.

    Maintenance

    ActivityNo data
    ResponsivenessOutdated data

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