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MCP server · AI

LLM Bridge MCP

A model-agnostic Message Control Protocol (MCP) server that enables seamless integration with various Large Language Models (LLMs) like GPT, DeepSeek, Claude, and more.

57Fair

Scored 13 hours ago · breakdown

About LLM Bridge MCP

LLM Bridge MCP is an MCP server published by sjquant in the AI category: a model-agnostic Message Control Protocol (MCP) server that enables seamless integration with various Large Language Models (LLMs) like GPT, DeepSeek, Claude, and more.

The repository has 6 stars and 3 forks, with the last commit a year ago. Six months or more without a commit doesn't mean the server is broken, but check the open issues before depending on it in production.

Install

From source
git clone https://github.com/sjquant/llm-bridge-mcp

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (5)

max_tokensMaximum number of tokens to generate

Parameters not published.

model_nameSpecific model to use (default: "openai:gpt-4o-mini")

Parameters not published.

promptThe text prompt to send to the LLM

Parameters not published.

system_promptOptional system prompt to guide the model's behavior

Parameters not published.

temperatureControls randomness (0.0 to 1.0)

Parameters not published.

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Security checks

Static checks derived from the repository 13 hours ago. Heuristics on the source, not an audit.

  • ✓README presentThe repository ships documentation.
  • ✓License declaredUsable under a stated license.
  • !Tests presentNo tests found. Behaviour changes may go unnoticed between versions.
  • ✓Dependencies pinnedA lockfile pins dependency versions.
  • ✓No dynamic code executionSource scan found no eval, dynamic Function, or shell execution.
  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

Releases

v0.1.2v0.1.2 · 28 Mar 2025What's Changed Deployment: Dockerfile and Smithery config by @smithery-ai in https://github.com/sjquant/llm-bridge-mcp/pull/1 New Contributors @smithery-ai made their first contribution in https://github.com/sjquant/llm-bridge-mcp/pull/1…
v0.1.1v0.1.1 · 17 Mar 2025Full Changelog: https://github.com/sjquant/llm-bridge-mcp/commits/v0.1.1
v0.1.0v0.1.0 · 15 Mar 2025Full Changelog: https://github.com/sjquant/llm-bridge-mcp/commits/v0.1.0

README

LLM Bridge MCP

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LLM Bridge MCP allows AI agents to interact with multiple large language models through a standardized interface. It leverages the Message Control Protocol (MCP) to provide seamless access to different LLM providers, making it easy to switch between models or use multiple models in the same application.

Features

  • Unified interface to multiple LLM providers:
    • OpenAI (GPT models)
    • Anthropic (Claude models)
    • Google (Gemini models)
    • DeepSeek
    • ...
  • Built with Pydantic AI for type safety and validation
  • Supports customizable parameters like temperature and max tokens
  • Provides usage tracking and metrics

Tools

The server implements the following tool:

run_llm(
    prompt: str,
    model_name: KnownModelName = "openai:gpt-4o-mini",
    temperature: float = 0.7,
    max_tokens: int = 8192,
    system_prompt: str = "",
) -> LLMResponse
  • prompt: The text prompt to send to the LLM
  • model_name: Specific model to use (default: "openai:gpt-4o-mini")
  • temperature: Controls randomness (0.0 to 1.0)
  • max_tokens: Maximum number of tokens to generate
  • system_prompt: Optional system prompt to guide the model's behavior

Installation

Installing via Smithery

To install llm-bridge-mcp for Claude Desktop automatically via Smithery:

npx -y @smithery/cli install @sjquant/llm-bridge-mcp --client claude

Manual Installation

  1. Clone the repository:
git clone https://github.com/yourusername/llm-bridge-mcp.git
cd llm-bridge-mcp
  1. Install uv (if not already installed):
# On macOS
brew install uv

# On Linux
curl -LsSf https://astral.sh/uv/install.sh | sh

# On Windows
powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"

Configuration

Create a .env file in the root directory with your API keys:

OPENAI_API_KEY=your_openai_api_key
ANTHROPIC_API_KEY=your_anthropic_api_key
GOOGLE_API_KEY=your_google_api_key
DEEPSEEK_API_KEY=your_deepseek_api_key

Usage

Using with Claude Desktop or Cursor

Add a server entry to your Claude Desktop configuration file or .cursor/mcp.json:

"mcpServers": {
  "llm-bridge": {
    "command": "uvx",
    "args": [
      "llm-bridge-mcp"
    ],
    "env": {
      "OPENAI_API_KEY": "your_openai_api_key",
      "ANTHROPIC_API_KEY": "your_anthropic_api_key",
      "GOOGLE_API_KEY": "your_google_api_key",
      "DEEPSEEK_API_KEY": "your_deepseek_api_key"
    }
  }
}

Troubleshooting

Common Issues

1. "spawn uvx ENOENT" Error

This error occurs when the system cannot find the uvx executable in your PATH. To resolve this:

Solution: Use the full path to uvx

Find the full path to your uvx executable:

# On macOS/Linux
which uvx

# On Windows
where.exe uvx

Then update your MCP server configuration to use the full path:

"mcpServers": {
  "llm-bridge": {
    "command": "/full/path/to/uvx",  // Replace with your actual path
    "args": [
      "llm-bridge-mcp"
    ],
    "env": {
      // ... your environment variables
    }
  }
}

License

This project is licensed under the MIT License - see the LICENSE file for details.

README fetched from the repository 13 hours ago. The original is authoritative.

Questions

About LLM Bridge MCP

How do I install LLM Bridge MCP?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is LLM Bridge MCP safe to use with an AI agent?

Its trust score is 57 out of 100 (fair). It passes 4 of the 6 static security checks run so far; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is LLM Bridge MCP still maintained?

The last commit was a year ago. That's long enough that you should check whether the maintainer is responding to issues before depending on it.