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Gpt Chat MCP server

by codeChap·io.github.codeChap/gpt-chat·v0.1.0

MCP server for the OpenAI ChatGPT API — chat, vision, and embeddings

C63/100grade C
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Safety scan
C63/100

full report

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If you have run it, two minutes of your experience saves the next person an afternoon.

Gpt Chat tools

No tool declarations could be read from the package source. They show once the server is installed.

Public scan report

scanner v0.1.9 · 2026-09-25 · same rubric, same numbers if you re-run it

no findings
  • –Code scanremote-only server, no package to scann/a
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualityno auth information5/15
  • Maintenancelast push 30 days ago12/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 63/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Gpt Chat compares

Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
63/100
higher than 19% of 4,460 AI and agents servers

Install Gpt Chat in Claude Code, Cursor or VS Code

The registry entry has no remote endpoint or installable package.

What the publisher says

From the Gpt Chat repository's README, as published. We do not edit it. Read it on GitHub

mcp-server-gpt-chat

An MCP (Model Context Protocol) server for the OpenAI ChatGPT API. Built in Rust, exposes chat completions, vision, embeddings, and model listing as MCP tools.

Communicates via stdio using JSON-RPC 2.0, like all MCP servers.

Tools

chat

Send a chat completion request. Supports multi-turn conversations via a JSON message history array, system prompts, structured output via JSON schema, temperature control, and model selection.

Parameters:

chatwithvision

Analyse an image using ChatGPT's vision capabilities.

Parameters:

embedding

Generate text embeddings.

Parameters:

list_models

List all available OpenAI models. No parameters.

Prerequisites

  • Rust (edition 2024)
  • An OpenAI API key from platform.openai.com

Setup

Create the config file:

mkdir -p ~/.config/mcp-server-gpt-chat

Create ~/.config/mcp-server-gpt-chat/config.toml:

api_key = "sk-..."

Build

cargo build --release

This produces target/release/gpt-chat.

For development:

cargo build              # debug build
cargo run                # run in dev mode
RUST_LOG=debug cargo run # run with debug logging

MCP Configuration

Add to your Claude Desktop config (~/.config/Claude/claudedesktopconfig.json):

{
  "mcpServers": {
    "gpt-chat": {
      "command": "/path/to/gpt-chat"
    }
  }
}

Project Structure

src/
  main.rs    - entry point, config loading, stdio transport setup
  server.rs  - MCP tool definitions (chat, chat_with_vision, embedding, list_models)
  api.rs     - OpenAI HTTP client, request/response types, response formatters
  params.rs  - tool parameter types with serde and JSON Schema derives
  config.rs  - TOML config loading

License

MIT

Nothing above is checked by us. What we check is on the safety report.

Gpt Chat: common questions

Is Gpt Chat MCP server safe?
With care: it is graded C, so read the findings first (63/100). Read the Gpt Chat safety report
Does Gpt Chat need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Gpt Chat maintained?
The last commit was 70 days ago (2026-08-26). The latest release is v0.1.0.
What can I use instead of Gpt Chat?
Servers from other publishers that do the same job: Alibaba Cloud DashScope — Qwen MCP server, Agent-Native Chat MCP server and freellmpool MCP server.

Alternatives to Gpt Chat

Same job from other publishers: the closest match first, then the best rated.

  • Alibaba Cloud DashScope — Qwen
    Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.
    B
  • Agent-Native Chat
    Minimal chat-first app with durable threads, actions, and the app-agent loop
    A
  • freellmpool
    OpenAI-compatible MCP gateway cataloging 22 LLM providers, with routing, failover, and tools.
    A
  • Lm
    Connect Claude to any OpenAI-compatible LLM endpoint and offload routine work to a local model.
    A

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