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mcp-openai

mcp-openai is an MCP server, listed under model apis. It reaches openai. It needs OPENAI_API_KEY to authenticate. Its repository has 77 GitHub stars and is licensed under MIT; we last read it on 2026-10-22.

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Install

MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. mcp-openai’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.

What it reaches, and what it needs

Reaches
openai
Credential
OPENAI_API_KEY

What it connects to

Wraps
Supported in
Claude Desktop

Unverified means a mention in the server’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.

Maintenance

Stars
77
State
stale
Licence
MIT
From the repository

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mcp-openai compared with similar servers

mcp-openai compared with the closest alternatives, by services reached, credentials, stars, last update and licence
ServerReachesNeedsStarsLast updateLicence
mcp-openai (this page)openaiOPENAI_API_KEY772024-12-06MIT
paperbananaatlascloud, google, openai(1 shared)ATLASCLOUD_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY2,4122026-09-17MIT
ms-365-mcp-serverms365, openai(1 shared)MS365_MCP_ATTACHMENT_URL_KEY, MS365_MCP_CLIENT_SECRET, MS365_MCP_OAUTH_TOKEN, OPENAI_API_KEY1,0682026-10-23MIT
just-promptanthropic, deepseek, gemini, groq, openai(1 shared)ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY7392025-08-10—
flamaanthropic, openai(1 shared)None listed3042026-10-13Apache-2.0
mcp-ragdocsopenai, qdrant(1 shared)OPENAI_API_KEY, QDRANT_API_KEY2652025-07-18MIT

Ranked by services in common with mcp-openai, then by stars. Figures are from each repository when we last read it.

Common questions about mcp-openai

What does mcp-openai do?
Chat with OpenAI models from Claude Desktop
How do I install mcp-openai?
Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/mzxrai/mcp-openai
What does mcp-openai connect to, and what does it need?
It reaches openai. The credentials we found in its source are OPENAI_API_KEY.
Which AI clients can use mcp-openai?
Its own description mentions Claude Desktop. That is a mention in its description, not a test we ran.
Is mcp-openai official and is it maintained?
We found nothing naming it as a vendor’s official server. Its repository has 77 GitHub stars and its state in our directory is stale. Its last commit we recorded was on 2024-12-06.
What licence does mcp-openai use?
The repository declares the MIT licence.

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