Universal OpenAI Vector Store MCP Server
Rank #41,552glama/jezweb/openai-vector-assistant-mcp
Provides comprehensive management of OpenAI Vector Stores, allowing AI assistants to upload files, manage vector databases, and handle batch operations via the OpenAI API. It supports multiple deployment methods, including Cloudflare Workers and local NPM installation, for seamless integration with MCP-compatible clients.
What you can do with Universal OpenAI Vector Store MCP Server
Universal OpenAI Vector Store MCP Server is a Model Context Protocol (MCP) server published by jezweb. It ranks #41,552 of 144,396 active servers on MCP Toplist, and its repository has 7 GitHub stars. Universal OpenAI Vector Store MCP Server is listed on Glama; no version information is available from the registries that list it or from its repository. It was first listed on Jan 20, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What Universal OpenAI Vector Store MCP Server can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Universal OpenAI Vector Store MCP Server
The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.
Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect Universal OpenAI Vector Store MCP Server and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
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No task-specific alternatives are catalogued for Universal OpenAI Vector Store MCP Serveryet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Jan 20, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 16, 2026
- Glama ↗listed since Apr 26, 2026 · still listed
Do you maintain Universal OpenAI Vector Store MCP Server? to correct or enrich this profile.
Version information unavailable
The registry that lists this server does not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.
Ranks ahead of 102,844 of 144,396 servers on MCP Toplist.
Show your rank
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[](https://mcptoplist.com/server/glama%2Fjezweb%2Fopenai-vector-assistant-mcp)<a href="https://mcptoplist.com/server/glama%2Fjezweb%2Fopenai-vector-assistant-mcp"><img src="https://mcptoplist.com/badge/glama%2Fjezweb%2Fopenai-vector-assistant-mcp.svg" alt="MCP Toplist: Top 50% of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Universal OpenAI Vector Store MCP Server?
- Universal OpenAI Vector Store MCP Server is maintained by jezweb, which publishes 10 MCP servers (2 total versions) tracked on MCP Toplist.
- Is Universal OpenAI Vector Store MCP Server listed on the Official MCP Registry?
- Universal OpenAI Vector Store MCP Server is not on the Official MCP Registry. It is listed on Glama.
- How many versions does Universal OpenAI Vector Store MCP Server have?
- Version information is unavailable for Universal OpenAI Vector Store MCP Server: no registry that lists it exposes version metadata, and no release tags were found on its repository.
- Where can I find the source code for Universal OpenAI Vector Store MCP Server?
- The source code for Universal OpenAI Vector Store MCP Server is hosted at github.com/jezweb/openai-vector-assistant-mcp.
Do you run this server?
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