mcp-registry/ai.com.mcp/openai-tools · v0.6.0
As of 2026-10-26 03:44 UTC, the Com OpenAI Tools MCP server is up with a Glimind reliability score of 96/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 1 outage in 90 days, with a median recovery of 8 minutes.
Focused MCP server for OpenAI image/audio generation (v2.0.0). Wraps endpoints via HAPI CLI.
Claude Code
claude mcp add --transport http com-openai-tools-mcp-server https://openai-tools.run.mcp.com.ai/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"com-openai-tools-mcp-server": {
"type": "http",
"url": "https://openai-tools.run.mcp.com.ai/mcp"
}
}
}
Third-party server, listed as discovered. Review its source before installing.
17 parameter(s) across 9 tool(s) have no description.
Add a "description" to each parameter with its format and an example ("ISO 8601 date, e.g. 2026-10-17"). This is the commonest cause of wrong arguments on the first call. How to fix →
9 of 9 tool(s) carry no readOnlyHint/destructiveHint annotations.
Annotate read-only tools with {"readOnlyHint": true}. Agents and gateways can then run them without a confirmation prompt, and route around destructive ones. How to fix →
7 tool(s) look like they change state (create/send/delete/pay…) but declare no destructiveHint.
Set annotations {"readOnlyHint": false, "destructiveHint": true|false, "idempotentHint": …}. Clients use these to ask the user before a side effect and to auto-approve safe reads. How to fix →
No tool declares an outputSchema.
Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. 9 tool(s) still need parameter descriptions written by someone who knows the API. All of them as JSON: /v1/readiness/mcp-registry%2Fai.com.mcp%2Fopenai-tools/fixes
{
"name": "createImage",
"description": "Creates an image given a prompt.",
"inputSchema": {
"type": "object",
"required": [
"createImageBody"
],
"properties": {
"createImageBody": {
"type": "object",
"required": [
"prompt"
],
"properties": {
"n": {
"type": "integer",
"maximum": 10,
"minimum": 1,
"description": "The number of images to generate. Must be between 1 and 10."
},
"size": {
"enum": [
"256x256",
"512x512",
"1024x1024"
],
"type": "string",
"description": "The size of the generated images. Must be one of `256x256`, `512x512`, or `1024x1024`."
},
"user": {
"type": "string",
"description": "A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse. [Learn more](/docs/guides/safety-best-practices/end-user-ids).\n"
},
"prompt": {
"type": "string",
"description": "A text description of the desired image(s). The maximum length is 1000 characters."
},
"response_format": {
"enum": [
"url",
"b64_json"
],
"type": "string",
"description": "The format in which the generated images are returned. Must be one of `url` or `b64_json`."
}
}
},
"x-hapi-auth-state": {
"type": "string"
}
}
},
"annotations": {
"readOnlyHint": false,
"destructiveHint": false,
"idempotentHint": false
}
}{
"name": "createImageEdit",
"description": "Creates an edited or extended image given an original image and a prompt.",
"inputSchema": {
"type": "object",
"required": [
"createImageEditBody"
],
"properties": {
"x-hapi-auth-state": {
"type": "string"
},
"createImageEditBody": {
"type": "object",
"required": [
"prompt",
"image"
],
"properties": {
"n": {
"type": "integer",
"maximum": 10,
"minimum": 1,
"description": "The number of images to generate. Must be between 1 and 10."
},
"mask": {
"type": "string",
"format": "binary",
"description": "An additional image whose fully transparent areas (e.g. where alpha is zero) indicate where `image` should be edited. Must be a valid PNG file, less than 4MB, and have the same dimensions as `image`."
},
"size": {
"enum": [
"256x256",
"512x512",
"1024x1024"
],
"type": "string",
"description": "The size of the generated images. Must be one of `256x256`, `512x512`, or `1024x1024`."
},
"user": {
"type": "string",
"description": "A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse. [Learn more](/docs/guides/safety-best-practices/end-user-ids).\n"
},
"image": {
"type": "string",
"format": "binary",
"description": "The image to edit. Must be a valid PNG file, less than 4MB, and square. If mask is not provided, image must have transparency, which will be used as the mask."
},
"prompt": {
"type": "string",
"description": "A text description of the desired image(s). The maximum length is 1000 characters."
},
"response_format": {
"enum": [
"url",
"b64_json"
],
"type": "string",
"description": "The format in which the generated images are returned. Must be one of `url` or `b64_json`."
}
}
}
}
},
"annotations": {
"readOnlyHint": false,
"destructiveHint": false,
"idempotentHint": false
}
}{
"name": "createImageVariation",
"description": "Creates a variation of a given image.",
"inputSchema": {
"type": "object",
"required": [
"createImageVariationBody"
],
"properties": {
"x-hapi-auth-state": {
"type": "string"
},
"createImageVariationBody": {
"type": "object",
"required": [
"image"
],
"properties": {
"n": {
"type": "integer",
"maximum": 10,
"minimum": 1,
"description": "The number of images to generate. Must be between 1 and 10."
},
"size": {
"enum": [
"256x256",
"512x512",
"1024x1024"
],
"type": "string",
"description": "The size of the generated images. Must be one of `256x256`, `512x512`, or `1024x1024`."
},
"user": {
"type": "string",
"description": "A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse. [Learn more](/docs/guides/safety-best-practices/end-user-ids).\n"
},
"image": {
"type": "string",
"format": "binary",
"description": "The image to use as the basis for the variation(s). Must be a valid PNG file, less than 4MB, and square."
},
"response_format": {
"enum": [
"url",
"b64_json"
],
"type": "string",
"description": "The format in which the generated images are returned. Must be one of `url` or `b64_json`."
}
}
}
}
},
"annotations": {
"readOnlyHint": false,
"destructiveHint": false,
"idempotentHint": false
}
}Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/ai.com.mcp/openai-tools"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/ai.com.mcp/openai-tools"}) over MCP.
createTranscription ~445 tokenscreateImageEdit ~443 tokenscreateTranslation ~375 tokenscreateImageVariation ~312 tokenscreateImage ~293 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fai.com.mcp%2Fopenai-tools?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fai.com.mcp%2Fopenai-tools?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fai.com.mcp%2Fopenai-tools.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fai.com.mcp%2Fopenai-tools.svg :target: https://glimind.com/server/mcp-registry%2Fai.com.mcp%2Fopenai-tools?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:e3ef4440aea62a31…, first seen 2026-10-17, included at leaf 9185 of 70,480. Version history · verify what your client received.
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Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-26 03:44 UTC, the Com OpenAI Tools MCP server is up with a Glimind reliability score of 96/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 1 outage in 90 days, with a median recovery of 8 minutes.
Com OpenAI Tools MCP server advertises 9 tools, including createImage, createImageEdit, createImageVariation, createModeration, createTranscription.
Point your MCP client at this streamable-http endpoint: https://openai-tools.run.mcp.com.ai/mcp
Glimind scanned all 9 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.