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OpenAI Tools MCP Server

REMOTE · OPENAI-TOOLS.RUN.MCP.COM.AI · SCANNED AUG 3

Focused MCP server for OpenAI image/audio generation (v2.0.0). Wraps endpoints via HAPI CLI.

+3 this week 59 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security57
Transport & Reachability100
Schema Quality & AI Usability64
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (poor).Fail
  • Tool/resource definitions use about 371 tokens (~37/item across 10 items; 9 tools + 1 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage67
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 0% of tool parameters carry a description.Fail
Capabilities60
  • Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · openai-tools.run.mcp.com.ai

# add to Claude Code
claude mcp add --transport http ai-com-mcp-openai-tools https://openai-tools.run.mcp.com.ai/mcp
# ~/.codex/config.toml
[mcp_servers.ai-com-mcp-openai-tools]
url = "https://openai-tools.run.mcp.com.ai/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-com-mcp-openai-tools": {
      "type": "remote",
      "url": "https://openai-tools.run.mcp.com.ai/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add ai-com-mcp-openai-tools --url https://openai-tools.run.mcp.com.ai/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  ai-com-mcp-openai-tools:
    url: "https://openai-tools.run.mcp.com.ai/mcp"
// mcp.json
{
  "mcpServers": {
    "ai-com-mcp-openai-tools": {
      "type": "http",
      "url": "https://openai-tools.run.mcp.com.ai/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 2 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

  • 31 Jul 26 +2
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 −1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 28 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

  • 27 Jul 26 +1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 26 Jul 26 55

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Probed https://openai-tools.run.mcp.com.ai/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=mcp.com.ai CN=WE1,O=Google Trust Services,C=US 18 Jul 2026 16 Oct 2026 ECDSA 256 ECDSA-SHA256 8a72976cd44c8ed0e483bf21517a61b
SANs: mcp.com.ai, openai-tools.run.mcp.com.ai
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b
DNSSEC insecure

Validation of openai-tools.run.mcp.com.ai. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
ai. present 3799 8 Verified
com.ai. absent Delegated
mcp.com.ai. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://openai-tools.run.mcp.com.ai/mcp Verified 200
http (plaintext) http://openai-tools.run.mcp.com.ai/mcp HTTPS enforced 301 https://openai-tools.run.mcp.com.ai/mcp
MCP tools — 9 exposed · ~357 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
createImage ~35

Creates an image given a prompt.

NameTypeReqDescription
createImageBodyobjectyes
x-hapi-auth-statestring

No output schema declared.

No examples provided.

createImageEdit ~44

Creates an edited or extended image given an original image and a prompt.

NameTypeReqDescription
createImageEditBodyobjectyes
x-hapi-auth-statestring

No output schema declared.

No examples provided.

createImageVariation ~38

Creates a variation of a given image.

NameTypeReqDescription
createImageVariationBodyobjectyes
x-hapi-auth-statestring

No output schema declared.

No examples provided.

createModeration ~41

Classifies if text violates OpenAI's Content Policy

NameTypeReqDescription
createModerationBodyobjectyes
x-hapi-auth-statestring

No output schema declared.

No examples provided.

createTranscription ~38

Transcribes audio into the input language.

NameTypeReqDescription
createTranscriptionBodyobjectyes
x-hapi-auth-statestring

No output schema declared.

No examples provided.

createTranslation ~34

Translates audio into English.

NameTypeReqDescription
createTranslationBodyobjectyes
x-hapi-auth-statestring

No output schema declared.

No examples provided.

deleteModel ~43

Delete a fine-tuned model. You must have the Owner role in your organization.

NameTypeReqDescription
modelstringyes
x-hapi-auth-statestring

No output schema declared.

No examples provided.

listModels ~39

Lists the currently available models, and provides basic information about each one such as the owner and availability.

NameTypeReqDescription
x-hapi-auth-statestring

No output schema declared.

No examples provided.

retrieveModel ~45

Retrieves a model instance, providing basic information about the model such as the owner and permissioning.

NameTypeReqDescription
modelstringyes
x-hapi-auth-statestring

No output schema declared.

No examples provided.