Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/acedatacloud/openaimcp/claude-mdgit clone --depth 1 https://github.com/AceDataCloud/OpenAIMCPWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/acedatacloud/openaimcp/claude-md)<a href="https://agentmods.dev/instructions/acedatacloud/openaimcp/claude-md"><img src="https://agentmods.dev/badge/instructions/acedatacloud/openaimcp/claude-md.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00349 | $0.00349 |
| Opus 5 | $0.00175 | $0.00175 |
| Sonnet 5 | $0.00070 | $0.00070 |
| Haiku 4.5 | $0.00035 | $0.00035 |
Grade A, and why
OpenAIMCP CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
OpenAIMCP
MCP (Model Context Protocol) server for OpenAI API via AceDataCloud.
Project Structure
core/
config.py — Settings dataclass (API token, base URL)
server.py — FastMCP server singleton
client.py — httpx async HTTP client
types.py — Literal types (ChatModel, ImageModel, EmbeddingModel, etc.)
exceptions.py — Error classes (AuthError, APIError, TimeoutError)
oauth.py — OAuth 2.1 provider
tools/
chat_tools.py — openai_chat_completion
responses_tools.py — openai_create_response
image_tools.py — openai_generate_image, openai_edit_image
embedding_tools.py — openai_create_embedding
info_tools.py — list models, usage guide
prompts/ — LLM guidance prompts
tests/ — pytest-asyncio tests
Sync from Docs
When invoked by the sync workflow, the Docs repo is checked out at _docs/. Your job:
- Source of truth —
_docs/openapi/openai.jsonis the OpenAPI spec for the OpenAI API. - Compare models — The Literal types in
core/types.pymust match the spec's model enum. Add/remove as needed. - Compare parameters — Each
@mcp.tool()function's parameters should match the corresponding OpenAPI endpoint. - Update defaults — If a new model becomes the recommended default, update the default in
core/types.py. - Update README — Keep the model table and feature list current.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 34 lines · 349 tokens per session scan A 13f2b60951af
OpenAIMCP CLAUDE.md is an instructions file published in the GitHub repository AceDataCloud/OpenAIMCP (1 stars, last pushed 5d ago), licensed MIT. It adds 349 tokens to every session, about $0.0017 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
GlmMCP CLAUDE.md
Claude Code instructions for AceDataCloud/GlmMCP, covering glmmcp, project structure, sync from docs and development.
AiChatMCP CLAUDE.md
Claude Code instructions for AceDataCloud/AiChatMCP, covering aichatmcp, project structure, sync from docs and development.
ruby_llm AGENTS.md
AGENTS.md instructions for crmne/ruby_llm, covering agents.md, what this is, ground rules, setup and commands.
gptme AGENTS.md
AGENTS.md instructions for gptme/gptme, covering agent instructions for gptme, git workflow, code style, testing and project structure.
blockrun-mcp AGENTS.md
AGENTS.md instructions for BlockRunAI/blockrun-mcp, covering blockrun mcp, commands, project structure, key dependencies and install in codex.
GhidrAssistMCP CLAUDE.md
Claude Code instructions for symgraph/GhidrAssistMCP, covering claude.md, build and development commands, building the extension, set ghidrainstalldir environment variable first and build the extension.