AIO MCP MCP server

A remote MCP server providing stateless access to the AIO Framework's machine-readable data, including research papers, benchmarks, vocabulary codes, standards packs, and certification registries. It allows agents to query AI integrity metrics, submit records, and verify model certifications without authentication.

Endpoint and access

No sign-in: your client connects and lists tools immediately, with no account or key.

No sign-inEndpoint checked 2026-10-05Operated by AIO Framework

MCP endpoint (Streamable HTTP)

https://aioq.org/mcp

Vendor documentation

What you can do with it

Query AI model benchmark distributions and reliability scores
Retrieve research paper metadata and PDF URLs
Access AI integrity vocabulary and standards packs
Verify model certification records and badges

Tools advertised by the last live check:

search_atlas
list_papers
get_paper
get_benchmark_distribution
get_bench_items
submit_bench_run
get_framework_vocabulary
list_standards_packs
get_standards_pack
register_for_certification
get_eval_items
start_eval_attempt
submit_eval
verify_certification
list_rfcs
get_rfc
submit_rfc_comment

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers a Streamable HTTP server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http aio-mcp https://aioq.org/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add aio-mcp --url https://aioq.org/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable aio-mcp in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "aio-mcp": {
      "url": "https://aioq.org/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure). The type must be streamableHttp for a remote HTTP server.

Cline configuration

{
  "mcpServers": {
    "aio-mcp": {
      "type": "streamableHttp",
      "url": "https://aioq.org/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start aio-mcp and inspect its tools.

VS Code configuration

{
  "servers": {
    "aio-mcp": {
      "type": "http",
      "url": "https://aioq.org/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http aio-mcp https://aioq.org/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.

Claude Desktop configuration

{
  "mcpServers": {
    "aio-mcp": {
      "url": "https://aioq.org/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "aio-mcp": {
      "serverUrl": "https://aioq.org/mcp"
    }
  }
}

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