Aicastle School Openai API Agent Project vs Ref Tools Ref Tools MCP

A side-by-side look at the Aicastle School Openai API Agent Project and Ref Tools Ref Tools MCP MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Aicastle School Openai API Agent Project logoAicastle School Openai API Agent ProjectFinance & FintechFetch current stock prices and key data for symbols across global markets. Look up companies like…31EmergingAuth: not declaredRef Tools Ref Tools MCP logoRef Tools Ref Tools MCPFinance & Fintech · Local subprocess (stdio)Provide your AI coding tools with token-efficient access to up-to-date technical documentation for…63GoodAuth: not declared

Verdict: choose Aicastle School Openai API Agent Project for finance & fintech work; choose Ref Tools Ref Tools MCP for finance & fintech as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Aicastle School Openai API Agent Project logoChoose Aicastle School Openai API Agent Project when

  • You need dedicated capabilities in the Finance & Fintech domain.
Explore Aicastle School Openai API Agent Project

Ref Tools Ref Tools MCP logoChoose Ref Tools Ref Tools MCP when

  • You need dedicated capabilities in the Finance & Fintech domain.
  • You prefer a local stdio subprocess transport.
  • You have the keys it needs: REF_API_KEY.
  • You want tools like query, url.
Explore Ref Tools Ref Tools MCP

Feature & specification comparison

Rows where the two servers differ are marked.

SpecAicastle School Openai API Agent Project logoAicastle School Openai API Agent ProjectRef Tools Ref Tools MCP logoRef Tools Ref Tools MCP
CategoryFinance & FintechFinance & Fintech
Quality signal31/100 · Emerging63/100 · Good
Install commandNot confirmed yetConfirmed
Transport—Local subprocess (stdio)
AuthNot declaredNot declared
PricingNot declaredNot declared
Required env varsNone listedREF_API_KEY
Verified ownerCommunity listingCommunity listing
GitHub stars111,183
Directory activity 1 views 0 installs 0 upvotes 2 views 0 installs 0 upvotes
ToolsNot listed2

Tools & capabilities

Aicastle School Openai API Agent Project tools

No tool names declared yet. Check the project README from the listing page.

Ref Tools Ref Tools MCP tools 2

  • query
  • url

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Aicastle School Openai API Agent Project

No confirmed install command for Aicastle School Openai API Agent Project yet — follow the setup steps linked from its listing page rather than a guessed package name.

Ref Tools Ref Tools MCP

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "ref-tools-ref-tools-mcp": {
      "command": "npx",
      "args": [
        "ref-tools-mcp@latest"
      ],
      "env": {
        "REF_API_KEY": "YOUR_REF_API_KEY_HERE"
      }
    }
  }
}

Frequently asked questions

Aicastle School Openai API Agent Project is categorized under Finance & Fintech and uses an install path we have not confirmed yet. Ref Tools Ref Tools MCP belongs to Finance & Fintech and uses a local stdio subprocess. Pick Aicastle School Openai API Agent Project for finance & fintech work and Ref Tools Ref Tools MCP for finance & fintech.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client. Aicastle School Openai API Agent Project has no confirmed install command yet — follow its own setup instructions.

Aicastle School Openai API Agent Project has no declared pricing — check the project's own site. Ref Tools Ref Tools MCP has no declared pricing — check the project's own site. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add aicastle-school-openai-api-agent-project and ref-tools-ref-tools-mcp as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Aicastle School Openai API Agent Project has a quality signal of 31/100 (Emerging) with 1 views, 0 installs and 11 GitHub stars. Ref Tools Ref Tools MCP has 63/100 (Good) with 2 views, 0 installs and 1,183 GitHub stars.