Amdahl Optimizer

Paste an outbound email or LinkedIn draft into Claude or ChatGPT and get a stronger version back, in the sender's own voice. It needs no connected data.

Add it to Claude

  1. In Claude, open Customize (in the left sidebar), then Connectors.
  2. Click + Add, then Add custom connector.
  3. Name it Amdahl, set the URL to https://app.amdahl.ai/mcp, then click Continue, then Add.
  4. On Amdahl’s connector page, click Connect, sign in to Amdahl with your work email, and choose your workspace.
  5. Open a new chat. In the + menu, under Connectors, turn on Amdahl. If Amdahl is not there, reload the app (Cmd+R, or Ctrl+R on Windows).
  6. Add the Amdahl skill, so Claude sends a plain “make this better” to Amdahl: download amdahl.zip, then open Customize → Skills, click + Add, then Upload skill, and choose the file. If your browser unzips it (Safari does), upload the SKILL.md inside the amdahl folder instead.
  7. Optional: on Amdahl’s connector page, under Tool permissions, set Read-only tools to Always allow, so Claude does not ask before each rewrite.
  8. Paste a draft and ask “make this better: …”. Without the skill, name the server: “Use the Amdahl MCP server to optimize this draft: …”.

Add it to ChatGPT

  1. In the ChatGPT desktop app, open Settings → Plugins, click Add, then Add MCP server. On a paid plan you can instead use the web: Settings → Apps & Connectors, with Developer mode on.
  2. Choose Connect to a custom MCP. Name it Amdahl, set the type to Streamable HTTP and the URL to https://app.amdahl.ai/mcp, then click Save. If a Codex window opens, close it and open the MCPs tab.
  3. Click Authenticate, sign in to Amdahl with your work email, and approve the connection (it names the app as Codex).
  4. In Work mode, name the server in your ask: “Use the Amdahl MCP server to optimize this draft: …”. A plain “Use Amdahl” gets ChatGPT’s own rewrite.

Claude Code, Codex or Cursor

Run one command, then sign in when it asks:

npx @amdahl/cli install claude-code

Use codex or cursor in place of claude-code.

No workspace yet?

Try the Optimizer with 25 free runs.

Try the OptimizerRead the docsOther clients and the API