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outcome

MCP serverAI & models

Lets your agent check its own outputs for leaked secrets, bad JSON, duplicates, anomalies, and schema errors.

Connect your AIUse it in a pipeline

Then ask your AI: use the humanmirror outcome tool from outcome

Details

Available today. Use it as a step in a pipeline you build, or from your connected AI.

Add it as a step in a pipeline you build on Ahel, or connect Ahel to Claude, ChatGPT, Cursor, Claude Code or Codex and ask your AI to use it.

About this server

Verified AI-agent outcomes: secret scanning, JSON cleanup, dedupe, anomaly and schema checks.

Install outcome

The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user outcome 'https://humanmirror.fr/api/outcome/mcp/'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://humanmirror.fr/api/outcome/mcp/

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=outcome&config=eyJ1cmwiOiJodHRwczovL2h1bWFubWlycm9yLmZyL2FwaS9vdXRjb21lL21jcC8ifQ==

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://humanmirror.fr/api/outcome/mcp/

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add outcome --url 'https://humanmirror.fr/api/outcome/mcp/'

    Run it once, then sign in with codex mcp login outcome if the server asks for an account.

Tools it offers (1)

What this server listed when Ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.

  • humanmirror_outcome
Advanced
Delivery
outcome MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
fr-humanmirror-outcome
Source
github.com/vibemirror-coder/humanmirror
Hosted endpoint
https://humanmirror.fr/api/outcome/mcp/

github.com/vibemirror-coder/humanmirror

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