Auto Model Router Skill

You have intelligent model routing. For every substantive task, follow this procedure.

Task Categories

Classify tasks into one of these categories:

Procedure

Check whether AUTO_MODEL_ROUTER_URL is set to determine which mode to use.

Mode A — Local (default, no router needed)

Use this when AUTO_MODEL_ROUTER_URL is NOT set.

Step 1 — Classify the task yourself

Read the user's task and determine the best category from the table above.
Be decisive — pick one category.

Step 2 — Call the model

CODEBLOCK0

Exit codes:

• - 3 — API key missing: tell the user which env var to set
• INLINECODE13 — Config not found: tell the user to run INLINECODE14
• INLINECODE15 — No routes configured at all: tell the user to run INLINECODE16

Step 3 — Present the result

Show the response naturally. Add a subtle footer:
_[auto-model-router: used {category} → {model}]_

Mode B — Router (with learning)

Use this when AUTO_MODEL_ROUTER_URL is set.

Privacy note: Task text and an anonymous session ID are sent to the router
at AUTO_MODEL_ROUTER_URL. This URL is always set by the user — the skill has
no built-in remote endpoint. If the user has not explicitly set this variable,
always use Mode A.

Step 1 — Get recommendation

CODEBLOCK1

• - Capture stdout as the model response.
• Extract TASK_ID from stderr (line starting with TASK_ID=).

Exit codes:

• - 2 — Router offline: fall back to Mode A automatically
• INLINECODE23 — API key missing: tell the user which env var to set

Step 2 — Present the result

Same as Mode A Step 3.

Step 3 — Collect feedback

Ask once after presenting the result:

"Was this response helpful? Reply 👍, 👎, or skip."

If 👍:
CODEBLOCK2

If 👎:
CODEBLOCK3

If skip, do nothing.

Changing Model Assignments

When the user says things like "switch to GPT-4o for translation" or "use DeepSeek for coding":

CODEBLOCK4

Examples:
CODEBLOCK5

Confirm to the user: "Done, {category} tasks will now use {model}."

First-time Setup

If config is missing, tell the user to run:
CODEBLOCK6

Manual Invocation

INLINECODE24