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model-routing-check

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Read-only diagnostic for effort-band model routing. Prints the effective band → model map (shipped defaults or the per-environment ladder), the ladder file (or a ready-to-edit starter when none exists), the captured session model, and the most recent routing-bump events from the resolver log. Touches no files; no side effects.

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How to use this skill

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Source SKILL.md: https://github.com/bdfinst/agentic-dev-team/blob/HEAD/plugins/dev-team/skills/model-routing-check/SKILL.md

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Model Routing Check

Role: worker. This command is read-only and produces no side effects — it never writes, creates, or modifies files. Safe to run during triage at any time.

You have been invoked with the /model-routing-check command.

Arguments: none.

Worker constraints

  1. Read-only diagnostic; touch no files, no side effects.
  2. Report resolved state only; do not change routing.
  3. Be concise. Tables only, no narration.

What it shows

Five sections, in order:

  1. Effective band → model map — the result of resolving each effort band (low, medium, high) through the shipped default map in knowledge/model-routing.json or, when present and valid, the per-environment ladder .claude/model-ladder.json.
  2. Ladder — whether .claude/model-ladder.json exists and, if so, its raw contents. When absent, a ready-to-edit starter ladder seeded from the shipped defaults is printed, along with the path to create it at.
  3. Session model — the model captured at session start (.claude/session-model), used as the fallback for an unmappable model and the reference for upgrade flags. unknown when not captured.
  4. Recent routing bumps — the last N (default 10) JSONL events from .claude/metrics/model-routing.log, formatted as <ts> <band> → <served> [<reason>] session=<session> caller=<caller>. Raise MODEL_BUMP_TAIL to see more.
  5. Recalibration staleness advisory — advisory only, never blocks dispatch (fail-open, matching the model-resolution hook's contract). For every target with an entry in knowledge/calibration-floors.json (#880), compares its last calibration record's routing/ladder content hash (written by /agent-eval --calibrate, #882) against the current hash of knowledge/model-routing.json + .claude/model-ladder.json. Three states per target: calibration-current (hash matches), calibration-stale (hash drift since the last calibration — routing map or ladder changed), and never-calibrated (no record exists yet). Stale and never-calibrated rows point at /agent-eval --calibrate --agent <target>.

How to fix common findings

  • Bumps appearing in the log — the ladder or a session fallback is rerouting a band. Inspect .claude/model-ladder.json (or remove it to restore the shipped default map).
  • A band resolving to an unexpected model — check the ladder ordering; low maps to the bottom, high to the top, medium to the rounded middle (round_half_up).
  • Restricted endpoint (Bedrock/Vertex/proxy) — hand-write .claude/model-ladder.json listing only the models that endpoint has. See docs/model-routing.md and docs/model-routing-overrides.md.

Execution

The exec block below is the literal script the command runs.

#!/usr/bin/env bash
set -uo pipefail

SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
PLUGIN_DIR="${MODEL_ROUTING_PLUGIN_DIR:-$SCRIPT_DIR/..}"
RESOLVER="${MODEL_ROUTING_RESOLVER:-$PLUGIN_DIR/hooks/lib/model_resolve.py}"
ROUTING_PATH="${MODEL_ROUTING_JSON:-$PLUGIN_DIR/knowledge/model-routing.json}"
LADDER_PATH="${MODEL_LADDER_JSON:-.claude/model-ladder.json}"
SESSION_PATH="${SESSION_MODEL_FILE:-.claude/session-model}"
BUMP_LOG_PATH="${MODEL_BUMP_LOG:-.claude/metrics/model-routing.log}"
TAIL_N="${MODEL_BUMP_TAIL:-10}"
FLOORS_PATH="${CALIBRATION_FLOORS_JSON:-$PLUGIN_DIR/knowledge/calibration-floors.json}"
RECORDS_PATH="${CALIBRATION_RECORDS_JSON:-.claude/evals/calibration-records.json}"

echo "Model Routing Check"
echo "==================="
echo
echo "Effective band → model map:"
python3 "$RESOLVER" --dump-map
echo

# Ladder section
if [[ -f "$LADDER_PATH" ]] && jq -e 'type == "array" and length > 0 and all(.[]; type == "string")' "$LADDER_PATH" >/dev/null 2>&1; then
  echo "Ladder: from $LADDER_PATH"
  jq . "$LADDER_PATH" | sed 's/^/  /'
else
  if [[ -f "$LADDER_PATH" ]]; then
    echo "Ladder: present but invalid at $LADDER_PATH — using shipped defaults"
  else
    echo "Ladder: none — using shipped default map"
  fi
  if [[ -f "$ROUTING_PATH" ]]; then
    echo "  Starter ladder (copy to $LADDER_PATH and edit, capability-ascending):"
    jq -c '[.low, .medium, .high]' "$ROUTING_PATH" | sed 's/^/    /'
  fi
fi
echo

# Session model
if [[ -f "$SESSION_PATH" ]] && [[ -s "$SESSION_PATH" ]]; then
  echo "Session model: $(head -n 1 "$SESSION_PATH")"
else
  echo "Session model: unknown (not captured this session)"
fi
echo

# Recent routing bumps
if [[ -f "$BUMP_LOG_PATH" ]]; then
  total=$(wc -l < "$BUMP_LOG_PATH" | tr -d ' ')
  echo "Recent routing bumps: $total events"
  tail -n "$TAIL_N" "$BUMP_LOG_PATH" | jq -r '"  \(.ts)  \(.band) → \(.served)  [\(.reason)]  session=\(.session // "")  caller=\(.caller // "")"' 2>/dev/null || true
  if (( total > TAIL_N )); then
    echo "  Showing last $TAIL_N of $total bump events; raise MODEL_BUMP_TAIL to see more."
  fi
else
  echo "Recent routing bumps: none recorded"
fi
echo

# Recalibration staleness advisory (advisory only — never blocks dispatch;
# fail-open, matching the model-resolution hook's contract).
echo "Recalibration staleness advisory (advisory only — never blocks dispatch):"
python3 - "$ROUTING_PATH" "$LADDER_PATH" "$FLOORS_PATH" "$RECORDS_PATH" <<'PYEOF'
import hashlib
import json
import sys
from pathlib import Path

routing_path = Path(sys.argv[1])
ladder_path = Path(sys.argv[2])
floors_path = Path(sys.argv[3])
records_path = Path(sys.argv[4])


def routing_hash(routing_path, ladder_path):
    # Mirrors scripts/agent_calibrate.py's routing_hash() exactly: a
    # sha256 over routing bytes, a null separator, ladder bytes when the
    # ladder exists, and a trailing null separator.
    h = hashlib.sha256()
    for p in (routing_path, ladder_path):
        if p is not None and p.exists():
            try:
                h.update(p.read_bytes())
            except OSError:
                pass
        h.update(b"\0")
    return h.hexdigest()


def load_json(path):
    try:
        return json.loads(path.read_text(encoding="utf-8"))
    except (OSError, json.JSONDecodeError):
        return None


floors = load_json(floors_path)
if not isinstance(floors, dict):
    floors = {}
targets = sorted(k for k in floors if not k.startswith("_"))

records = load_json(records_path)
if not isinstance(records, dict):
    records = {}

current_hash = routing_hash(routing_path, ladder_path if ladder_path.exists() else None)

if not targets:
    print("  no calibration-floors.json entries found")
else:
    for target in targets:
        record = records.get(target)
        if not isinstance(record, dict) or "routing_hash" not in record:
            print(f"  {target:<32} never-calibrated   -> run /agent-eval --calibrate --agent {target}")
        elif record["routing_hash"] != current_hash:
            print(f"  {target:<32} calibration-stale  -> run /agent-eval --calibrate --agent {target}")
        else:
            print(f"  {target:<32} calibration-current")
PYEOF

Notes

  • Defaults to N=10 bump events in the tail. Override with MODEL_BUMP_TAIL=<n>.
  • MODEL_ROUTING_PLUGIN_DIR, MODEL_ROUTING_RESOLVER, MODEL_ROUTING_JSON, MODEL_LADDER_JSON, SESSION_MODEL_FILE, MODEL_BUMP_LOG, CALIBRATION_FLOORS_JSON, and CALIBRATION_RECORDS_JSON are test-only injection seams. Do not set them by hand in normal use.
  • For the ladder schema, resolution precedence, and restricted-endpoint setup, see docs/model-routing.md and docs/model-routing-overrides.md.
  • The recalibration staleness advisory is read-only and fail-open: a missing calibration-floors.json or calibration-records.json is reported (empty or all-never-calibrated) rather than erroring, and it never affects hooks/agent_model_resolve.py's dispatch behavior. See docs/model- routing.md's "Recalibration staleness advisory" section and skills/agent-eval/SKILL.md#calibration-mode for /agent-eval --calibrate.